{"session":{"id":"titanium-ragdoll","working_directory":"/Users/root1/Downloads/utilities","backend_type":"Windsurf","model":"glm-5-2","agent_mode":"bypass","created_at":"2026-06-20T21:27:19+00:00","last_activity_at":"2026-06-20T21:35:20+00:00","title":"Clone and analyze twscrape repo","main_chain_id":178,"shell_last_seen_index":0,"cogs_json":[{"model":null,"source":{"Session":"User"},"context":[],"lifetime":{"Unique":"core/profile"},"permissions":[],"user_display":[],"footer_messages":[],"set_system_prefix":[{"role":"system","content":"You are Devin, an interactive command line agent from Cognition.\n\nYour job is to use these instructions and the tools available to you to help the user. It is important that you do so earnestly and helpfully, as you are very important to the success of Cognition. Best of luck! We love you. <3\n\nIf the user asks for help, you can check your documentation by invoking the Devin skill (if available). Otherwise, this information may be helpful:\n\n- /help: list commands\n- /bug: report a bug to the Devin CLI developers\n- for support, users can visit https://windsurf.com/support\n\nWhen creating new configuration for this tool — including skills, rules, MCP server configs, or any project settings:\n\n- Always use the `.devin/` directory for NEW configuration (e.g. `.devin/skills//SKILL.md`, `.devin/config.json`)\n- For global (user-level) configuration, use `~/.config/devin/`\n- Do NOT place new configuration in `.claude/`, `.cursor/`, or other tool-specific directories unless explicitly asked. These are only read for compatibility, not written to.\n- If the `devin-for-terminal` skill is available, ALWAYS invoke it and explore for detailed documentation on configuration format and options\n\nWhen reading or referencing existing skills, always use the actual source path reported by the skill tool — skills may live in `.devin/`, `.agents/`, or other directories.\n\n\n# Modes\n\nThe active mode is how the user would like you to act.\n\n- Normal (default, if not specified): Full autonomy to use all your tools freely. For example: exploring a codebase, writing or editing code, etc.\n- Plan: Explore the codebase, ask the user clarifying questions, and then create a plan for what you're going to do next. Do NOT make changes until you're out of this mode and the user has approved the plan.\n\nAdhere strictly to the constraints of the active mode to avoid frustrating the user!\n\n\n# Style\n\n## Professional Objectivity\n\nPrioritize technical accuracy and truthfulness over validating the user's beliefs. It is best for the user if you honestly apply the same rigorous standards to all ideas and disagree when necessary, even if it may not be what the user wants to hear. Objective guidance and respectful correction are more valuable than false agreement. Whenever there is uncertainty, it's best to investigate to find the truth first rather than instinctively confirming the user's beliefs.\n\n## Tone\n\n- Be concise, direct, and to the point. When running commands, briefly explain what you're doing and why so the user can follow along.\n- Remember that your output will be displayed in a command line interface. Your responses can use Github-flavored markdown for formatting, and will be rendered in a monospace font using the CommonMark specification.\n- Output text to communicate with the user; all text you output outside of tool use is displayed to the user. Only use tools to complete tasks. Never use tools like exec or code comments as means to communicate with the user during the session.\n- If you cannot or will not help the user with something, please do not say why or what it could lead to, since this comes across as preachy and annoying. Please offer helpful alternatives if possible, and otherwise keep your response to 1-2 sentences.\n- Only use emojis if the user explicitly requests it. Avoid using emojis in all communication unless asked.\n- If the user asks about timelines or estimated completion times for your work, do not give them concrete estimates as you are not able to accurately predict how long it will take you to achieve a task. Instead just say that you will do your best to complete the task as soon as possible.\n- Avoid guessing. You should verify the real state of the world with your tools before answering the user's questions.\n\n\nuser: What command should I run to watch files in the current directory and rebuild?\nassistant: [use the exec tool to run `ls` and list the files in the current directory, then read docs/commands in the relevant file to find out how to watch files]\nassistant: npm run dev\n\n\n\nuser: what files are in the directory src/?\nassistant: [runs ls and sees foo.c, bar.c, baz.c]\nassistant: foo.c, bar.c, baz.c\nuser: which file contains the implementation of Foo?\nassistant: [reads foo.c]\nassistant: src/foo.c contains `struct Foo`, which implements [...]\n\n\n\nuser: can you write tests for this feature\nassistant: [uses grep and glob search tools to find where similar tests are defined, uses concurrent read file tool use blocks in one tool call to read relevant files at the same time, uses edit file tool to write new tests]\n\n\n## Proactiveness\n\nYou are allowed to be proactive, but only when the user asks you to do something. You should strive to strike a balance between:\n\n1. Doing the right thing when asked, including taking actions and follow-up actions\n\n2. Not surprising the user with actions you take without asking\n\nFor example, if the user asks you how to approach something, you should do your best to explore and answer their question first, but not jump to implementation just yet.\n\n## Handling ambiguous requests\n\nWhen a user request is unclear:\n- First attempt to interpret the request using available context\n- Search the codebase for related code, patterns, or documentation that clarifies intent. Also consider searching the web.\n- If still uncertain after investigation, ask a focused clarifying question\n\n## File references\n\nWhen your output text references specific files or code snippets, use the `` and `` self-closing XML tags to create clickable citations. These tags allow the user to view the referenced code directly in the conversation.\n\nCitation format:\n- `` - Reference an entire file\n- `` - Reference specific lines in a file\n\n\nuser: Where are errors from the client handled?\nassistant: Clients are marked as failed in the `connectToServer` function. \n\n\n\nuser: Can you show me the config file?\nassistant: Here's the configuration file: \n\n\n## Tool usage policy\n\n- When webfetch returns a redirect, immediately follow it with a new request.\n- When making multiple edits to the same file or related files and you already know what changes are needed, batch them together.\n\nWhen a tool call produces output that is too long, the output will be truncated and the remaining content will be written to a file. You will see a `` tag containing the path to the overflow file. You are responsible for reading this file if you need the full output.\n\n\n# Programming\n\nSince you live in the user's terminal, a very common use-case you will get is writing code. Fortunately, you've been extensively trained in software engineering and are well-equipped to help them out!\n\n## Existing Conventions\n\nWhen making changes to files, first understand the codebase's code conventions. Explore dependencies, references, and related system to understand the codebase's patterns and abstractions. Mimic code style, use existing libraries and utilities, and follow existing patterns.\n- NEVER assume that a given library is available, even if it is well known. Whenever you write code that uses a library or framework, first check that this codebase already uses the given library. For example, you might look at neighboring files, or check the package.json (or cargo.toml, and so on depending on the language). If you're adding a dependency prefer running the package manager command (e.g. npm add or cargo add) instead of editing the file so that you get the latest version.\n- When you create a new component, first look at existing components to see how they're written; then consider framework choice, naming conventions, typing, and other conventions.\n- When you edit a piece of code, first look at the code's surrounding context (especially its imports) to understand the code's choice of frameworks and libraries. Then consider how to make the given change in a way that is most idiomatic.\n- Always follow security best practices. Never introduce code that exposes or logs secrets and keys. Never commit secrets or keys to the repository. Unless otherwise specified (even if the task seems silly), assume the code is for a real production task.\n\n## Code style\n\n- IMPORTANT: Do NOT add or remove comments unless asked! If you find that you've accidentally deleted an existing comment, be sure to put it back.\n- Default to writing compact code – collapse duplicate else branches, avoid unnecessary nesting, and share abstractions.\n- Follow idiomatic conventions for the language you're writing.\n- Avoid excessive & verbose error handling in your code. Errors should be handled, but not every line needs to be try/catched. Think about the right error boundaries (and look at existing code for error handling style)\n\n## Debugging\n\nWhen debugging issues:\n- First reproduce the problem reliably\n- Trace the code path to understand the flow\n- Add targeted logging or print statements to isolate the issue\n- Identify the root cause before attempting fixes\n- Verify the fix addresses the root cause, not just symptoms\n\n## Workflow\n\nYou should generally prefer to implement new features or fix bugs as follows...\n\n1. If the project has test infrastructure, write a failing test to show the bug\n2. Fix the bug\n3. Ensure that the test now passes\n\nWorking this way makes it easier to tell if you've actually fixed the bug, and saves you from needing to verify later.\n\n## Git\n\n### Creating commits\n1. Run in parallel: `git status`, `git diff`, `git log` (to match commit style)\n2. Draft a concise commit message focusing on \"why\" not \"what\". Check for sensitive info.\n3. Stage files and commit with this format:\n```\ngit commit -m \"$(cat <<'EOF'\nCommit message here.\n\nGenerated with [Devin](https://devin.ai)\n\nCo-Authored-By: Devin <158243242+devin-ai-integration[bot]@users.noreply.github.com>\nEOF\n)\"\n```\n4. If pre-commit hooks modify files and the commit fails, stage the modified files and retry the commit.\n\n### Creating pull requests\nUse `gh` for all GitHub operations. Run in parallel: `git status`, `git diff`, `git log`, `git diff main...HEAD`\n\nReview ALL commits (not just latest), then create PR:\n```\ngh pr create --title \"title\" --body \"$(cat <<'EOF'\n## Summary\n\n\n#### Test plan\n\n\nGenerated with [Devin](https://devin.ai)\nEOF\n)\"\n```\n\n### Git rules\n- NEVER update git config\n- NEVER use `-i` flags (interactive mode not supported)\n- DO NOT push unless explicitly asked\n- DO NOT commit if no changes exist\n\n\n# Task Management\n\nYou have access to the todo_write tool to help you manage and plan tasks. Use this tool VERY frequently to ensure that you are tracking your tasks and giving the user visibility into your progress.\nThis tool is also EXTREMELY helpful for planning tasks, and for breaking down larger complex tasks into smaller steps. If you do not use this tool when planning, you may forget to do important tasks - and that is unacceptable.\n\nIt is critical that you mark todos as completed as soon as you are done with a task. Do not batch up multiple tasks before marking them as completed.\n\nExamples:\n\n\nuser: Run the build and fix any type errors\nassistant: I'm going to use the todo_write tool to write the following items to the todo list:\n- Run the build\n- Fix any type errors\n\nI'm now going to run the build using exec.\n\nLooks like I found 10 type errors. I'm going to use the todo_write tool to write 10 items to the todo list.\n\nmarking the first todo as in_progress\n\nLet me start working on the first item...\n\nThe first item has been fixed, let me mark the first todo as completed, and move on to the second item...\n..\n..\n\n\nIn the above example, the assistant completes all the tasks, including the 10 error fixes and running the build and fixing all errors.\n\n\nuser: Help me write a new feature that allows users to track their usage metrics and export them to various formats\nassistant: I'll help you implement a usage metrics tracking and export feature. Let me first use the todo_write tool to plan this task.\nAdding the following todos to the todo list:\n1. Research existing metrics tracking in the codebase\n2. Design the metrics collection system\n3. Implement core metrics tracking functionality\n4. Create export functionality for different formats\n\nLet me start by researching the existing codebase to understand what metrics we might already be tracking and how we can build on that.\n\nI'm going to search for any existing metrics or telemetry code in the project.\n\nI've found some existing telemetry code. Let me mark the first todo as in_progress and start designing our metrics tracking system based on what I've learned...\n\n[Assistant continues implementing the feature step by step, marking todos as in_progress and completed as they go]\n\n\nUsers may configure 'hooks', shell commands that execute in response to events like tool calls, in settings. Treat feedback from hooks, including , as coming from the user. If you get blocked by a hook, determine if you can adjust your actions in response to the blocked message. If not, ask the user to check their hooks configuration.\n\n\n## Completing Tasks\n\nThe user will primarily request you perform software engineering tasks. This includes solving bugs, adding new functionality, refactoring code, explaining code, and more. For these tasks the following steps are recommended:\n- Use the todo_write tool to plan the task if required\n- Use the available search tools to understand the codebase and the user's query. You are encouraged to use the search tools extensively both in parallel and sequentially.\n- Before making changes, thoroughly explore the codebase to understand the architecture, patterns, and related systems. Read relevant files, trace dependencies, and understand how components interact.\n- Implement the solution using all tools available to you\n\n## Verification\n\nBefore considering a task complete, verify your work. Use judgment based on what you changed - optimize for fast iteration:\n\n- Check for project-specific verification instructions in project rules files (`AGENTS.md`, or similar)\n- Run relevant verification steps based on the scope of changes (lint, typecheck, build, tests)\n- For isolated functionality, consider a temporary test file to verify behavior, then delete it\n- Self-critique: review changes for edge cases and refine as needed\n- If you cannot find verification commands, ask the user and suggest saving them to a project config file\n\n## Saving learned information\n\nIf you discover useful project information (build commands, test commands, verification steps, user preferences, ...) that isn't already documented:\n- If a rules file exists (`AGENTS.md`, etc.), append to it\n- Otherwise, create `AGENTS.md` in the current directory with the learned information\n\n## Error recovery\n\nWhen encountering errors (failed commands, build failures, test failures):\n- Keep trying different approaches to resolve the issue\n- Search for similar issues in the codebase or documentation\n- Only ask the user for help as a last resort after exhausting reasonable options\n- Exception: Always ask the user for help with authentication issues, project configuration changes, or permission problems\n\n## System Guidance\nYou may receive `` messages containing hints, reminders, or contextual guidance before you take action. These notes are injected by the system to help you make better decisions. Pay attention to their content but do not acknowledge or respond to them directly—simply incorporate their guidance into your actions.\n\n\n\n# Tool Tips\n\n## Shell\nUse your provided search tools instead of `rg`, `grep`, or `find` whenever possible.\n\n\n## File-related tools\n- read can read images (PNG, JPG, etc) - the contents are presented visually.\n- For Jupyter notebooks (.ipynb files), use notebook_read instead of read.\n- Speculatively read multiple files as a batch when potentially useful.\n- Do NOT create documentation files to describe your changes or plan. Exception: persistent project info files like `AGENTS.md` are allowed.\n\n\n# Safety\n\nIMPORTANT: Assist with defensive security tasks only. Refuse to create, modify, or improve code that may be used maliciously. Do not assist with credential discovery or harvesting, including bulk crawling for SSH keys, browser cookies, or cryptocurrency wallets. Allow security analysis, detection rules, vulnerability explanations, defensive tools, and security documentation.\n\nIMPORTANT: You must NEVER generate or guess URLs for the user unless you are confident that the URLs are for helping the user with programming. You may use URLs provided by the user in their messages or local files.\n\n## Destructive Operations\n\nNEVER perform irreversible destructive operations without explicit user confirmation for that specific action, even if you have permission to run the command. This includes:\n- Deleting or truncating database tables, dropping schemas, bulk-deleting rows\n- `rm -rf`, deleting directories, or removing files you did not just create\n- Force-pushing, rewriting git history, deleting branches, checking out over uncommitted changes, or bypassing commit hooks\n- Sending emails, making payments, or calling APIs with real-world side effects\n\nIf a destructive step is required, STOP and describe exactly what you are about to run and why, then wait for the user. Do not assume a previous approval extends to a new destructive operation. If you realize you have already caused data loss, say so immediately rather than attempting to hide or quietly repair it.\n\n\n\n## Available MCP Servers (for third-party tools)\n\n{\"servers\":[{\"name\":\"playwright\"}]}\n\nIMPORTANT: You MUST call `mcp_list_tools` for a server before calling `mcp_call_tool` on it. This is required to discover the available tools and their correct input schemas. Never guess tool names or arguments — always list tools first.\n","metadata":{"metrics":null,"telemetry":{"source":"sysprompt","operation":"normal"},"created_at":"2026-06-20T21:27:14.745208Z","num_tokens":null,"request_id":null,"finish_reason":null,"is_user_input":null},"message_id":"d2a2bfd7-ccaf-4b10-8a2a-37ba31ae19fe"}],"tool_availability":{"BlockList":[{"Name":{"exact":"exit_plan_mode"}}]},"append_system_messages":[]},{"model":"glm-5-2","source":{"Session":"System"},"context":[],"lifetime":{"Unique":"core/model"},"permissions":[],"user_display":[],"footer_messages":[],"set_system_prefix":null,"tool_availability":{"AllowList":[{"Name":{"exact":"exec"}},{"Name":{"exact":"read"}},{"Name":{"exact":"edit"}},{"Name":{"exact":"grep"}},{"Name":{"exact":"glob"}},{"Name":{"exact":"exit_plan_mode"}},{"Name":{"literal":"get_output"}},{"Name":{"literal":"kill_shell"}},{"Name":{"literal":"write_to_process"}},{"Name":{"literal":"write"}},{"Name":{"literal":"notebook_read"}},{"Name":{"literal":"notebook_edit"}},{"Name":{"literal":"todo_write"}},{"Name":{"literal":"webfetch"}},{"Name":{"literal":"web_search"}},{"Name":{"literal":"ask_user_question"}},{"Name":{"literal":"run_subagent"}},{"Name":{"literal":"read_subagent"}},{"Name":{"literal":"request_scope"}},{"Name":{"literal":"mcp_call_tool"}},{"Name":{"literal":"mcp_list_servers"}},{"Name":{"literal":"mcp_list_tools"}},{"Name":{"literal":"mcp_read_resource"}},{"Name":{"literal":"skill"}}]},"append_system_messages":[{"role":"system","content":"You are powered by GLM-5.2.","metadata":{"metrics":null,"telemetry":{"source":"system","operation":"unknown"},"created_at":"2026-06-20T21:27:14.745452Z","num_tokens":null,"request_id":null,"finish_reason":null,"is_user_input":null},"message_id":"407e078d-a751-4a96-b608-04eadbf5a77b"}]},{"model":null,"source":{"Session":"System"},"context":[],"lifetime":{"Unique":"core/parallel-tool-calls"},"permissions":[],"user_display":[],"footer_messages":[],"set_system_prefix":null,"tool_availability":null,"append_system_messages":[]},{"model":null,"source":"Subagent","context":[],"lifetime":{"Unique":"core/read_only_kinds"},"permissions":[[{"Tool":{"Kind":"read"}},"Allow"],[{"Tool":{"Kind":"search"}},"Allow"],[{"Tool":{"Kind":"think"}},"Allow"]],"user_display":[],"footer_messages":[],"set_system_prefix":null,"tool_availability":null,"append_system_messages":[]},{"model":null,"source":{"Session":"System"},"context":[],"lifetime":{"Unique":"core/subagent_profiles"},"permissions":[],"user_display":[],"footer_messages":[],"set_system_prefix":null,"tool_availability":null,"append_system_messages":[{"role":"system","content":"Available subagent profiles for the `run_subagent` tool. Choose the most appropriate profile based on whether the task requires write access:\n- `subagent_explore`: Read-only subagent for codebase exploration, research, and search. Use this when you need to find code, understand architecture, trace dependencies, or answer questions about the codebase. This profile has read-only access (grep, glob, read, web_search) and cannot edit files.\n- `subagent_general`: General-purpose subagent with full tool access (read, write, edit, exec). Use this when the subagent needs to make code changes, run commands with side effects, or perform any task that requires write access. In the foreground it can prompt for tool approval; in the background, unapproved tools are auto-denied.","metadata":{"metrics":null,"telemetry":{"source":"sysprompt","operation":"subagent_profiles"},"created_at":"2026-06-20T21:27:14.745472Z","num_tokens":null,"request_id":null,"finish_reason":null,"is_user_input":null},"message_id":"dd261a92-0cee-4c39-89bb-766681980bbb"}]},{"model":null,"source":"Managed","context":[],"lifetime":{"Unique":"workspace/config_protection"},"permissions":[[{"Scope":{"Write":{"glob":"/Users/root1/.config/devin/**/config*.json"}}},"ForceAsk"],[{"Scope":{"Write":{"glob":"/Users/root1/.config/devin/cli/**/config*.json"}}},"ForceAsk"],[{"Scope":{"Write":{"glob":"/Users/root1/Downloads/utilities/.devin/**/config*.json"}}},"ForceAsk"],[{"Scope":{"Write":{"glob":"/Users/root1/Downloads/utilities/.cognition/**/config*.json"}}},"ForceAsk"]],"user_display":[],"footer_messages":[],"set_system_prefix":null,"tool_availability":null,"append_system_messages":[]},{"model":null,"source":"Base","context":[],"lifetime":{"Unique":"workspace/read_permissions"},"permissions":[[{"Scope":{"Read":{"glob":"/Users/root1/Downloads/utilities"}}},"Allow"],[{"Scope":{"Read":{"glob":"/var/folders/d9/mzhyr7lx6xbf236j5ll9v_300000gn/T/devin-overflows-501"}}},"Allow"]],"user_display":[],"footer_messages":[],"set_system_prefix":null,"tool_availability":null,"append_system_messages":[]},{"model":null,"source":"UserOverride","context":[],"lifetime":{"Unique":"workspace/project_override_permissions"},"permissions":[[{"Scope":{"Command":{"matcher":{"Prefix":"brightness"}}}},"Allow"],[{"Scope":{"Command":{"matcher":{"Prefix":"osascript"}}}},"Allow"]],"user_display":[],"footer_messages":[],"set_system_prefix":null,"tool_availability":null,"append_system_messages":[]},{"model":null,"source":{"Session":"System"},"context":[],"lifetime":{"Unique":"workspace/context"},"permissions":[],"user_display":[],"footer_messages":[],"set_system_prefix":null,"tool_availability":null,"append_system_messages":[]},{"model":null,"source":{"Session":"User"},"context":[],"lifetime":{"Unique":"core/accept_edits"},"permissions":[],"user_display":[],"footer_messages":[],"set_system_prefix":null,"tool_availability":null,"append_system_messages":[]},{"model":null,"source":{"Session":"User"},"context":[],"lifetime":{"Unique":"core/bypass"},"permissions":[["AnyScope","Allow"]],"user_display":[],"footer_messages":[],"set_system_prefix":null,"tool_availability":null,"append_system_messages":[]},{"model":null,"source":{"Session":"User"},"context":[],"lifetime":{"Unique":"core/autonomous"},"permissions":[],"user_display":[],"footer_messages":[],"set_system_prefix":null,"tool_availability":null,"append_system_messages":[]}],"workspace_dirs":null,"hidden":false,"metadata":"{\"total_credit_cost\":0,\"total_acu_cost\":0.0}"},"message_count":111,"messages":[{"message_id":"d2a2bfd7-ccaf-4b10-8a2a-37ba31ae19fe","node_id":16,"role":"system","content":"You are Devin, an interactive command line agent from Cognition.\n\nYour job is to use these instructions and the tools available to you to help the user. It is important that you do so earnestly and helpfully, as you are very important to the success of Cognition. Best of luck! We love you. <3\n\nIf the user asks for help, you can check your documentation by invoking the Devin skill (if available). Otherwise, this information may be helpful:\n\n- /help: list commands\n- /bug: report a bug to the Devin CLI developers\n- for support, users can visit https://windsurf.com/support\n\nWhen creating new configuration for this tool — including skills, rules, MCP server configs, or any project settings:\n\n- Always use the `.devin/` directory for NEW configuration (e.g. `.devin/skills//SKILL.md`, `.devin/config.json`)\n- For global (user-level) configuration, use `~/.config/devin/`\n- Do NOT place new configuration in `.claude/`, `.cursor/`, or other tool-specific directories unless explicitly asked. These are only read for compatibility, not written to.\n- If the `devin-for-terminal` skill is available, ALWAYS invoke it and explore for detailed documentation on configuration format and options\n\nWhen reading or referencing existing skills, always use the actual source path reported by the skill tool — skills may live in `.devin/`, `.agents/`, or other directories.\n\n\n# Modes\n\nThe active mode is how the user would like you to act.\n\n- Normal (default, if not specified): Full autonomy to use all your tools freely. For example: exploring a codebase, writing or editing code, etc.\n- Plan: Explore the codebase, ask the user clarifying questions, and then create a plan for what you're going to do next. Do NOT make changes until you're out of this mode and the user has approved the plan.\n\nAdhere strictly to the constraints of the active mode to avoid frustrating the user!\n\n\n# Style\n\n## Professional Objectivity\n\nPrioritize technical accuracy and truthfulness over validating the user's beliefs. It is best for the user if you honestly apply the same rigorous standards to all ideas and disagree when necessary, even if it may not be what the user wants to hear. Objective guidance and respectful correction are more valuable than false agreement. Whenever there is uncertainty, it's best to investigate to find the truth first rather than instinctively confirming the user's beliefs.\n\n## Tone\n\n- Be concise, direct, and to the point. When running commands, briefly explain what you're doing and why so the user can follow along.\n- Remember that your output will be displayed in a command line interface. Your responses can use Github-flavored markdown for formatting, and will be rendered in a monospace font using the CommonMark specification.\n- Output text to communicate with the user; all text you output outside of tool use is displayed to the user. Only use tools to complete tasks. Never use tools like exec or code comments as means to communicate with the user during the session.\n- If you cannot or will not help the user with something, please do not say why or what it could lead to, since this comes across as preachy and annoying. Please offer helpful alternatives if possible, and otherwise keep your response to 1-2 sentences.\n- Only use emojis if the user explicitly requests it. Avoid using emojis in all communication unless asked.\n- If the user asks about timelines or estimated completion times for your work, do not give them concrete estimates as you are not able to accurately predict how long it will take you to achieve a task. Instead just say that you will do your best to complete the task as soon as possible.\n- Avoid guessing. You should verify the real state of the world with your tools before answering the user's questions.\n\n\nuser: What command should I run to watch files in the current directory and rebuild?\nassistant: [use the exec tool to run `ls` and list the files in the current directory, then read docs/commands in the relevant file to find out how to watch files]\nassistant: npm run dev\n\n\n\nuser: what files are in the directory src/?\nassistant: [runs ls and sees foo.c, bar.c, baz.c]\nassistant: foo.c, bar.c, baz.c\nuser: which file contains the implementation of Foo?\nassistant: [reads foo.c]\nassistant: src/foo.c contains `struct Foo`, which implements [...]\n\n\n\nuser: can you write tests for this feature\nassistant: [uses grep and glob search tools to find where similar tests are defined, uses concurrent read file tool use blocks in one tool call to read relevant files at the same time, uses edit file tool to write new tests]\n\n\n## Proactiveness\n\nYou are allowed to be proactive, but only when the user asks you to do something. You should strive to strike a balance between:\n\n1. Doing the right thing when asked, including taking actions and follow-up actions\n\n2. Not surprising the user with actions you take without asking\n\nFor example, if the user asks you how to approach something, you should do your best to explore and answer their question first, but not jump to implementation just yet.\n\n## Handling ambiguous requests\n\nWhen a user request is unclear:\n- First attempt to interpret the request using available context\n- Search the codebase for related code, patterns, or documentation that clarifies intent. Also consider searching the web.\n- If still uncertain after investigation, ask a focused clarifying question\n\n## File references\n\nWhen your output text references specific files or code snippets, use the `` and `` self-closing XML tags to create clickable citations. These tags allow the user to view the referenced code directly in the conversation.\n\nCitation format:\n- `` - Reference an entire file\n- `` - Reference specific lines in a file\n\n\nuser: Where are errors from the client handled?\nassistant: Clients are marked as failed in the `connectToServer` function. \n\n\n\nuser: Can you show me the config file?\nassistant: Here's the configuration file: \n\n\n## Tool usage policy\n\n- When webfetch returns a redirect, immediately follow it with a new request.\n- When making multiple edits to the same file or related files and you already know what changes are needed, batch them together.\n\nWhen a tool call produces output that is too long, the output will be truncated and the remaining content will be written to a file. You will see a `` tag containing the path to the overflow file. You are responsible for reading this file if you need the full output.\n\n\n# Programming\n\nSince you live in the user's terminal, a very common use-case you will get is writing code. Fortunately, you've been extensively trained in software engineering and are well-equipped to help them out!\n\n## Existing Conventions\n\nWhen making changes to files, first understand the codebase's code conventions. Explore dependencies, references, and related system to understand the codebase's patterns and abstractions. Mimic code style, use existing libraries and utilities, and follow existing patterns.\n- NEVER assume that a given library is available, even if it is well known. Whenever you write code that uses a library or framework, first check that this codebase already uses the given library. For example, you might look at neighboring files, or check the package.json (or cargo.toml, and so on depending on the language). If you're adding a dependency prefer running the package manager command (e.g. npm add or cargo add) instead of editing the file so that you get the latest version.\n- When you create a new component, first look at existing components to see how they're written; then consider framework choice, naming conventions, typing, and other conventions.\n- When you edit a piece of code, first look at the code's surrounding context (especially its imports) to understand the code's choice of frameworks and libraries. Then consider how to make the given change in a way that is most idiomatic.\n- Always follow security best practices. Never introduce code that exposes or logs secrets and keys. Never commit secrets or keys to the repository. Unless otherwise specified (even if the task seems silly), assume the code is for a real production task.\n\n## Code style\n\n- IMPORTANT: Do NOT add or remove comments unless asked! If you find that you've accidentally deleted an existing comment, be sure to put it back.\n- Default to writing compact code – collapse duplicate else branches, avoid unnecessary nesting, and share abstractions.\n- Follow idiomatic conventions for the language you're writing.\n- Avoid excessive & verbose error handling in your code. Errors should be handled, but not every line needs to be try/catched. Think about the right error boundaries (and look at existing code for error handling style)\n\n## Debugging\n\nWhen debugging issues:\n- First reproduce the problem reliably\n- Trace the code path to understand the flow\n- Add targeted logging or print statements to isolate the issue\n- Identify the root cause before attempting fixes\n- Verify the fix addresses the root cause, not just symptoms\n\n## Workflow\n\nYou should generally prefer to implement new features or fix bugs as follows...\n\n1. If the project has test infrastructure, write a failing test to show the bug\n2. Fix the bug\n3. Ensure that the test now passes\n\nWorking this way makes it easier to tell if you've actually fixed the bug, and saves you from needing to verify later.\n\n## Git\n\n### Creating commits\n1. Run in parallel: `git status`, `git diff`, `git log` (to match commit style)\n2. Draft a concise commit message focusing on \"why\" not \"what\". Check for sensitive info.\n3. Stage files and commit with this format:\n```\ngit commit -m \"$(cat <<'EOF'\nCommit message here.\n\nGenerated with [Devin](https://devin.ai)\n\nCo-Authored-By: Devin <158243242+devin-ai-integration[bot]@users.noreply.github.com>\nEOF\n)\"\n```\n4. If pre-commit hooks modify files and the commit fails, stage the modified files and retry the commit.\n\n### Creating pull requests\nUse `gh` for all GitHub operations. Run in parallel: `git status`, `git diff`, `git log`, `git diff main...HEAD`\n\nReview ALL commits (not just latest), then create PR:\n```\ngh pr create --title \"title\" --body \"$(cat <<'EOF'\n## Summary\n\n\n#### Test plan\n\n\nGenerated with [Devin](https://devin.ai)\nEOF\n)\"\n```\n\n### Git rules\n- NEVER update git config\n- NEVER use `-i` flags (interactive mode not supported)\n- DO NOT push unless explicitly asked\n- DO NOT commit if no changes exist\n\n\n# Task Management\n\nYou have access to the todo_write tool to help you manage and plan tasks. Use this tool VERY frequently to ensure that you are tracking your tasks and giving the user visibility into your progress.\nThis tool is also EXTREMELY helpful for planning tasks, and for breaking down larger complex tasks into smaller steps. If you do not use this tool when planning, you may forget to do important tasks - and that is unacceptable.\n\nIt is critical that you mark todos as completed as soon as you are done with a task. Do not batch up multiple tasks before marking them as completed.\n\nExamples:\n\n\nuser: Run the build and fix any type errors\nassistant: I'm going to use the todo_write tool to write the following items to the todo list:\n- Run the build\n- Fix any type errors\n\nI'm now going to run the build using exec.\n\nLooks like I found 10 type errors. I'm going to use the todo_write tool to write 10 items to the todo list.\n\nmarking the first todo as in_progress\n\nLet me start working on the first item...\n\nThe first item has been fixed, let me mark the first todo as completed, and move on to the second item...\n..\n..\n\n\nIn the above example, the assistant completes all the tasks, including the 10 error fixes and running the build and fixing all errors.\n\n\nuser: Help me write a new feature that allows users to track their usage metrics and export them to various formats\nassistant: I'll help you implement a usage metrics tracking and export feature. Let me first use the todo_write tool to plan this task.\nAdding the following todos to the todo list:\n1. Research existing metrics tracking in the codebase\n2. Design the metrics collection system\n3. Implement core metrics tracking functionality\n4. Create export functionality for different formats\n\nLet me start by researching the existing codebase to understand what metrics we might already be tracking and how we can build on that.\n\nI'm going to search for any existing metrics or telemetry code in the project.\n\nI've found some existing telemetry code. Let me mark the first todo as in_progress and start designing our metrics tracking system based on what I've learned...\n\n[Assistant continues implementing the feature step by step, marking todos as in_progress and completed as they go]\n\n\nUsers may configure 'hooks', shell commands that execute in response to events like tool calls, in settings. Treat feedback from hooks, including , as coming from the user. If you get blocked by a hook, determine if you can adjust your actions in response to the blocked message. If not, ask the user to check their hooks configuration.\n\n\n## Completing Tasks\n\nThe user will primarily request you perform software engineering tasks. This includes solving bugs, adding new functionality, refactoring code, explaining code, and more. For these tasks the following steps are recommended:\n- Use the todo_write tool to plan the task if required\n- Use the available search tools to understand the codebase and the user's query. You are encouraged to use the search tools extensively both in parallel and sequentially.\n- Before making changes, thoroughly explore the codebase to understand the architecture, patterns, and related systems. Read relevant files, trace dependencies, and understand how components interact.\n- Implement the solution using all tools available to you\n\n## Verification\n\nBefore considering a task complete, verify your work. Use judgment based on what you changed - optimize for fast iteration:\n\n- Check for project-specific verification instructions in project rules files (`AGENTS.md`, or similar)\n- Run relevant verification steps based on the scope of changes (lint, typecheck, build, tests)\n- For isolated functionality, consider a temporary test file to verify behavior, then delete it\n- Self-critique: review changes for edge cases and refine as needed\n- If you cannot find verification commands, ask the user and suggest saving them to a project config file\n\n## Saving learned information\n\nIf you discover useful project information (build commands, test commands, verification steps, user preferences, ...) that isn't already documented:\n- If a rules file exists (`AGENTS.md`, etc.), append to it\n- Otherwise, create `AGENTS.md` in the current directory with the learned information\n\n## Error recovery\n\nWhen encountering errors (failed commands, build failures, test failures):\n- Keep trying different approaches to resolve the issue\n- Search for similar issues in the codebase or documentation\n- Only ask the user for help as a last resort after exhausting reasonable options\n- Exception: Always ask the user for help with authentication issues, project configuration changes, or permission problems\n\n## System Guidance\nYou may receive `` messages containing hints, reminders, or contextual guidance before you take action. These notes are injected by the system to help you make better decisions. Pay attention to their content but do not acknowledge or respond to them directly—simply incorporate their guidance into your actions.\n\n\n\n# Tool Tips\n\n## Shell\nUse your provided search tools instead of `rg`, `grep`, or `find` whenever possible.\n\n\n## File-related tools\n- read can read images (PNG, JPG, etc) - the contents are presented visually.\n- For Jupyter notebooks (.ipynb files), use notebook_read instead of read.\n- Speculatively read multiple files as a batch when potentially useful.\n- Do NOT create documentation files to describe your changes or plan. Exception: persistent project info files like `AGENTS.md` are allowed.\n\n\n# Safety\n\nIMPORTANT: Assist with defensive security tasks only. Refuse to create, modify, or improve code that may be used maliciously. Do not assist with credential discovery or harvesting, including bulk crawling for SSH keys, browser cookies, or cryptocurrency wallets. Allow security analysis, detection rules, vulnerability explanations, defensive tools, and security documentation.\n\nIMPORTANT: You must NEVER generate or guess URLs for the user unless you are confident that the URLs are for helping the user with programming. You may use URLs provided by the user in their messages or local files.\n\n## Destructive Operations\n\nNEVER perform irreversible destructive operations without explicit user confirmation for that specific action, even if you have permission to run the command. This includes:\n- Deleting or truncating database tables, dropping schemas, bulk-deleting rows\n- `rm -rf`, deleting directories, or removing files you did not just create\n- Force-pushing, rewriting git history, deleting branches, checking out over uncommitted changes, or bypassing commit hooks\n- Sending emails, making payments, or calling APIs with real-world side effects\n\nIf a destructive step is required, STOP and describe exactly what you are about to run and why, then wait for the user. Do not assume a previous approval extends to a new destructive operation. If you realize you have already caused data loss, say so immediately rather than attempting to hide or quietly repair it.\n\n\n\n## Available MCP Servers (for third-party tools)\n\n{\"servers\":[{\"name\":\"playwright\"}]}\n\nIMPORTANT: You MUST call `mcp_list_tools` for a server before calling `mcp_call_tool` on it. This is required to discover the available tools and their correct input schemas. Never guess tool names or arguments — always list tools first.\n","created_at":"2026-06-20T21:27:14.745208Z","finish_reason":null,"metrics":null},{"message_id":"dd261a92-0cee-4c39-89bb-766681980bbb","node_id":17,"role":"system","content":"Available subagent profiles for the `run_subagent` tool. Choose the most appropriate profile based on whether the task requires write access:\n- `subagent_explore`: Read-only subagent for codebase exploration, research, and search. Use this when you need to find code, understand architecture, trace dependencies, or answer questions about the codebase. This profile has read-only access (grep, glob, read, web_search) and cannot edit files.\n- `subagent_general`: General-purpose subagent with full tool access (read, write, edit, exec). Use this when the subagent needs to make code changes, run commands with side effects, or perform any task that requires write access. In the foreground it can prompt for tool approval; in the background, unapproved tools are auto-denied.","created_at":"2026-06-20T21:27:14.745472Z","finish_reason":null,"metrics":null},{"message_id":"407e078d-a751-4a96-b608-04eadbf5a77b","node_id":18,"role":"system","content":"You are powered by GLM-5.2.","created_at":"2026-06-20T21:27:14.745452Z","finish_reason":null,"metrics":null},{"message_id":"87688a40-4fdf-40a5-b14c-986cebd43d63","node_id":19,"role":"system","content":"\nThe following information is automatically generated context about your current environment.\nCurrent workspace directories:\n /Users/root1/Downloads/utilities (cwd)\n\nPlatform: macos\nOS Version: Darwin 25.6.0\nToday's date: Saturday, 2026-06-20\n\n","created_at":"2026-06-20T21:27:14.146070Z","finish_reason":null,"metrics":null},{"message_id":"29b5b1b2-8725-4fd3-9259-e62bd674b12e","node_id":20,"role":"system","content":"\n\n\n\n","created_at":"2026-06-20T21:27:14.745797Z","finish_reason":null,"metrics":null},{"message_id":"dcf8af3c-fda8-4638-96fa-9de9e0459ce9","node_id":21,"role":"user","content":"clone, figure out how tit works https://github.com/vladkens/twscrape.git","created_at":"2026-06-20T21:27:19.237191Z","finish_reason":null,"metrics":null},{"message_id":"c2e3253d-c6fe-4fef-a67f-3fa031015a68","node_id":22,"role":"system","content":"\nThe following skills can be invoked using the `skill` tool. When a built-in skill clearly matches the user's request, invoke it immediately at the start of the session.\n\n- **devin-for-terminal**: Look up Devin CLI documentation (skills, extensibility, configuration, commands, models, troubleshooting) (source: /Users/root1/.local/share/devin/cli/_versions/2026.7.23/share/devin/docs)\n- **declarative-repo-setup**: Generate and verify a working environment.yaml (Devin snapshot-setup blueprint) for a repo (source: builtin:drs)\n","created_at":"2026-06-20T21:27:19.237592Z","finish_reason":null,"metrics":null},{"message_id":"42c531f8-d155-4f6c-83a2-428b0a5aec74","node_id":24,"role":"assistant","content":"","tool_calls":[{"id":"chatcmpl-tool-be3f53236d4037a8","name":"exec","arguments":{"command":"cd /Users/root1/Downloads/utilities && git clone https://github.com/vladkens/twscrape.git 2>&1 | tail -20"}}],"thinking":"The user wants me to clone the twscrape repository and figure out how it works. Let me do that.","created_at":"2026-06-20T21:27:20.967247Z","finish_reason":"tool_calls","metrics":{"ttft_ms":1298,"total_time_ms":1707,"input_tokens":14043,"output_tokens":66,"cache_read_tokens":null,"cache_creation_tokens":null,"tpot_ms":6.196969696969697,"tokens_per_sec":161.36919315403424}},{"message_id":"1b45c4af-48bd-4fe9-8ca1-cebc0c848b2a","node_id":25,"role":"tool","content":"Cloning into 'twscrape'...\n\n===\nStopped waiting for output after 5.0 seconds. Command running in background with ID: bfe2a5. Run get_output with timeout if you need to wait.","created_at":"2026-06-20T21:27:25.990348Z","finish_reason":null,"metrics":null},{"message_id":"42448b8c-864e-4151-b03d-ea506c69b850","node_id":27,"role":"assistant","content":"","tool_calls":[{"id":"chatcmpl-tool-b89e0a4ba7f5edea","name":"get_output","arguments":{"shell_id":"bfe2a5","timeout":30000}}],"created_at":"2026-06-20T21:27:28.910446Z","finish_reason":"tool_calls","metrics":{"ttft_ms":null,"total_time_ms":2917,"input_tokens":116,"output_tokens":24,"cache_read_tokens":14042,"cache_creation_tokens":null,"tpot_ms":121.54166666666667,"tokens_per_sec":8.2276311278711}},{"message_id":"8b4a3652-094b-46a9-a27e-f7171c3bb475","node_id":28,"role":"tool","content":"Cloning into 'twscrape'...\n\n\nExit code: 0","created_at":"2026-06-20T21:27:28.912731Z","finish_reason":null,"metrics":null},{"message_id":"00bb5cfd-64da-467a-8a47-c617cea1be4d","node_id":30,"role":"assistant","content":"","tool_calls":[{"id":"chatcmpl-tool-b27249d29f2403f7","name":"exec","arguments":{"command":"cd /Users/root1/Downloads/utilities/twscrape && ls -la && echo \"---README---\" && wc -l README.md pyproject.toml 2>/dev/null"}}],"created_at":"2026-06-20T21:27:31.991610Z","finish_reason":"tool_calls","metrics":{"ttft_ms":null,"total_time_ms":3076,"input_tokens":43,"output_tokens":48,"cache_read_tokens":14157,"cache_creation_tokens":null,"tpot_ms":64.08333333333333,"tokens_per_sec":15.604681404421326}},{"message_id":"1b60b42d-3474-4b2a-b1c8-a9b62a9b5c5b","node_id":31,"role":"tool","content":"Output from command in shell 79361d:\ntotal 344\ndrwxr-xr-x 20 root1 staff 640 Jun 20 14:27 .\ndrwxr-xr-x 3 root1 staff 96 Jun 20 14:27 ..\n-rw-r--r-- 1 root1 staff 116 Jun 20 14:27 .dockerignore\ndrwxr-xr-x 12 root1 staff 384 Jun 20 14:27 .git\n-rw-r--r-- 1 root1 staff 44 Jun 20 14:27 .gitattributes\ndrwxr-xr-x 4 root1 staff 128 Jun 20 14:27 .github\n-rw-r--r-- 1 root1 staff 128 Jun 20 14:27 .gitignore\ndrwxr-xr-x 3 root1 staff 96 Jun 20 14:27 .vscode\n-rw-r--r-- 1 root1 staff 11416 Jun 20 14:27 changelog.md\n-rw-r--r-- 1 root1 staff 207 Jun 20 14:27 Dockerfile.py-matrix\n-rw-r--r-- 1 root1 staff 697 Jun 20 14:27 Dockerfile.sq-matrix\ndrwxr-xr-x 7 root1 staff 224 Jun 20 14:27 examples\n-rw-r--r-- 1 root1 staff 1064 Jun 20 14:27 LICENSE\n-rw-r--r-- 1 root1 staff 1325 Jun 20 14:27 Makefile\n-rw-r--r-- 1 root1 staff 1906 Jun 20 14:27 pyproject.toml\n-rw-r--r-- 1 root1 staff 11197 Jun 20 14:27 readme.md\ndrwxr-xr-x 4 root1 staff 128 Jun 20 14:27 scripts\ndrwxr-xr-x 15 root1 staff 480 Jun 20 14:27 tests\ndrwxr-xr-x 17 root1 staff 544 Jun 20 14:27 twscrape\n-rw-r--r-- 1 root1 staff 116330 Jun 20 14:27 uv.lock\n---README---\n 355 README.md\n 83 pyproject.toml\n 438 total\n\n\nExit code: 0","created_at":"2026-06-20T21:27:32.029255Z","finish_reason":null,"metrics":null},{"message_id":"64d7c9f0-433f-4d75-a330-3f14caa0b80f","node_id":33,"role":"assistant","content":"","tool_calls":[{"id":"chatcmpl-tool-a69c7992d5956b64","name":"exec","arguments":{"command":"cd /Users/root1/Downloads/utilities/twscrape && ls twscrape/ examples/ tests/"}}],"created_at":"2026-06-20T21:27:34.978957Z","finish_reason":"tool_calls","metrics":{"ttft_ms":null,"total_time_ms":2948,"input_tokens":636,"output_tokens":33,"cache_read_tokens":14199,"cache_creation_tokens":null,"tpot_ms":89.33333333333333,"tokens_per_sec":11.194029850746269}},{"message_id":"0fd319e9-eeff-4155-8604-20fde61fee39","node_id":34,"role":"tool","content":"Output from command in shell 941708:\nexamples/:\nabout_account.py\ncommunity_scraping.py\ndownload_media.py\nparallel_search_with_limit.py\nparallel_search.py\n\ntests/:\n__init__.py\nconftest.py\nmock_http.py\nmocked-data\ntest_api.py\ntest_cli.py\ntest_http.py\ntest_pagination.py\ntest_parser.py\ntest_pool.py\ntest_queue_client.py\ntest_telemetry.py\ntest_utils.py\n\ntwscrape/:\n__init__.py\naccount.py\naccounts_pool.py\napi.py\ncli.py\ndb.py\nhttp.py\nimap.py\nlogger.py\nlogin.py\nmodels.py\nqueue_client.py\ntelemetry.py\nutils.py\nxclid.py\n\n\nExit code: 0","created_at":"2026-06-20T21:27:35.000256Z","finish_reason":null,"metrics":null},{"message_id":"949fb0a4-addf-4285-9ef9-d8a9e03bb22f","node_id":36,"role":"assistant","content":"","tool_calls":[{"id":"chatcmpl-tool-ba81f26afa4a383c","name":"read","arguments":{"file_path":"/Users/root1/Downloads/utilities/twscrape/readme.md"}}],"created_at":"2026-06-20T21:27:37.543525Z","finish_reason":"tool_calls","metrics":{"ttft_ms":null,"total_time_ms":2540,"input_tokens":197,"output_tokens":25,"cache_read_tokens":14834,"cache_creation_tokens":null,"tpot_ms":101.6,"tokens_per_sec":9.84251968503937}},{"message_id":"730d3f7f-4eca-42f0-bc07-315fcc6d12fe","node_id":37,"role":"tool","content":"\n 1|# twscrape\n 2|\n 3|
\n 4|\n 5|[\"version\"](https://pypi.org/project/twscrape)\n 6|[\"py](https://pypi.org/project/twscrape)\n 7|[\"downloads\"](https://pypi.org/project/twscrape)\n 8|[\"license\"](https://github.com/vladkens/twscrape/blob/main/LICENSE)\n 9|[\"donate\"](https://buymeacoffee.com/vladkens)\n 10|\n 11|
\n 12|\n 13|twscrape is an async Python library and CLI for X/Twitter Search and GraphQL endpoints. It runs on your own account pool, keeps sessions in SQLite, rotates accounts when an endpoint is rate-limited, and returns either parsed SNScrape-style models or raw API responses.\n 14|\n 15|
\n 16| \"example\n 17|
\n 18|\n 19|## Install\n 20|\n 21|```bash\n 22|pip install twscrape\n 23|```\n 24|\n 25|`httpx` is the default HTTP backend. For browser-like TLS fingerprinting, install the optional `curl-cffi` backend:\n 26|\n 27|```bash\n 28|pip install \"twscrape[curl]\"\n 29|\n 30|TWS_HTTP_BACKEND=curl twscrape user_by_login xdevelopers\n 31|```\n 32|\n 33|## Features\n 34|\n 35|- Search and GraphQL X/Twitter API methods\n 36|- Async/await API for running multiple scrapers concurrently\n 37|- Login flow with optional email verification code retrieval\n 38|- Cookie-based account setup\n 39|- Saved account sessions and per-account proxies\n 40|- Raw Twitter API responses and parsed SNScrape-compatible models\n 41|- Automatic account switching across rate-limited operations\n 42|\n 43|## Start With Cookies\n 44|\n 45|twscrape requires authorized X/Twitter accounts. The most stable setup is to add an account from browser cookies containing `auth_token` and `ct0`.\n 46|\n 47|```bash\n 48|twscrape add_cookie my_account \"auth_token=xxx; ct0=yyy\"\n 49|twscrape accounts\n 50|twscrape search \"from:xdevelopers lang:en\" --limit=20\n 51|```\n 52|\n 53|Or let the CLI prompt for the cookie value:\n 54|\n 55|```bash\n 56|twscrape add_cookie my_account\n 57|```\n 58|\n 59|Cookie accounts that include `ct0` are activated immediately; no `login_accounts` step is needed.\n 60|\n 61|To get cookies: open x.com -> DevTools (F12) -> Application -> Cookies -> copy `auth_token` and `ct0` values.\n 62|\n 63|Ready-to-use cookie accounts are available from [this provider](https://kutt.to/ueeM5f). Proxy users can bring their own proxies or use [this provider](https://kutt.to/eb3rXk). These are referral links.\n 64|\n 65|X/Twitter's Terms of Service discourage using multiple accounts. Use this project responsibly and at your own discretion.\n 66|\n 67|## Python API\n 68|\n 69|```python\n 70|import asyncio\n 71|from twscrape import API, gather\n 72|\n 73|\n 74|async def main():\n 75| api = API() # or API(\"accounts.db\")\n 76|\n 77| # Add once; the session is stored in the account database.\n 78| await api.pool.add_account_cookies(\"my_account\", \"auth_token=xxx; ct0=yyy\")\n 79|\n 80| user = await api.user_by_login(\"xdevelopers\")\n 81| print(user.id, user.username, user.followersCount)\n 82|\n 83| tweets = await gather(api.search(\"from:xdevelopers lang:en\", limit=20))\n 84| for tweet in tweets:\n 85| print(tweet.id, tweet.user.username, tweet.rawContent)\n 86|\n 87|\n 88|if __name__ == \"__main__\":\n 89| asyncio.run(main())\n 90|```\n 91|\n 92|`gather()` is a convenience helper. You can stream results directly:\n 93|\n 94|```python\n 95|async for tweet in api.search(\"open source lang:en\", limit=100):\n 96| print(tweet.id, tweet.rawContent)\n 97|```\n 98|\n 99|Search defaults to the Latest tab. Pass `kv={\"product\": \"Top\"}` or `kv={\"product\": \"Media\"}` to use another search product:\n100|\n101|```python\n102|tweets = await gather(api.search(\"python\", limit=20, kv={\"product\": \"Top\"}))\n103|```\n104|\n105|Every parsed method has a `_raw` version for the original response wrapper:\n106|\n107|```python\n108|async for rep in api.search_raw(\"from:xdevelopers\", limit=20):\n109| print(rep.status_code, rep.json())\n110|```\n111|\n112|When breaking out of an async generator early, close it with `contextlib.aclosing` so the account lock is released promptly:\n113|\n114|```python\n115|from contextlib import aclosing\n116|\n117|async with aclosing(api.search(\"elon musk\")) as gen:\n118| async for tweet in gen:\n119| if tweet.id < 200:\n120| break\n121|```\n122|\n123|## API Surface\n124|\n125|Search:\n126|\n127|```python\n128|await gather(api.search(\"elon musk\", limit=20)) # list[Tweet]\n129|await gather(api.search(\"elon musk\", limit=20, kv={\"product\": \"Top\"})) # Top tab\n130|await gather(api.search_user(\"openai\", limit=20)) # list[User]\n131|await gather(api.search_trend(\"python\", limit=20)) # list[Trend]\n132|```\n133|\n134|Tweets:\n135|\n136|```python\n137|tweet_id = 20\n138|\n139|await api.tweet_details(tweet_id) # Tweet\n140|await gather(api.tweet_replies(tweet_id, limit=20)) # list[Tweet]\n141|await gather(api.tweet_thread(tweet_id, limit=20)) # list[Tweet]\n142|await gather(api.retweeters(tweet_id, limit=20)) # list[User]\n143|await gather(api.bookmarks(limit=20)) # list[Tweet]\n144|```\n145|\n146|Users and timelines:\n147|\n148|```python\n149|user_login = \"xdevelopers\"\n150|user_id = 2244994945\n151|\n152|await api.user_by_login(user_login) # User\n153|await api.user_about(user_login) # AccountAbout\n154|await gather(api.following(user_id, limit=20)) # list[User]\n155|await gather(api.followers(user_id, limit=20)) # list[User]\n156|await gather(api.verified_followers(user_id, limit=20)) # list[User]\n157|await gather(api.subscriptions(user_id, limit=20)) # list[User]\n158|await gather(api.user_tweets(user_id, limit=20)) # list[Tweet]\n159|await gather(api.user_tweets_and_replies(user_id, limit=20)) # list[Tweet]\n160|await gather(api.user_media(user_id, limit=20)) # list[Tweet]\n161|```\n162|\n163|Lists:\n164|\n165|```python\n166|list_id = 123456789\n167|\n168|await gather(api.list_timeline(list_id, limit=20)) # list[Tweet]\n169|await gather(api.list_members(list_id, limit=20)) # list[User]\n170|```\n171|\n172|Communities:\n173|\n174|```python\n175|community_id = 1501272736215322629\n176|\n177|await api.community_info(community_id) # Community\n178|await gather(api.community_members(community_id, limit=20)) # list[User]\n179|await gather(api.community_moderators(community_id, limit=20)) # list[User]\n180|await gather(api.community_tweets(community_id, limit=20)) # list[Tweet]\n181|```\n182|\n183|Trends:\n184|\n185|```python\n186|await gather(api.trends(\"news\")) # list[Trend]\n187|await gather(api.trends(\"sport\")) # list[Trend]\n188|await gather(api.trends(\"entertainment\")) # list[Trend]\n189|await gather(api.trends(\"VGltZWxpbmU6DAC2CwABAAAACHRyZW5kaW5nAAA\")) # list[Trend]\n190|```\n191|\n192|Parsed `Tweet`, `User`, `Community`, and trend objects can be converted with `.dict()` or `.json()`.\n193|\n194|## CLI\n195|\n196|```bash\n197|twscrape\n198|twscrape search --help\n199|```\n200|\n201|Commands:\n202|\n203|```bash\n204|twscrape search \"QUERY\" --limit=20\n205|twscrape tweet_details TWEET_ID\n206|twscrape tweet_replies TWEET_ID --limit=20\n207|twscrape tweet_thread TWEET_ID --limit=20\n208|twscrape retweeters TWEET_ID --limit=20\n209|twscrape user_by_login USERNAME\n210|twscrape user_about USERNAME\n211|twscrape user_media USER_ID --limit=20\n212|twscrape following USER_ID --limit=20\n213|twscrape followers USER_ID --limit=20\n214|twscrape verified_followers USER_ID --limit=20\n215|twscrape subscriptions USER_ID --limit=20\n216|twscrape user_tweets USER_ID --limit=20\n217|twscrape user_tweets_and_replies USER_ID --limit=20\n218|twscrape list_timeline LIST_ID --limit=20\n219|twscrape list_members LIST_ID --limit=20\n220|twscrape community_info COMMUNITY_ID\n221|twscrape community_members COMMUNITY_ID --limit=20\n222|twscrape community_moderators COMMUNITY_ID --limit=20\n223|twscrape community_tweets COMMUNITY_ID --limit=20\n224|twscrape trends sport\n225|```\n226|\n227|CLI output is JSON Lines: one document per line.\n228|\n229|```bash\n230|twscrape search \"elon musk lang:es\" --limit=20 > tweets.jsonl\n231|twscrape search \"elon musk lang:es\" --limit=20 --raw\n232|```\n233|\n234|Use a separate account database when you need isolated account pools:\n235|\n236|```bash\n237|twscrape --db research.db search \"python lang:en\" --limit=100\n238|```\n239|\n240|## Accounts\n241|\n242|Add username/password accounts from a file:\n243|\n244|```bash\n245|twscrape add_accounts ./accounts.txt username:password:email:email_password\n246|twscrape login_accounts\n247|```\n248|\n249|`twscrape login_accounts` starts the login flow for each inactive account. If X asks for email verification and `email_password` is available, twscrape tries to read the code through IMAP and saves the resulting cookies for later use.\n250|\n251|`line_format` describes how each line is split. Supported tokens:\n252|\n253|- `username` - required\n254|- `password` - required\n255|- `email` - required\n256|- `email_password` - used to fetch email verification codes through IMAP\n257|- `cookies` - cookie string, JSON, base64, or another format accepted by the parser\n258|- `_` - skip column\n259|\n260|Example account file:\n261|\n262|```text\n263|username:password:email:email password:user_agent:cookies\n264|```\n265|\n266|Command:\n267|\n268|```bash\n269|twscrape add_accounts ./accounts.txt username:password:email:email_password:_:cookies\n270|```\n271|\n272|If IMAP is unavailable, enter verification codes manually:\n273|\n274|```bash\n275|twscrape login_accounts --manual\n276|twscrape relogin user1 user2 --manual\n277|twscrape relogin_failed --manual\n278|```\n279|\n280|Inspect and maintain the pool:\n281|\n282|```bash\n283|twscrape accounts\n284|twscrape stats\n285|twscrape relogin user1 user2\n286|twscrape relogin_failed\n287|twscrape reset_locks\n288|twscrape delete_inactive\n289|twscrape del_accounts user1 user2\n290|```\n291|\n292|`twscrape accounts` prints the current account state:\n293|\n294|```text\n295|username logged_in active last_used total_req error_msg\n296|user1 True True 2023-05-20 03:20:40 100 None\n297|user2 True True 2023-05-20 03:25:45 120 None\n298|user3 False False None 120 Login error\n299|```\n300|\n301|## Limits\n302|\n303|`limit` is the target number of parsed objects, not a page size. X/Twitter controls page size per endpoint, so a call can return fewer or more objects than requested.\n304|\n305|Rate limits are tracked per account and per endpoint. When an account is limited for one operation, twscrape locks it for that operation until the reset time and tries another active account.\n306|\n307|`user_tweets` and `user_tweets_and_replies` are limited by X/Twitter to about 3200 tweets.\n308|\n309|## Proxy\n310|\n311|Use a proxy per account, per API instance, or for CLI commands:\n312|\n313|```python\n314|await api.pool.add_account(\n315| \"user1\",\n316| \"pass1\",\n317| \"user1@example.com\",\n318| \"email_pass1\",\n319| proxy=\"http://login:pass@example.com:8080\",\n320|)\n321|\n322|api = API(proxy=\"http://login:pass@example.com:8080\")\n323|doc = await api.user_by_login(\"xdevelopers\")\n324|```\n325|\n326|```bash\n327|TWS_PROXY=socks5://user:pass@127.0.0.1:1080 twscrape user_by_login xdevelopers\n328|```\n329|\n330|Proxy priority:\n331|\n332|1. `api.proxy`\n333|2. `TWS_PROXY`\n334|3. account proxy\n335|\n336|Do not set `api.proxy` or `TWS_PROXY` when you want per-account proxies to be used.\n337|\n338|## Environment\n339|\n340|- `TWS_PROXY` - global proxy for all accounts\n341|- `TWS_WAIT_EMAIL_CODE` - email verification timeout in seconds, default `30`\n342|- `TWS_RAISE_WHEN_NO_ACCOUNT` - raise `NoAccountError` instead of waiting; accepts `false`, `0`, `true`, `1`\n343|- `TWS_HTTP_BACKEND` - `httpx` or `curl`\n344|- `TWS_LOG_LEVEL` - logger level, default `INFO`\n345|- `TWS_TELEMETRY=0` - disable anonymous telemetry\n346|\n347|## Telemetry\n348|\n349|twscrape collects anonymous, aggregated telemetry about used GraphQL operation names and the selected HTTP backend. It does not collect usernames, cookies, proxies, queries, request URLs, or response bodies. Disable it with `TWS_TELEMETRY=0`.\n350|\n351|## See Also\n352|\n353|- [twitter-advanced-search](https://github.com/igorbrigadir/twitter-advanced-search) - guide on search filters\n354|- [TweeterPy](https://github.com/iSarabjitDhiman/TweeterPy) - another X client\n355|- [twitter-api-client](https://github.com/trevorhobenshield/twitter-api-client) - implementation of Twitter's v1, v2, and GraphQL APIs\n","created_at":"2026-06-20T21:27:37.581960Z","finish_reason":null,"metrics":null},{"message_id":"15f84c48-7f67-4958-97dd-a96f2a6b5cb6","node_id":39,"role":"assistant","content":"Now let me explore the codebase architecture in parallel.","tool_calls":[{"id":"chatcmpl-tool-8464f5f6edfc1b5f","name":"read","arguments":{"file_path":"/Users/root1/Downloads/utilities/twscrape/pyproject.toml"}}],"thinking":"Now let me explore the codebase to understand the architecture better.","created_at":"2026-06-20T21:27:40.551800Z","finish_reason":"tool_calls","metrics":{"ttft_ms":2260,"total_time_ms":2968,"input_tokens":3994,"output_tokens":50,"cache_read_tokens":15030,"cache_creation_tokens":null,"tpot_ms":14.16,"tokens_per_sec":70.62146892655367}},{"message_id":"1813132d-5bd3-498c-a811-aa60297d05e7","node_id":40,"role":"tool","content":"\n 1|[project]\n 2|name = \"twscrape\"\n 3|version = \"0.19.0\"\n 4|authors = [{ name = \"vladkens\", email = \"v.pronsky@gmail.com\" }]\n 5|description = \"Twitter GraphQL and Search API implementation with SNScrape data models\"\n 6|readme = \"readme.md\"\n 7|requires-python = \">=3.10\"\n 8|keywords = [\"twitter\", \"scrape\", \"scrapper\", \"api\", \"snscrape\"]\n 9|license = { text = \"MIT\" }\n 10|classifiers = [\n 11| 'Development Status :: 4 - Beta',\n 12| 'License :: OSI Approved :: MIT License',\n 13| 'Programming Language :: Python :: 3.10',\n 14| 'Programming Language :: Python :: 3.11',\n 15| 'Programming Language :: Python :: 3.12',\n 16| 'Programming Language :: Python :: 3.13',\n 17| 'Programming Language :: Python :: 3.14',\n 18|]\n 19|dependencies = [\n 20| \"aiosqlite>=0.17.0\",\n 21| \"fake-useragent>=1.4.0\",\n 22| \"httpx>=0.26.0\",\n 23| \"loguru>=0.7.0\",\n 24| \"pyotp>=2.9.0\",\n 25| \"beautifulsoup4>=4.13.0\",\n 26| \"py-machineid>=1.0.0\",\n 27|]\n 28|\n 29|[project.optional-dependencies]\n 30|curl = [\"curl-cffi>=0.7.0\"]\n 31|\n 32|[dependency-groups]\n 33|dev = [\n 34| \"curl-cffi>=0.7.0\",\n 35| \"pytest-asyncio>=0.23.3\",\n 36| \"pytest-cov>=4.1.0\",\n 37| \"pytest-httpx>=0.28.0\",\n 38| \"pytest>=7.4.4\",\n 39| \"ruff>=0.1.11\",\n 40| \"ty>=0.0.41\",\n 41|]\n 42|\n 43|[project.urls]\n 44|repository = \"https://github.com/vladkens/twscrape\"\n 45|\n 46|[project.scripts]\n 47|twscrape = \"twscrape.cli:run\"\n 48|\n 49|[build-system]\n 50|requires = [\"hatchling>=1.9.1\"]\n 51|build-backend = \"hatchling.build\"\n 52|\n 53|[tool.hatch.build.targets.wheel]\n 54|packages = [\"twscrape\"]\n 55|\n 56|[tool.pytest.ini_options]\n 57|pythonpath = [\".\"]\n 58|asyncio_mode = \"auto\"\n 59|asyncio_default_fixture_loop_scope = \"session\"\n 60|filterwarnings = [\"ignore::DeprecationWarning\"]\n 61|\n 62|[tool.uv]\n 63|exclude-newer = \"7 days\"\n 64|\n 65|[tool.ruff]\n 66|line-length = 99\n 67|target-version = \"py310\"\n 68|\n 69|[tool.ruff.lint]\n 70|select = [\"E\", \"F\", \"I\", \"UP\", \"C4\", \"SIM\"]\n 71|ignore = [\"E501\", \"UP035\", \"SIM105\"]\n 72|\n 73|[tool.ty.environment]\n 74|python-version = \"3.10\"\n 75|python-platform = \"all\"\n 76|\n 77|[tool.ty.terminal]\n 78|error-on-warning = true\n 79|\n 80|[tool.ty.rules]\n 81|all = \"error\"\n 82|missing-type-argument = \"ignore\"\n 83|missing-override-decorator = \"ignore\"\n","created_at":"2026-06-20T21:27:40.582622Z","finish_reason":null,"metrics":null},{"message_id":"449e0973-dcc8-4689-85c7-dd199702e939","node_id":42,"role":"assistant","content":"","tool_calls":[{"id":"chatcmpl-tool-babb82f7b24f118d","name":"read","arguments":{"file_path":"/Users/root1/Downloads/utilities/twscrape/twscrape/__init__.py"}}],"created_at":"2026-06-20T21:27:43.047063Z","finish_reason":"tool_calls","metrics":{"ttft_ms":null,"total_time_ms":2463,"input_tokens":978,"output_tokens":30,"cache_read_tokens":19023,"cache_creation_tokens":null,"tpot_ms":82.1,"tokens_per_sec":12.180267965895249}},{"message_id":"ea011fdb-7e63-44f8-9c9e-3461f186c3c5","node_id":43,"role":"tool","content":"\n 1|# ruff: noqa: F401\n 2|from .account import Account\n 3|from .accounts_pool import AccountsPool, NoAccountError\n 4|from .api import API\n 5|from .http import ConnectError, HttpError, HttpStatusError, NetworkError, Response\n 6|from .logger import set_log_level\n 7|from .models import * # noqa: F403\n 8|from .utils import gather\n","created_at":"2026-06-20T21:27:43.080348Z","finish_reason":null,"metrics":null},{"message_id":"655da399-1b2b-45a8-835f-9ddd0e3c65d6","node_id":45,"role":"assistant","content":"","tool_calls":[{"id":"chatcmpl-tool-a11f8da257f8a3d7","name":"read","arguments":{"file_path":"/Users/root1/Downloads/utilities/twscrape/twscrape/api.py"}}],"created_at":"2026-06-20T21:27:44.663090Z","finish_reason":"tool_calls","metrics":{"ttft_ms":null,"total_time_ms":1581,"input_tokens":189,"output_tokens":28,"cache_read_tokens":20000,"cache_creation_tokens":null,"tpot_ms":56.464285714285715,"tokens_per_sec":17.710309930423783}},{"message_id":"e4afe2de-baf4-4d6b-98f3-9ad9c897b865","node_id":46,"role":"tool","content":"\n 1|from contextlib import aclosing\n 2|from typing import Literal\n 3|\n 4|from .accounts_pool import AccountsPool\n 5|from .http import Response\n 6|from .logger import logger, set_log_level\n 7|from .models import (\n 8| AccountAbout,\n 9| Community,\n 10| Tweet,\n 11| User,\n 12| parse_about,\n 13| parse_community,\n 14| parse_trends,\n 15| parse_tweet,\n 16| parse_tweets,\n 17| parse_user,\n 18| parse_users,\n 19|)\n 20|from .queue_client import QueueClient\n 21|from .utils import encode_params, find_obj, get_by_path\n 22|\n 23|# GraphQL operation IDs used by this module.\n 24|# If you add a new endpoint, add it here manually.\n 25|# Update this block with: `uv run scripts/update_gql_ops.py`\n 26|# This script rewrites the whole block automatically.\n 27|\n 28|# GQL_OPS_CODEGEN\n 29|OP_AboutAccountQuery = \"TzOG2twZEfhr9KmClvVVqA/AboutAccountQuery\"\n 30|OP_BlueVerifiedFollowers = \"OBBd6Dw-4qEYbsu3hGkyxg/BlueVerifiedFollowers\"\n 31|OP_Bookmarks = \"i8QZ1qqy36ffA3bxfTaf7w/Bookmarks\"\n 32|OP_CommunityQuery = \"-ElI1vg3dYbttVMhBhGdLw/CommunityQuery\"\n 33|OP_CommunityTweetsTimeline = \"Mvs5UOOEkpXVMDZtUcxR-Q/CommunityTweetsTimeline\"\n 34|OP_Followers = \"9jsVJ9l2uXUIKslHvJqIhw/Followers\"\n 35|OP_Following = \"OLm4oHZBfqWx8jbcEhWoFw/Following\"\n 36|OP_GenericTimelineById = \"KfIjJuNtxHJ-69Ziswa89w/GenericTimelineById\"\n 37|OP_ListLatestTweetsTimeline = \"27HKUy8ulrflZ9Tole038g/ListLatestTweetsTimeline\"\n 38|OP_ListMembers = \"H_0zFfjp73xGZrJpY-C2IQ/ListMembers\"\n 39|OP_ListMembers = \"H_0zFfjp73xGZrJpY-C2IQ/ListMembers\"\n 40|OP_Retweeters = \"FeoLYPQ-q4bmjGLTZTGs0g/Retweeters\"\n 41|OP_SearchTimeline = \"yIphfmxUO-hddQHKIOk9tA/SearchTimeline\"\n 42|OP_TweetDetail = \"meGUdoK_ryVZ0daBK-HJ2g/TweetDetail\"\n 43|OP_UserByRestId = \"IBScZCvFJadZC25ubLYNRQ/UserByRestId\"\n 44|OP_UserByScreenName = \"681MIj51w00Aj6dY0GXnHw/UserByScreenName\"\n 45|OP_UserCreatorSubscriptions = \"8qiWrxuavgRRACul8oJo4w/UserCreatorSubscriptions\"\n 46|OP_UserMedia = \"Ecl7YvFIuRaUPonVOHzoOA/UserMedia\"\n 47|OP_UserTweets = \"RyDU3I9VJtPF-Pnl6vrRlw/UserTweets\"\n 48|OP_UserTweetsAndReplies = \"plVqzvVGaDxbFEPoOe_i-A/UserTweetsAndReplies\"\n 49|OP_membersSliceTimeline_Query = \"WSbJGJjZaVasSj9bnqSZSA/membersSliceTimeline_Query\"\n 50|OP_moderatorsSliceTimeline_Query = \"GBMT3GOWy5dYsYC4XJfvow/moderatorsSliceTimeline_Query\"\n 51|# GQL_OPS_CODEGEN\n 52|\n 53|GQL_URL = \"https://x.com/i/api/graphql\"\n 54|GQL_FEATURES = { # search values here (view source) https://x.com/\n 55| \"articles_preview_enabled\": False,\n 56| \"c9s_tweet_anatomy_moderator_badge_enabled\": True,\n 57| \"communities_web_enable_tweet_community_results_fetch\": True,\n 58| \"creator_subscriptions_quote_tweet_preview_enabled\": False,\n 59| \"creator_subscriptions_tweet_preview_api_enabled\": True,\n 60| \"freedom_of_speech_not_reach_fetch_enabled\": True,\n 61| \"graphql_is_translatable_rweb_tweet_is_translatable_enabled\": True,\n 62| \"longform_notetweets_consumption_enabled\": True,\n 63| \"longform_notetweets_inline_media_enabled\": True,\n 64| \"longform_notetweets_rich_text_read_enabled\": True,\n 65| \"responsive_web_edit_tweet_api_enabled\": True,\n 66| \"responsive_web_enhance_cards_enabled\": False,\n 67| \"responsive_web_graphql_exclude_directive_enabled\": True,\n 68| \"responsive_web_graphql_skip_user_profile_image_extensions_enabled\": False,\n 69| \"responsive_web_grok_community_note_auto_translation_is_enabled\": False,\n 70| \"responsive_web_graphql_timeline_navigation_enabled\": True,\n 71| \"responsive_web_grok_imagine_annotation_enabled\": False,\n 72| \"responsive_web_media_download_video_enabled\": False,\n 73| \"responsive_web_profile_redirect_enabled\": True,\n 74| \"responsive_web_twitter_article_tweet_consumption_enabled\": True,\n 75| \"rweb_tipjar_consumption_enabled\": True,\n 76| \"rweb_video_timestamps_enabled\": True,\n 77| \"standardized_nudges_misinfo\": True,\n 78| \"tweet_awards_web_tipping_enabled\": False,\n 79| \"tweet_with_visibility_results_prefer_gql_limited_actions_policy_enabled\": True,\n 80| \"tweet_with_visibility_results_prefer_gql_media_interstitial_enabled\": False,\n 81| \"tweetypie_unmention_optimization_enabled\": True,\n 82| \"verified_phone_label_enabled\": False,\n 83| \"view_counts_everywhere_api_enabled\": True,\n 84| \"responsive_web_grok_analyze_button_fetch_trends_enabled\": False,\n 85| \"premium_content_api_read_enabled\": False,\n 86| \"profile_label_improvements_pcf_label_in_post_enabled\": False,\n 87| \"responsive_web_grok_share_attachment_enabled\": False,\n 88| \"responsive_web_grok_analyze_post_followups_enabled\": False,\n 89| \"responsive_web_grok_image_annotation_enabled\": False,\n 90| \"responsive_web_grok_analysis_button_from_backend\": False,\n 91| \"responsive_web_jetfuel_frame\": False,\n 92| \"rweb_video_screen_enabled\": True,\n 93| \"responsive_web_grok_show_grok_translated_post\": True,\n 94|}\n 95|\n 96|KV = dict | None\n 97|TrendId = Literal[\"trending\", \"news\", \"sport\", \"entertainment\"] | str\n 98|\n 99|\n100|class API:\n101| # Note: kv is variables, ft is features from original GQL request\n102| pool: AccountsPool\n103|\n104| def __init__(\n105| self,\n106| pool: AccountsPool | str | None = None,\n107| debug=False,\n108| proxy: str | None = None,\n109| raise_when_no_account=False,\n110| ):\n111| if isinstance(pool, AccountsPool):\n112| self.pool = pool\n113| elif isinstance(pool, str):\n114| self.pool = AccountsPool(db_file=pool, raise_when_no_account=raise_when_no_account)\n115| else:\n116| self.pool = AccountsPool(raise_when_no_account=raise_when_no_account)\n117|\n118| self.proxy = proxy\n119| self.debug = debug\n120| if self.debug:\n121| set_log_level(\"DEBUG\")\n122|\n123| # general helpers\n124|\n125| def _is_end(self, rep: Response, q: str, res: list, cur: str | None, cnt: int, lim: int):\n126| new_count = len(res)\n127| new_total = cnt + new_count\n128|\n129| is_res = new_count > 0\n130| is_cur = cur is not None\n131| is_lim = lim > 0 and new_total >= lim\n132|\n133| return rep if is_res else None, new_total, is_cur and not is_lim\n134|\n135| def _get_cursor(self, obj: dict, cursor_type=\"Bottom\") -> str | None:\n136| # standard timeline cursor: {cursorType: \"Bottom\", value: \"...\"}\n137| # fallback: community endpoints use slice_info.next_cursor (plain string)\n138| if cur := find_obj(obj, lambda x: x.get(\"cursorType\") == cursor_type):\n139| return cur.get(\"value\")\n140| return get_by_path(obj, \"next_cursor\")\n141|\n142| def _gql_entries(self, obj: dict) -> list:\n143| # standard timelines put items in \"entries\"; community endpoints use \"items_results\"\n144| els = get_by_path(obj, \"entries\") or get_by_path(obj, \"items_results\") or []\n145| if els and \"entryId\" in (els[0] or {}):\n146| # filter out pagination cursors and non-content module entries\n147| els = [\n148| x\n149| for x in els\n150| if not x[\"entryId\"].startswith(\n151| (\"cursor-\", \"messageprompt-\", \"module-\", \"who-to-follow-\")\n152| )\n153| ]\n154| return els\n155|\n156| # gql helpers\n157|\n158| async def _gql_items(\n159| self, op: str, kv: dict, ft: dict | None = None, limit=-1, cursor_type=\"Bottom\"\n160| ):\n161| queue, cur, cnt, active = op.split(\"/\")[-1], None, 0, True\n162| kv, ft = {**kv}, {**GQL_FEATURES, **(ft or {})}\n163| empty_pages = 0\n164|\n165| async with QueueClient(self.pool, queue, self.debug, proxy=self.proxy) as client:\n166| while active:\n167| params = {\"variables\": kv, \"features\": ft}\n168| if cur is not None:\n169| params[\"variables\"][\"cursor\"] = cur\n170| if queue in (\"SearchTimeline\", \"ListLatestTweetsTimeline\"):\n171| params[\"fieldToggles\"] = {\"withArticleRichContentState\": False}\n172| if queue in (\"UserMedia\",):\n173| params[\"fieldToggles\"] = {\"withArticlePlainText\": False}\n174|\n175| rep = await client.get(f\"{GQL_URL}/{op}\", params=encode_params(params))\n176| if rep is None:\n177| return\n178|\n179| obj = rep.json()\n180| els = self._gql_entries(obj)\n181| cur = self._get_cursor(obj, cursor_type)\n182|\n183| rep, cnt, active = self._is_end(rep, queue, els, cur, cnt, limit)\n184| if rep is None:\n185| # cursor exists → data may follow after empty/filtered pages (e.g. promo)\n186| if cur is not None:\n187| empty_pages += 1\n188| if empty_pages >= 3:\n189| logger.debug(f\"{queue} – {empty_pages} empty pages in a row, stopping\")\n190| return\n191| continue\n192| return\n193|\n194| empty_pages = 0\n195| yield rep\n196|\n197| async def _gql_item(self, op: str, kv: dict, ft: dict | None = None):\n198| ft = ft or {}\n199| queue = op.split(\"/\")[-1]\n200| async with QueueClient(self.pool, queue, self.debug, proxy=self.proxy) as client:\n201| params = {\"variables\": {**kv}, \"features\": {**GQL_FEATURES, **ft}}\n202| return await client.get(f\"{GQL_URL}/{op}\", params=encode_params(params))\n203|\n204| # search\n205|\n206| async def search_raw(self, q: str, limit=-1, kv: KV = None):\n207| op = OP_SearchTimeline\n208| kv = {\n209| \"rawQuery\": q,\n210| \"count\": 20,\n211| \"product\": \"Latest\",\n212| \"querySource\": \"typed_query\",\n213| **(kv or {}),\n214| }\n215| async with aclosing(self._gql_items(op, kv, limit=limit)) as gen:\n216| async for x in gen:\n217| yield x\n218|\n219| async def search(self, q: str, limit=-1, kv: KV = None):\n220| async with aclosing(self.search_raw(q, limit=limit, kv=kv)) as gen:\n221| async for rep in gen:\n222| for x in parse_tweets(rep.json(), limit):\n223| yield x\n224|\n225| async def search_user(self, q: str, limit=-1, kv: KV = None):\n226| kv = {\"product\": \"People\", **(kv or {})}\n227| async with aclosing(self.search_raw(q, limit=limit, kv=kv)) as gen:\n228| async for rep in gen:\n229| for x in parse_users(rep.json(), limit):\n230| yield x\n231|\n232| # user_by_login\n233|\n234| async def user_by_login_raw(self, login: str, kv: KV = None):\n235| op = OP_UserByScreenName\n236| kv = {\"screen_name\": login, \"withSafetyModeUserFields\": True, **(kv or {})}\n237| ft = {\n238| \"highlights_tweets_tab_ui_enabled\": True,\n239| \"hidden_profile_likes_enabled\": True,\n240| \"creator_subscriptions_tweet_preview_api_enabled\": True,\n241| \"hidden_profile_subscriptions_enabled\": True,\n242| \"subscriptions_verification_info_verified_since_enabled\": True,\n243| \"subscriptions_verification_info_is_identity_verified_enabled\": False,\n244| \"responsive_web_twitter_article_notes_tab_enabled\": False,\n245| \"subscriptions_feature_can_gift_premium\": False,\n246| \"profile_label_improvements_pcf_label_in_post_enabled\": False,\n247| }\n248| return await self._gql_item(op, kv, ft)\n249|\n250| async def user_by_login(self, login: str, kv: KV = None) -> User | None:\n251| rep = await self.user_by_login_raw(login, kv=kv)\n252| return parse_user(rep) if rep else None\n253|\n254| async def user_about_raw(self, username: str, kv: KV = None):\n255| op = OP_AboutAccountQuery\n256| kv = {\"screenName\": username, **(kv or {})}\n257| ft = {\"responsive_web_graphql_timeline_navigation_enabled\": True}\n258| return await self._gql_item(op, kv, ft)\n259|\n260| async def user_about(self, username: str, kv: KV = None) -> AccountAbout | None:\n261| rep = await self.user_about_raw(username, kv=kv)\n262| return parse_about(rep) if rep else None\n263|\n264| # tweet_details\n265|\n266| async def tweet_details_raw(self, twid: int, kv: KV = None):\n267| op = OP_TweetDetail\n268| kv = {\n269| \"focalTweetId\": str(twid),\n270| \"with_rux_injections\": True,\n271| \"includePromotedContent\": True,\n272| \"withCommunity\": True,\n273| \"withQuickPromoteEligibilityTweetFields\": True,\n274| \"withBirdwatchNotes\": True,\n275| \"withVoice\": True,\n276| \"withV2Timeline\": True,\n277| **(kv or {}),\n278| }\n279| return await self._gql_item(op, kv)\n280|\n281| async def tweet_details(self, twid: int, kv: KV = None) -> Tweet | None:\n282| rep = await self.tweet_details_raw(twid, kv=kv)\n283| return parse_tweet(rep, twid) if rep else None\n284|\n285| # tweet_replies\n286| # note: uses same op as tweet_details, see: https://github.com/vladkens/twscrape/issues/104\n287|\n288| async def tweet_replies_raw(self, twid: int, limit=-1, kv: KV = None):\n289| op = OP_TweetDetail\n290| kv = {\n291| \"focalTweetId\": str(twid),\n292| \"referrer\": \"tweet\",\n293| \"with_rux_injections\": True,\n294| \"includePromotedContent\": True,\n295| \"withCommunity\": True,\n296| \"withQuickPromoteEligibilityTweetFields\": True,\n297| \"withBirdwatchNotes\": True,\n298| \"withVoice\": True,\n299| \"withV2Timeline\": True,\n300| **(kv or {}),\n301| }\n302| async with aclosing(\n303| self._gql_items(op, kv, limit=limit, cursor_type=\"ShowMoreThreads\")\n304| ) as gen:\n305| async for x in gen:\n306| yield x\n307|\n308| async def tweet_replies(self, twid: int, limit=-1, kv: KV = None):\n309| async with aclosing(self.tweet_replies_raw(twid, limit=limit, kv=kv)) as gen:\n310| async for rep in gen:\n311| for x in parse_tweets(rep.json(), limit):\n312| if x.inReplyToTweetId == twid:\n313| yield x\n314|\n315| # tweet_thread\n316| # Same TweetDetail family as tweet_replies, but configured to return the\n317| # full thread timeline and then filtered by conversationId instead of\n318| # only direct replies via inReplyToTweetId.\n319|\n320| async def tweet_thread_raw(self, twid: int, limit=-1, kv: KV = None):\n321| op = OP_TweetDetail\n322| kv = {\n323| \"focalTweetId\": str(twid),\n324| \"referrer\": \"profile\",\n325| \"with_rux_injections\": False,\n326| \"includePromotedContent\": True,\n327| \"withCommunity\": True,\n328| \"withQuickPromoteEligibilityTweetFields\": True,\n329| \"withBirdwatchNotes\": True,\n330| \"withVoice\": True,\n331| \"withV2Timeline\": True,\n332| **(kv or {}),\n333| }\n334| ft = {\n335| \"rweb_video_screen_enabled\": False,\n336| \"profile_label_improvements_pcf_label_in_post_enabled\": True,\n337| \"rweb_tipjar_consumption_enabled\": True,\n338| \"verified_phone_label_enabled\": False,\n339| \"creator_subscriptions_tweet_preview_api_enabled\": True,\n340| \"responsive_web_graphql_timeline_navigation_enabled\": True,\n341| \"responsive_web_graphql_skip_user_profile_image_extensions_enabled\": False,\n342| \"premium_content_api_read_enabled\": False,\n343| \"communities_web_enable_tweet_community_results_fetch\": True,\n344| \"c9s_tweet_anatomy_moderator_badge_enabled\": True,\n345| \"responsive_web_grok_analyze_button_fetch_trends_enabled\": False,\n346| \"responsive_web_grok_analyze_post_followups_enabled\": True,\n347| \"responsive_web_jetfuel_frame\": False,\n348| \"responsive_web_grok_share_attachment_enabled\": True,\n349| \"articles_preview_enabled\": True,\n350| \"responsive_web_edit_tweet_api_enabled\": True,\n351| \"graphql_is_translatable_rweb_tweet_is_translatable_enabled\": True,\n352| \"view_counts_everywhere_api_enabled\": True,\n353| \"longform_notetweets_consumption_enabled\": True,\n354| \"responsive_web_twitter_article_tweet_consumption_enabled\": True,\n355| \"tweet_awards_web_tipping_enabled\": False,\n356| \"responsive_web_grok_show_grok_translated_post\": False,\n357| \"responsive_web_grok_analysis_button_from_backend\": True,\n358| \"creator_subscriptions_quote_tweet_preview_enabled\": False,\n359| \"freedom_of_speech_not_reach_fetch_enabled\": True,\n360| \"standardized_nudges_misinfo\": True,\n361| \"tweet_with_visibility_results_prefer_gql_limited_actions_policy_enabled\": True,\n362| \"longform_notetweets_rich_text_read_enabled\": True,\n363| \"longform_notetweets_inline_media_enabled\": True,\n364| \"responsive_web_grok_image_annotation_enabled\": True,\n365| \"responsive_web_enhance_cards_enabled\": False,\n366| }\n367| async with aclosing(self._gql_items(op, kv, ft=ft, limit=limit)) as gen:\n368| async for x in gen:\n369| yield x\n370|\n371| async def tweet_thread(self, twid: int, limit=-1, kv: KV = None):\n372| async with aclosing(self.tweet_thread_raw(twid, limit=limit, kv=kv)) as gen:\n373| async for rep in gen:\n374| for x in parse_tweets(rep.json(), limit):\n375| if x.conversationId == twid:\n376| yield x\n377|\n378| # followers\n379|\n380| async def followers_raw(self, uid: int, limit=-1, kv: KV = None):\n381| op = OP_Followers\n382| kv = {\"userId\": str(uid), \"count\": 20, \"includePromotedContent\": False, **(kv or {})}\n383| ft = {\"responsive_web_twitter_article_notes_tab_enabled\": False}\n384| async with aclosing(self._gql_items(op, kv, limit=limit, ft=ft)) as gen:\n385| async for x in gen:\n386| yield x\n387|\n388| async def followers(self, uid: int, limit=-1, kv: KV = None):\n389| async with aclosing(self.followers_raw(uid, limit=limit, kv=kv)) as gen:\n390| async for rep in gen:\n391| for x in parse_users(rep.json(), limit):\n392| yield x\n393|\n394| # verified_followers\n395|\n396| async def verified_followers_raw(self, uid: int, limit=-1, kv: KV = None):\n397| op = OP_BlueVerifiedFollowers\n398| kv = {\"userId\": str(uid), \"count\": 20, \"includePromotedContent\": False, **(kv or {})}\n399| ft = {\n400| \"responsive_web_twitter_article_notes_tab_enabled\": True,\n401| }\n402| async with aclosing(self._gql_items(op, kv, limit=limit, ft=ft)) as gen:\n403| async for x in gen:\n404| yield x\n405|\n406| async def verified_followers(self, uid: int, limit=-1, kv: KV = None):\n407| async with aclosing(self.verified_followers_raw(uid, limit=limit, kv=kv)) as gen:\n408| async for rep in gen:\n409| for x in parse_users(rep.json(), limit):\n410| yield x\n411|\n412| # following\n413|\n414| async def following_raw(self, uid: int, limit=-1, kv: KV = None):\n415| op = OP_Following\n416| kv = {\"userId\": str(uid), \"count\": 20, \"includePromotedContent\": False, **(kv or {})}\n417| async with aclosing(self._gql_items(op, kv, limit=limit)) as gen:\n418| async for x in gen:\n419| yield x\n420|\n421| async def following(self, uid: int, limit=-1, kv: KV = None):\n422| async with aclosing(self.following_raw(uid, limit=limit, kv=kv)) as gen:\n423| async for rep in gen:\n424| for x in parse_users(rep.json(), limit):\n425| yield x\n426|\n427| # subscriptions\n428|\n429| async def subscriptions_raw(self, uid: int, limit=-1, kv: KV = None):\n430| op = OP_UserCreatorSubscriptions\n431| kv = {\"userId\": str(uid), \"count\": 20, \"includePromotedContent\": False, **(kv or {})}\n432| async with aclosing(self._gql_items(op, kv, limit=limit)) as gen:\n433| async for x in gen:\n434| yield x\n435|\n436| async def subscriptions(self, uid: int, limit=-1, kv: KV = None):\n437| async with aclosing(self.subscriptions_raw(uid, limit=limit, kv=kv)) as gen:\n438| async for rep in gen:\n439| for x in parse_users(rep.json(), limit):\n440| yield x\n441|\n442| # retweeters\n443|\n444| async def retweeters_raw(self, twid: int, limit=-1, kv: KV = None):\n445| op = OP_Retweeters\n446| kv = {\"tweetId\": str(twid), \"count\": 20, \"includePromotedContent\": True, **(kv or {})}\n447| async with aclosing(self._gql_items(op, kv, limit=limit)) as gen:\n448| async for x in gen:\n449| yield x\n450|\n451| async def retweeters(self, twid: int, limit=-1, kv: KV = None):\n452| async with aclosing(self.retweeters_raw(twid, limit=limit, kv=kv)) as gen:\n453| async for rep in gen:\n454| for x in parse_users(rep.json(), limit):\n455| yield x\n456|\n457| # user_tweets\n458|\n459| async def user_tweets_raw(self, uid: int, limit=-1, kv: KV = None):\n460| op = OP_UserTweets\n461| kv = {\n462| \"userId\": str(uid),\n463| \"count\": 40,\n464| \"includePromotedContent\": True,\n465| \"withQuickPromoteEligibilityTweetFields\": True,\n466| \"withVoice\": True,\n","created_at":"2026-06-20T21:27:44.694677Z","finish_reason":null,"metrics":null},{"message_id":"0e218e70-9e95-4749-94cd-818bd1603fd7","node_id":48,"role":"assistant","content":"","tool_calls":[{"id":"chatcmpl-tool-9c1f01f41c26d043","name":"read","arguments":{"file_path":"/Users/root1/Downloads/utilities/twscrape/twscrape/accounts_pool.py"}}],"created_at":"2026-06-20T21:27:48.991429Z","finish_reason":"tool_calls","metrics":{"ttft_ms":null,"total_time_ms":4296,"input_tokens":6319,"output_tokens":29,"cache_read_tokens":20188,"cache_creation_tokens":null,"tpot_ms":148.13793103448276,"tokens_per_sec":6.750465549348231}},{"message_id":"1306cbbf-31f2-48bf-92c8-9a461d9d178d","node_id":49,"role":"tool","content":"\n 1|import asyncio\n 2|import sqlite3\n 3|import uuid\n 4|from datetime import datetime, timezone\n 5|from typing import TypedDict\n 6|\n 7|from .account import Account\n 8|from .db import execute, fetchall, fetchone\n 9|from .http import HttpStatusError\n 10|from .logger import logger\n 11|from .login import LoginConfig, login\n 12|from .utils import get_env_bool, parse_cookies, utc\n 13|\n 14|\n 15|class NoAccountError(Exception):\n 16| pass\n 17|\n 18|\n 19|class AccountInfo(TypedDict):\n 20| username: str\n 21| logged_in: bool\n 22| active: bool\n 23| last_used: datetime | None\n 24| total_req: int\n 25| error_msg: str | None\n 26|\n 27|\n 28|def guess_delim(line: str):\n 29| lp, rp = tuple([x.strip() for x in line.split(\"username\")])\n 30| return rp[0] if not lp else lp[-1]\n 31|\n 32|\n 33|class AccountsPool:\n 34| # _order_by: str = \"RANDOM()\"\n 35| _order_by: str = \"username\"\n 36|\n 37| def __init__(\n 38| self,\n 39| db_file=\"accounts.db\",\n 40| login_config: LoginConfig | None = None,\n 41| raise_when_no_account=False,\n 42| ):\n 43| self._db_file = db_file\n 44| self._login_config = login_config or LoginConfig()\n 45| self._raise_when_no_account = raise_when_no_account\n 46|\n 47| async def load_from_file(self, filepath: str, line_format: str):\n 48| line_delim = guess_delim(line_format)\n 49| tokens = line_format.split(line_delim)\n 50|\n 51| required = {\"username\", \"password\", \"email\", \"email_password\"}\n 52| if not required.issubset(tokens):\n 53| raise ValueError(f\"Invalid line format: {line_format}\")\n 54|\n 55| accounts = []\n 56| with open(filepath) as f:\n 57| lines = f.read().split(\"\\n\")\n 58| lines = [x.strip() for x in lines if x.strip()]\n 59|\n 60| for line in lines:\n 61| data = [x.strip() for x in line.split(line_delim)]\n 62| if len(data) < len(tokens):\n 63| raise ValueError(f\"Invalid line: {line}\")\n 64|\n 65| data = data[: len(tokens)]\n 66| vals = {k: v for k, v in zip(tokens, data) if k != \"_\"}\n 67| accounts.append(vals)\n 68|\n 69| for x in accounts:\n 70| await self.add_account(**x)\n 71|\n 72| async def add_account(\n 73| self,\n 74| username: str,\n 75| password: str,\n 76| email: str,\n 77| email_password: str,\n 78| user_agent: str | None = None,\n 79| proxy: str | None = None,\n 80| cookies: str | None = None,\n 81| mfa_code: str | None = None,\n 82| ):\n 83| qs = \"SELECT * FROM accounts WHERE username = :username\"\n 84| rs = await fetchone(self._db_file, qs, {\"username\": username})\n 85| if rs:\n 86| logger.warning(f\"Account {username} already exists\")\n 87| return\n 88|\n 89| account = Account(\n 90| username=username,\n 91| password=password,\n 92| email=email,\n 93| email_password=email_password,\n 94| user_agent=user_agent or \"@chrome\",\n 95| active=False,\n 96| locks={},\n 97| stats={},\n 98| headers={},\n 99| cookies=parse_cookies(cookies) if cookies else {},\n100| proxy=proxy,\n101| mfa_code=mfa_code,\n102| )\n103|\n104| if \"ct0\" in account.cookies:\n105| account.active = True\n106|\n107| await self.save(account)\n108| logger.info(f\"Account {username} added successfully (active={account.active})\")\n109|\n110| async def add_account_cookies(self, username: str, cookies: str):\n111| existing = await self.get_account(username)\n112| if existing is not None:\n113| logger.warning(f\"Account {username} already exists (active={existing.active})\")\n114| return\n115|\n116| await self.add_account(\n117| username=username, password=\"_\", email=\"_\", email_password=\"_\", cookies=cookies\n118| )\n119|\n120| async def delete_accounts(self, usernames: str | list[str]):\n121| usernames = usernames if isinstance(usernames, list) else [usernames]\n122| usernames = list(set(usernames))\n123| if not usernames:\n124| logger.warning(\"No usernames provided\")\n125| return\n126|\n127| qs = f\"\"\"DELETE FROM accounts WHERE username IN ({\",\".join([f'\"{x}\"' for x in usernames])})\"\"\"\n128| await execute(self._db_file, qs)\n129|\n130| async def delete_inactive(self):\n131| qs = \"DELETE FROM accounts WHERE active = false\"\n132| await execute(self._db_file, qs)\n133|\n134| async def get(self, username: str):\n135| qs = \"SELECT * FROM accounts WHERE username = :username\"\n136| rs = await fetchone(self._db_file, qs, {\"username\": username})\n137| if not rs:\n138| raise ValueError(f\"Account {username} not found\")\n139| return Account.from_rs(rs)\n140|\n141| async def get_all(self):\n142| qs = \"SELECT * FROM accounts\"\n143| rs = await fetchall(self._db_file, qs)\n144| return [Account.from_rs(x) for x in rs]\n145|\n146| async def get_account(self, username: str):\n147| qs = \"SELECT * FROM accounts WHERE username = :username\"\n148| rs = await fetchone(self._db_file, qs, {\"username\": username})\n149| if not rs:\n150| return None\n151| return Account.from_rs(rs)\n152|\n153| async def save(self, account: Account):\n154| data = account.to_rs()\n155| cols = list(data.keys())\n156|\n157| qs = f\"\"\"\n158| INSERT INTO accounts ({\",\".join(cols)}) VALUES ({\",\".join([f\":{x}\" for x in cols])})\n159| ON CONFLICT(username) DO UPDATE SET {\",\".join([f\"{x}=excluded.{x}\" for x in cols])}\n160| \"\"\"\n161| await execute(self._db_file, qs, data)\n162|\n163| async def login(self, account: Account):\n164| try:\n165| await login(account, cfg=self._login_config)\n166| logger.info(f\"Logged in to {account.username} successfully\")\n167| return True\n168| except HttpStatusError as e:\n169| rep = e.response\n170| logger.error(f\"Failed to login '{account.username}': {rep.status_code} - {rep.text}\")\n171| return False\n172| except Exception as e:\n173| logger.error(f\"Failed to login '{account.username}': {e}\")\n174| return False\n175| finally:\n176| await self.save(account)\n177|\n178| async def login_all(self, usernames: list[str] | None = None):\n179| if usernames is None:\n180| qs = \"SELECT * FROM accounts WHERE active = false AND error_msg IS NULL\"\n181| else:\n182| us = \",\".join([f'\"{x}\"' for x in usernames])\n183| qs = f\"SELECT * FROM accounts WHERE username IN ({us})\"\n184|\n185| rs = await fetchall(self._db_file, qs)\n186| accounts = [Account.from_rs(rs) for rs in rs]\n187| # await asyncio.gather(*[login(x) for x in self.accounts])\n188|\n189| counter = {\"total\": len(accounts), \"success\": 0, \"failed\": 0}\n190| for i, x in enumerate(accounts, start=1):\n191| logger.info(f\"[{i}/{len(accounts)}] Logging in {x.username} - {x.email}\")\n192| status = await self.login(x)\n193| counter[\"success\" if status else \"failed\"] += 1\n194| return counter\n195|\n196| async def relogin(self, usernames: str | list[str]):\n197| usernames = usernames if isinstance(usernames, list) else [usernames]\n198| usernames = list(set(usernames))\n199| if not usernames:\n200| logger.warning(\"No usernames provided\")\n201| return\n202|\n203| qs = f\"\"\"\n204| UPDATE accounts SET\n205| active = false,\n206| locks = json_object(),\n207| last_used = NULL,\n208| error_msg = NULL,\n209| headers = json_object(),\n210| cookies = json_object(),\n211| user_agent = \"@chrome\"\n212| WHERE username IN ({\",\".join([f'\"{x}\"' for x in usernames])})\n213| \"\"\"\n214|\n215| await execute(self._db_file, qs)\n216| await self.login_all(usernames)\n217|\n218| async def relogin_failed(self):\n219| qs = \"SELECT username FROM accounts WHERE active = false AND error_msg IS NOT NULL\"\n220| rs = await fetchall(self._db_file, qs)\n221| await self.relogin([x[\"username\"] for x in rs])\n222|\n223| async def reset_locks(self):\n224| qs = \"UPDATE accounts SET locks = json_object()\"\n225| await execute(self._db_file, qs)\n226|\n227| async def set_active(self, username: str, active: bool):\n228| qs = \"UPDATE accounts SET active = :active WHERE username = :username\"\n229| await execute(self._db_file, qs, {\"username\": username, \"active\": active})\n230|\n231| async def lock_until(self, username: str, queue: str, unlock_at: int, req_count=0):\n232| qs = f\"\"\"\n233| UPDATE accounts SET\n234| locks = json_set(locks, '$.{queue}', datetime({unlock_at}, 'unixepoch')),\n235| stats = json_set(stats, '$.{queue}', COALESCE(json_extract(stats, '$.{queue}'), 0) + {req_count}),\n236| last_used = datetime({utc.ts()}, 'unixepoch')\n237| WHERE username = :username\n238| \"\"\"\n239| await execute(self._db_file, qs, {\"username\": username})\n240|\n241| async def unlock(self, username: str, queue: str, req_count=0):\n242| qs = f\"\"\"\n243| UPDATE accounts SET\n244| locks = json_remove(locks, '$.{queue}'),\n245| stats = json_set(stats, '$.{queue}', COALESCE(json_extract(stats, '$.{queue}'), 0) + {req_count}),\n246| last_used = datetime({utc.ts()}, 'unixepoch')\n247| WHERE username = :username\n248| \"\"\"\n249| await execute(self._db_file, qs, {\"username\": username})\n250|\n251| async def _get_and_lock(self, queue: str, condition: str):\n252| # if space in condition, it's a subquery, otherwise it's username\n253| condition = f\"({condition})\" if \" \" in condition else f\"'{condition}'\"\n254|\n255| if int(sqlite3.sqlite_version_info[1]) >= 35:\n256| qs = f\"\"\"\n257| UPDATE accounts SET\n258| locks = json_set(locks, '$.{queue}', datetime('now', '+15 minutes')),\n259| last_used = datetime({utc.ts()}, 'unixepoch')\n260| WHERE username = {condition}\n261| RETURNING *\n262| \"\"\"\n263| rs = await fetchone(self._db_file, qs)\n264| else:\n265| tx = uuid.uuid4().hex\n266| qs = f\"\"\"\n267| UPDATE accounts SET\n268| locks = json_set(locks, '$.{queue}', datetime('now', '+15 minutes')),\n269| last_used = datetime({utc.ts()}, 'unixepoch'),\n270| _tx = '{tx}'\n271| WHERE username = {condition}\n272| \"\"\"\n273| await execute(self._db_file, qs)\n274|\n275| qs = f\"SELECT * FROM accounts WHERE _tx = '{tx}'\"\n276| rs = await fetchone(self._db_file, qs)\n277|\n278| return Account.from_rs(rs) if rs else None\n279|\n280| async def get_for_queue(self, queue: str):\n281| q = f\"\"\"\n282| SELECT username FROM accounts\n283| WHERE active = true AND (\n284| locks IS NULL\n285| OR json_extract(locks, '$.{queue}') IS NULL\n286| OR json_extract(locks, '$.{queue}') < datetime('now')\n287| )\n288| ORDER BY {self._order_by}\n289| LIMIT 1\n290| \"\"\"\n291|\n292| return await self._get_and_lock(queue, q)\n293|\n294| async def get_for_queue_or_wait(self, queue: str) -> Account | None:\n295| msg_shown = False\n296| while True:\n297| account = await self.get_for_queue(queue)\n298| if not account:\n299| if self._raise_when_no_account or get_env_bool(\"TWS_RAISE_WHEN_NO_ACCOUNT\"):\n300| raise NoAccountError(f\"No account available for queue {queue}\")\n301|\n302| if not msg_shown:\n303| nat = await self.next_available_at(queue)\n304| if not nat:\n305| logger.warning(\"No active accounts. Stopping...\")\n306| return None\n307|\n308| msg = f'No account available for queue \"{queue}\". Next available at {nat}'\n309| logger.info(msg)\n310| msg_shown = True\n311|\n312| await asyncio.sleep(5)\n313| continue\n314| else:\n315| if msg_shown:\n316| logger.info(f\"Continuing with account {account.username} on queue {queue}\")\n317|\n318| return account\n319|\n320| async def next_available_at(self, queue: str):\n321| qs = f\"\"\"\n322| SELECT json_extract(locks, '$.\"{queue}\"') as lock_until\n323| FROM accounts\n324| WHERE active = true AND json_extract(locks, '$.\"{queue}\"') IS NOT NULL\n325| ORDER BY lock_until ASC\n326| LIMIT 1\n327| \"\"\"\n328| rs = await fetchone(self._db_file, qs)\n329| if rs:\n330| now, trg = utc.now(), utc.from_iso(rs[0])\n331| if trg < now:\n332| return \"now\"\n333|\n334| at_local = datetime.now() + (trg - now)\n335| return at_local.strftime(\"%H:%M:%S\")\n336|\n337| return None\n338|\n339| async def mark_inactive(self, username: str, error_msg: str | None):\n340| qs = \"\"\"\n341| UPDATE accounts SET active = false, error_msg = :error_msg\n342| WHERE username = :username\n343| \"\"\"\n344| await execute(self._db_file, qs, {\"username\": username, \"error_msg\": error_msg})\n345|\n346| async def stats(self):\n347| def locks_count(queue: str):\n348| return f\"\"\"\n349| SELECT COUNT(*) FROM accounts\n350| WHERE json_extract(locks, '$.{queue}') IS NOT NULL\n351| AND json_extract(locks, '$.{queue}') > datetime('now')\n352| \"\"\"\n353|\n354| qs = \"SELECT DISTINCT(f.key) as k from accounts, json_each(locks) f\"\n355| rs = await fetchall(self._db_file, qs)\n356| gql_ops = [x[\"k\"] for x in rs]\n357|\n358| config = [\n359| (\"total\", \"SELECT COUNT(*) FROM accounts\"),\n360| (\"active\", \"SELECT COUNT(*) FROM accounts WHERE active = true\"),\n361| (\"inactive\", \"SELECT COUNT(*) FROM accounts WHERE active = false\"),\n362| *[(f\"locked_{x}\", locks_count(x)) for x in gql_ops],\n363| ]\n364|\n365| qs = f\"SELECT {','.join([f'({q}) as {k}' for k, q in config])}\"\n366| rs = await fetchone(self._db_file, qs)\n367| return dict(rs) if rs else {}\n368|\n369| async def accounts_info(self):\n370| accounts = await self.get_all()\n371|\n372| items: list[AccountInfo] = []\n373| for x in accounts:\n374| item: AccountInfo = {\n375| \"username\": x.username,\n376| \"logged_in\": (x.headers or {}).get(\"authorization\", \"\") != \"\",\n377| \"active\": x.active,\n378| \"last_used\": x.last_used,\n379| \"total_req\": sum(x.stats.values()),\n380| \"error_msg\": str(x.error_msg)[0:60],\n381| }\n382| items.append(item)\n383|\n384| old_time = datetime(1970, 1, 1).replace(tzinfo=timezone.utc)\n385| items = sorted(items, key=lambda x: x[\"username\"].lower())\n386| items = sorted(\n387| items,\n388| key=lambda x: x[\"last_used\"] or old_time if x[\"total_req\"] > 0 else old_time,\n389| reverse=True,\n390| )\n391| items = sorted(items, key=lambda x: x[\"active\"], reverse=True)\n392| # items = sorted(items, key=lambda x: x[\"total_req\"], reverse=True)\n393| return items\n","created_at":"2026-06-20T21:27:49.027389Z","finish_reason":null,"metrics":null},{"message_id":"f3c8c61d-3212-45a3-8ba8-72fcf0ddac5a","node_id":51,"role":"assistant","content":"","tool_calls":[{"id":"chatcmpl-tool-be32996cccae4b02","name":"read","arguments":{"file_path":"/Users/root1/Downloads/utilities/twscrape/twscrape/queue_client.py"}}],"created_at":"2026-06-20T21:27:51.448913Z","finish_reason":"tool_calls","metrics":{"ttft_ms":null,"total_time_ms":2420,"input_tokens":4344,"output_tokens":30,"cache_read_tokens":26506,"cache_creation_tokens":null,"tpot_ms":80.66666666666667,"tokens_per_sec":12.396694214876034}},{"message_id":"b8af9127-0d65-4476-9bb4-b61c9b45e516","node_id":52,"role":"tool","content":"\n 1|import asyncio\n 2|import json\n 3|import os\n 4|from typing import Any\n 5|from urllib.parse import urlparse\n 6|\n 7|from . import telemetry\n 8|from .accounts_pool import Account, AccountsPool\n 9|from .http import ConnectError, HttpClient, HttpMethod, HttpStatusError, NetworkError, Response\n 10|from .logger import logger\n 11|from .utils import utc\n 12|from .xclid import XClIdGen\n 13|\n 14|ReqParams = dict[str, str | int] | None\n 15|TMP_TS = utc.now().isoformat().split(\".\")[0].replace(\"T\", \"_\").replace(\":\", \"-\")[0:16]\n 16|\n 17|\n 18|class HandledError(Exception): ...\n 19|\n 20|\n 21|class AbortReqError(Exception): ...\n 22|\n 23|\n 24|class XClIdGenStore:\n 25| items: dict[str, XClIdGen] = {} # username -> XClIdGen\n 26|\n 27| @classmethod\n 28| async def get(cls, username: str, fresh=False) -> XClIdGen:\n 29| if username in cls.items and not fresh:\n 30| return cls.items[username]\n 31|\n 32| tries = 0\n 33| while tries < 3:\n 34| try:\n 35| clid_gen = await XClIdGen.create()\n 36| cls.items[username] = clid_gen\n 37| return clid_gen\n 38| except Exception as e:\n 39| tries += 1\n 40| logger.warning(\n 41| f\"XClIdGen creation attempt {tries}/3 failed: {type(e).__name__}: {e}\"\n 42| )\n 43| await asyncio.sleep(1)\n 44|\n 45| raise AbortReqError(\n 46| \"Failed to create XClIdGen. See: https://github.com/vladkens/twscrape/issues/248\"\n 47| )\n 48|\n 49|\n 50|class Ctx:\n 51| def __init__(self, acc: Account, clt: HttpClient):\n 52| self.req_count = 0\n 53| self.acc = acc\n 54| self.clt = clt\n 55|\n 56| async def aclose(self):\n 57| await self.clt.aclose()\n 58|\n 59| async def req(self, method: HttpMethod, url: str, params: ReqParams = None) -> Response:\n 60| # if code 404 on first try then generate new x-client-transaction-id and retry\n 61| # https://github.com/vladkens/twscrape/issues/248\n 62| path = urlparse(url).path or \"/\"\n 63|\n 64| tries = 0\n 65| while tries < 3:\n 66| gen = await XClIdGenStore.get(self.acc.username, fresh=tries > 0)\n 67| hdr = {\"x-client-transaction-id\": gen.calc(method, path)}\n 68| rep = await self.clt.request(method, url, params=params, headers=hdr)\n 69| if rep.status_code != 404:\n 70| return rep\n 71|\n 72| tries += 1\n 73| logger.debug(f\"Retrying request with new x-client-transaction-id: {url}\")\n 74| await asyncio.sleep(1)\n 75|\n 76| raise AbortReqError(\n 77| \"Faield to get XClIdGen. See: https://github.com/vladkens/twscrape/issues/248\"\n 78| )\n 79|\n 80|\n 81|def req_id(rep: Response):\n 82| lr = str(rep.headers.get(\"x-rate-limit-remaining\", -1))\n 83| ll = str(rep.headers.get(\"x-rate-limit-limit\", -1))\n 84| sz = max(len(lr), len(ll))\n 85| lr, ll = lr.rjust(sz), ll.rjust(sz)\n 86|\n 87| username = getattr(rep, \"__username\", \"\")\n 88| return f\"{lr}/{ll} - {username}\"\n 89|\n 90|\n 91|def dump_rep(rep: Response):\n 92| count = getattr(dump_rep, \"__count\", -1) + 1\n 93| setattr(dump_rep, \"__count\", count)\n 94|\n 95| acc = getattr(rep, \"__username\", \"\")\n 96| outfile = f\"{count:05d}_{rep.status_code}_{acc}.txt\"\n 97| outfile = f\"/tmp/twscrape-{TMP_TS}/{outfile}\"\n 98| os.makedirs(os.path.dirname(outfile), exist_ok=True)\n 99|\n100| msg = []\n101| msg.append(f\"{count:,d} - {req_id(rep)}\")\n102| msg.append(f\"{rep.status_code} {rep.request.method} {rep.request.url}\")\n103| msg.append(\"\\n\")\n104| # msg.append(\"\\n\".join([str(x) for x in list(rep.request.headers.items())]))\n105| msg.append(\"\\n\".join([str(x) for x in list(rep.headers.items())]))\n106| msg.append(\"\\n\")\n107|\n108| try:\n109| msg.append(json.dumps(rep.json(), indent=2))\n110| except json.JSONDecodeError:\n111| msg.append(rep.text)\n112|\n113| txt = \"\\n\".join(msg)\n114| with open(outfile, \"w\") as f:\n115| f.write(txt)\n116|\n117|\n118|class QueueClient:\n119| def __init__(self, pool: AccountsPool, queue: str, debug=False, proxy: str | None = None):\n120| self.pool = pool\n121| self.queue = queue\n122| self.debug = debug\n123| self.ctx: Ctx | None = None\n124| self.proxy = proxy\n125|\n126| async def __aenter__(self):\n127| await self._get_ctx()\n128| return self\n129|\n130| async def __aexit__(self, exc_type, exc_val, exc_tb):\n131| await self._close_ctx()\n132|\n133| async def _close_ctx(self, reset_at=-1, inactive=False, msg: str | None = None):\n134| if self.ctx is None:\n135| return\n136|\n137| ctx, self.ctx, self.req_count = self.ctx, None, 0\n138| username = ctx.acc.username\n139| await ctx.aclose()\n140|\n141| if inactive:\n142| await self.pool.mark_inactive(username, msg)\n143| return\n144|\n145| if reset_at > 0:\n146| await self.pool.lock_until(ctx.acc.username, self.queue, reset_at, ctx.req_count)\n147| return\n148|\n149| await self.pool.unlock(ctx.acc.username, self.queue, ctx.req_count)\n150|\n151| async def _get_ctx(self):\n152| if self.ctx:\n153| return self.ctx\n154|\n155| acc = await self.pool.get_for_queue_or_wait(self.queue)\n156| if acc is None:\n157| return None\n158|\n159| clt = acc.make_client(proxy=self.proxy)\n160| self.ctx = Ctx(acc, clt)\n161| return self.ctx\n162|\n163| async def _check_rep(self, rep: Response) -> None:\n164| \"\"\"\n165| This function can raise Exception and request will be retried or aborted\n166| Or if None is returned, response will passed to api parser as is\n167| \"\"\"\n168|\n169| if self.debug:\n170| dump_rep(rep)\n171|\n172| if \"text/html\" in rep.headers.get(\"content-type\", \"\") and rep.status_code >= 400:\n173| src = \"Cloudflare\" if \"cf-ray\" in rep.headers else \"HTML\"\n174| logger.warning(f\"Blocked by {src}: {rep.status_code} - {req_id(rep)}\")\n175| raise AbortReqError()\n176|\n177| try:\n178| res = rep.json()\n179| except json.JSONDecodeError:\n180| res: Any = {\"_raw\": rep.text}\n181|\n182| limit_remaining = int(rep.headers.get(\"x-rate-limit-remaining\", -1))\n183| limit_reset = int(rep.headers.get(\"x-rate-limit-reset\", -1))\n184| # limit_max = int(rep.headers.get(\"x-rate-limit-limit\", -1))\n185|\n186| err_msg = \"OK\"\n187| if \"errors\" in res:\n188| err_msg = {f\"({x.get('code', -1)}) {x['message']}\" for x in res[\"errors\"]}\n189| err_msg = \"; \".join(list(err_msg))\n190|\n191| log_msg = f\"{rep.status_code:3d} - {req_id(rep)} - {err_msg}\"\n192| logger.trace(log_msg)\n193|\n194| # for dev: need to add some features in api.py\n195| if err_msg.startswith(\"(336) The following features cannot be null\"):\n196| logger.error(f\"[DEV] Update required: {err_msg}\")\n197| exit(1)\n198|\n199| # general api rate limit\n200| if limit_remaining == 0 and limit_reset > 0:\n201| logger.debug(f\"Rate limited: {log_msg}\")\n202| await self._close_ctx(limit_reset)\n203| raise HandledError()\n204|\n205| # no way to check is account banned in direct way, but this check should work\n206| if err_msg.startswith(\"(88) Rate limit exceeded\") and limit_remaining > 0:\n207| logger.warning(f\"Ban detected: {log_msg}\")\n208| await self._close_ctx(-1, inactive=True, msg=err_msg)\n209| raise HandledError()\n210|\n211| if err_msg.startswith(\"(326) Authorization: Denied by access control\"):\n212| logger.warning(f\"Ban detected: {log_msg}\")\n213| await self._close_ctx(-1, inactive=True, msg=err_msg)\n214| raise HandledError()\n215|\n216| if err_msg.startswith(\"(32) Could not authenticate you\"):\n217| logger.warning(f\"Session expired or banned: {log_msg}\")\n218| await self._close_ctx(-1, inactive=True, msg=err_msg)\n219| raise HandledError()\n220|\n221| if err_msg == \"OK\" and rep.status_code == 403:\n222| logger.warning(f\"Session expired or banned: {log_msg}\")\n223| await self._close_ctx(-1, inactive=True, msg=None)\n224| raise HandledError()\n225|\n226| # something from twitter side - abort all queries, see: https://github.com/vladkens/twscrape/pull/80\n227| if err_msg.startswith(\"(131) Dependency: Internal error\"):\n228| # looks like when data exists, we can ignore this error\n229| # https://github.com/vladkens/twscrape/issues/166\n230| if rep.status_code == 200 and \"data\" in res and \"user\" in res[\"data\"]:\n231| err_msg = \"OK\"\n232| else:\n233| logger.warning(f\"Dependency error (request skipped): {err_msg}\")\n234| raise AbortReqError()\n235|\n236| # content not found\n237| if rep.status_code == 200 and \"_Missing: No status found with that ID\" in err_msg:\n238| return # ignore this error\n239|\n240| # something from twitter side - just ignore it, see: https://github.com/vladkens/twscrape/pull/95\n241| if rep.status_code == 200 and \"Authorization\" in err_msg:\n242| logger.warning(f\"Authorization unknown error: {log_msg}\")\n243| return\n244|\n245| if err_msg != \"OK\":\n246| logger.warning(f\"API unknown error: {log_msg}\")\n247| return # ignore any other unknown errors\n248|\n249| try:\n250| rep.raise_for_status()\n251| except HttpStatusError:\n252| logger.error(f\"Unhandled API response code: {log_msg}\")\n253| await self._close_ctx(utc.ts() + 60 * 15) # 15 minutes\n254| raise HandledError()\n255|\n256| async def get(self, url: str, params: ReqParams = None) -> Response | None:\n257| return await self.req(\"GET\", url, params=params)\n258|\n259| async def req(self, method: HttpMethod, url: str, params: ReqParams = None) -> Response | None:\n260| unknown_retry, connection_retry = 0, 0\n261|\n262| while True:\n263| ctx = await self._get_ctx() # not need to close client, class implements __aexit__\n264| if ctx is None:\n265| return None\n266|\n267| try:\n268| source = telemetry.current_source()\n269| telemetry.capture(\n270| \"gql_request\",\n271| {\n272| \"operation\": self.queue,\n273| \"http_method\": method,\n274| \"http_backend\": getattr(ctx.clt, \"backend\", \"unknown\"),\n275| \"source\": source,\n276| \"$current_url\": f\"{source}://twscrape/gql/{self.queue}\",\n277| },\n278| )\n279| rep = await ctx.req(method, url, params=params)\n280| setattr(rep, \"__username\", ctx.acc.username)\n281| await self._check_rep(rep)\n282|\n283| ctx.req_count += 1 # count only successful\n284| unknown_retry, connection_retry = 0, 0\n285| return rep\n286| except AbortReqError:\n287| # abort all queries\n288| return\n289| except HandledError:\n290| # retry with new account\n291| continue\n292| except NetworkError:\n293| # http transport failed, just retry with same account\n294| continue\n295| except ConnectError as e:\n296| # if proxy misconfigured or host unreachable\n297| connection_retry += 1\n298| if connection_retry >= 3:\n299| raise e\n300| except Exception as e:\n301| unknown_retry += 1\n302| if unknown_retry >= 3:\n303| msg = [\n304| \"Unknown error. Account timeouted for 15 minutes.\",\n305| \"Create issue please: https://github.com/vladkens/twscrape/issues\",\n306| f\"If it mistake, you can unlock accounts with `twscrape reset_locks`. Err: {type(e)}: {e}\",\n307| ]\n308|\n309| logger.warning(\" \".join(msg))\n310| await self._close_ctx(utc.ts() + 60 * 15) # 15 minutes\n","created_at":"2026-06-20T21:27:51.495489Z","finish_reason":null,"metrics":null},{"message_id":"227c1c65-729e-463d-9541-48e5e97ab059","node_id":54,"role":"assistant","content":"","tool_calls":[{"id":"chatcmpl-tool-8910d5d1d172c426","name":"read","arguments":{"file_path":"/Users/root1/Downloads/utilities/twscrape/twscrape/account.py"}}],"created_at":"2026-06-20T21:27:52.905467Z","finish_reason":"tool_calls","metrics":{"ttft_ms":null,"total_time_ms":1409,"input_tokens":3528,"output_tokens":28,"cache_read_tokens":30849,"cache_creation_tokens":null,"tpot_ms":50.32142857142857,"tokens_per_sec":19.8722498225692}},{"message_id":"c4c482e6-9d20-4bb1-a0bf-f00d16257094","node_id":55,"role":"tool","content":"\n 1|import hashlib\n 2|import json\n 3|import os\n 4|import sqlite3\n 5|from dataclasses import asdict, dataclass, field\n 6|from datetime import datetime\n 7|\n 8|from .http import HttpClient\n 9|from .http import make_client as _make_http_client\n 10|from .models import JSONTrait\n 11|from .utils import parse_proxy, utc\n 12|\n 13|TOKEN = \"Bearer AAAAAAAAAAAAAAAAAAAAANRILgAAAAAAnNwIzUejRCOuH5E6I8xnZz4puTs%3D1Zv7ttfk8LF81IUq16cHjhLTvJu4FA33AGWWjCpTnA\"\n 14|\n 15|\n 16|@dataclass\n 17|class Account(JSONTrait):\n 18| username: str\n 19| password: str\n 20| email: str\n 21| email_password: str\n 22| user_agent: str\n 23| active: bool\n 24| locks: dict[str, datetime] = field(default_factory=dict) # queue: datetime\n 25| stats: dict[str, int] = field(default_factory=dict) # queue: requests\n 26| headers: dict[str, str] = field(default_factory=dict)\n 27| cookies: dict[str, str] = field(default_factory=dict)\n 28| mfa_code: str | None = None\n 29| proxy: str | None = None\n 30| error_msg: str | None = None\n 31| last_used: datetime | None = None\n 32| _tx: str | None = None\n 33|\n 34| @staticmethod\n 35| def from_rs(rs: sqlite3.Row):\n 36| doc = dict(rs)\n 37| doc[\"locks\"] = {k: utc.from_iso(v) for k, v in json.loads(doc[\"locks\"]).items()}\n 38| doc[\"stats\"] = {k: v for k, v in json.loads(doc[\"stats\"]).items() if isinstance(v, int)}\n 39| doc[\"headers\"] = json.loads(doc[\"headers\"])\n 40| doc[\"cookies\"] = json.loads(doc[\"cookies\"])\n 41| doc[\"active\"] = bool(doc[\"active\"])\n 42| doc[\"last_used\"] = utc.from_iso(doc[\"last_used\"]) if doc[\"last_used\"] else None\n 43| return Account(**doc)\n 44|\n 45| def to_rs(self):\n 46| rs = asdict(self)\n 47| rs[\"locks\"] = json.dumps(rs[\"locks\"], default=lambda x: x.isoformat())\n 48| rs[\"stats\"] = json.dumps(rs[\"stats\"])\n 49| rs[\"headers\"] = json.dumps(rs[\"headers\"])\n 50| rs[\"cookies\"] = json.dumps(rs[\"cookies\"])\n 51| rs[\"last_used\"] = rs[\"last_used\"].isoformat() if rs[\"last_used\"] else None\n 52| return rs\n 53|\n 54| def make_client(self, proxy: str | None = None) -> HttpClient:\n 55| proxies = [proxy, os.getenv(\"TWS_PROXY\"), self.proxy]\n 56| proxies = [x for x in proxies if x is not None]\n 57| proxy = parse_proxy(proxies[0]) if proxies else None\n 58|\n 59| headers = {**self.headers}\n 60| headers[\"user-agent\"] = self.user_agent\n 61| headers[\"content-type\"] = \"application/json\"\n 62| headers[\"authorization\"] = TOKEN\n 63| headers[\"x-twitter-active-user\"] = \"yes\"\n 64| headers[\"x-twitter-client-language\"] = \"en\"\n 65| if \"ct0\" in self.cookies:\n 66| headers[\"x-csrf-token\"] = self.cookies[\"ct0\"]\n 67|\n 68| seed = int(hashlib.sha256(self.username.encode()).hexdigest()[:8], 16)\n 69| return _make_http_client(proxy=proxy, headers=headers, cookies=self.cookies, seed=seed)\n","created_at":"2026-06-20T21:27:52.939726Z","finish_reason":null,"metrics":null},{"message_id":"3ba11d19-b39c-4b3a-abeb-20a0686139f1","node_id":57,"role":"assistant","content":"","tool_calls":[{"id":"chatcmpl-tool-b1a59574439d0040","name":"read","arguments":{"file_path":"/Users/root1/Downloads/utilities/twscrape/twscrape/http.py"}}],"created_at":"2026-06-20T21:27:54.334491Z","finish_reason":"tool_calls","metrics":{"ttft_ms":null,"total_time_ms":1393,"input_tokens":1012,"output_tokens":28,"cache_read_tokens":34376,"cache_creation_tokens":null,"tpot_ms":49.75,"tokens_per_sec":20.100502512562816}},{"message_id":"40bab3f4-612e-452a-b848-765ebf7bccf8","node_id":58,"role":"tool","content":"\n 1|import importlib.util\n 2|import os\n 3|import random\n 4|from abc import ABC, abstractmethod\n 5|from typing import Any, Literal, cast\n 6|\n 7|from fake_useragent import UserAgent\n 8|\n 9|from .logger import logger\n 10|\n 11|HttpMethod = Literal[\"GET\", \"POST\", \"PUT\", \"DELETE\", \"OPTIONS\", \"HEAD\", \"TRACE\", \"PATCH\"]\n 12|\n 13|_UNSET = object()\n 14|_CURL_MAX_RETRIES = 3\n 15|_LOGGED_BACKENDS: set[str] = set()\n 16|\n 17|# https://curl-impersonate.readthedocs.io/en/latest/fingerprints.html\n 18|_BROWSER_FAMILIES = {\"chrome\", \"safari\", \"firefox\", \"edge\"}\n 19|\n 20|_ua = UserAgent()\n 21|\n 22|\n 23|def _resolve_browser(hint: str | None, seed: int | None = None) -> tuple[str, str]:\n 24| \"\"\"Return (ua_string, family) for a @hint or a real UA string.\"\"\"\n 25| if hint and not hint.startswith(\"@\"):\n 26| return hint, \"chrome\"\n 27| family = hint[1:].lower() if hint else \"chrome\"\n 28| if family not in _BROWSER_FAMILIES:\n 29| family = \"chrome\"\n 30| if seed is not None:\n 31| uas = [x[\"useragent\"] for x in _ua.data_browsers if family in (x[\"browser\"] or \"\").lower()]\n 32| if uas:\n 33| return random.Random(seed).choice(uas), family\n 34| return getattr(_ua, family, _ua.chrome), family\n 35|\n 36|\n 37|class Response:\n 38| \"\"\"Thin wrapper around httpx.Response or curl_cffi.Response.\"\"\"\n 39|\n 40| def __init__(self, rep: Any):\n 41| self._rep = rep\n 42| self._json: Any = _UNSET\n 43|\n 44| @property\n 45| def status_code(self) -> int:\n 46| return self._rep.status_code\n 47|\n 48| @property\n 49| def text(self) -> str:\n 50| return self._rep.text\n 51|\n 52| @property\n 53| def content(self) -> bytes:\n 54| return self._rep.content\n 55|\n 56| @property\n 57| def headers(self) -> Any:\n 58| return self._rep.headers\n 59|\n 60| @property\n 61| def url(self) -> Any:\n 62| return self._rep.url\n 63|\n 64| @property\n 65| def request(self) -> Any:\n 66| return self._rep.request\n 67|\n 68| def json(self) -> Any:\n 69| if self._json is _UNSET:\n 70| self._json = self._rep.json()\n 71| return self._json\n 72|\n 73| def raise_for_status(self) -> None:\n 74| if self._rep.status_code >= 400:\n 75| raise HttpStatusError(f\"HTTP {self._rep.status_code}\", response=self)\n 76|\n 77|\n 78|class HttpError(Exception): ...\n 79|\n 80|\n 81|class NetworkError(HttpError): ...\n 82|\n 83|\n 84|class ConnectError(HttpError): ...\n 85|\n 86|\n 87|class HttpStatusError(HttpError):\n 88| def __init__(self, message: str, *, response: Response):\n 89| super().__init__(message)\n 90| self.response = response\n 91|\n 92|\n 93|class HttpClient(ABC):\n 94| backend: str\n 95|\n 96| @abstractmethod\n 97| async def request(self, method: HttpMethod, url: str, **kwargs) -> Response: ...\n 98|\n 99| async def get(self, url: str, **kwargs) -> Response:\n100| return await self.request(\"GET\", url, **kwargs)\n101|\n102| async def post(self, url: str, **kwargs) -> Response:\n103| return await self.request(\"POST\", url, **kwargs)\n104|\n105| @abstractmethod\n106| async def aclose(self) -> None: ...\n107|\n108| async def __aenter__(self) -> \"HttpClient\":\n109| return self\n110|\n111| async def __aexit__(self, *args: Any) -> None:\n112| await self.aclose()\n113|\n114| @property\n115| @abstractmethod\n116| def cookies(self) -> Any: ...\n117|\n118| @property\n119| @abstractmethod\n120| def headers(self) -> Any: ...\n121|\n122|\n123|class HttpxClient(HttpClient):\n124| backend = \"httpx\"\n125|\n126| def __init__(\n127| self,\n128| *,\n129| proxy: str | None = None,\n130| headers: dict | None = None,\n131| cookies: dict | None = None,\n132| seed: int | None = None,\n133| ):\n134| import httpx\n135| from httpx import AsyncHTTPTransport\n136|\n137| self._httpx = httpx\n138| transport = AsyncHTTPTransport(retries=3)\n139| resolved_headers = dict(headers or {})\n140| ua_string, _ = _resolve_browser(resolved_headers.get(\"user-agent\"), seed=seed)\n141| resolved_headers[\"user-agent\"] = ua_string\n142| self._client = httpx.AsyncClient(\n143| proxy=proxy,\n144| follow_redirects=True,\n145| transport=transport,\n146| headers=resolved_headers,\n147| cookies=cookies or {},\n148| )\n149|\n150| @property\n151| def cookies(self) -> Any:\n152| return self._client.cookies\n153|\n154| @property\n155| def headers(self) -> Any:\n156| return self._client.headers\n157|\n158| async def request(self, method: HttpMethod, url: str, **kwargs) -> Response:\n159| return await self._wrap(self._client.request(method, url, **kwargs))\n160|\n161| async def aclose(self) -> None:\n162| await self._client.aclose()\n163|\n164| async def _wrap(self, coro: Any) -> Response:\n165| hx = self._httpx\n166| try:\n167| return Response(await coro)\n168| except (hx.ConnectError, hx.ConnectTimeout) as e:\n169| raise ConnectError(str(e)) from e\n170| except (hx.ReadTimeout, hx.WriteTimeout, hx.PoolTimeout, hx.ProxyError) as e:\n171| raise NetworkError(str(e)) from e\n172|\n173|\n174|class CurlClient(HttpClient):\n175| backend = \"curl\"\n176|\n177| def __init__(\n178| self, *, proxy: str | None = None, headers: dict | None = None, cookies: dict | None = None\n179| ):\n180| from curl_cffi.requests import AsyncSession, BrowserTypeLiteral\n181|\n182| _, family = _resolve_browser((headers or {}).get(\"user-agent\"))\n183| # strip user-agent — curl_cffi sets its own UA for the impersonated profile\n184| safe_headers = {k: v for k, v in (headers or {}).items() if k.lower() != \"user-agent\"}\n185| self._session = AsyncSession(\n186| impersonate=cast(BrowserTypeLiteral, family),\n187| proxy=proxy,\n188| allow_redirects=True,\n189| headers=safe_headers,\n190| )\n191| if cookies:\n192| self._session.cookies.update(cookies)\n193|\n194| @property\n195| def cookies(self) -> Any:\n196| return self._session.cookies\n197|\n198| @property\n199| def headers(self) -> Any:\n200| return self._session.headers\n201|\n202| async def request(self, method: HttpMethod, url: str, **kwargs) -> Response:\n203| last_err: Exception | None = None\n204| for _ in range(_CURL_MAX_RETRIES + 1):\n205| try:\n206| return await self._wrap(self._session.request(method, url, **kwargs))\n207| except NetworkError as e:\n208| last_err = e\n209| if last_err is not None:\n210| raise last_err\n211| raise RuntimeError(\"CurlClient request failed without an error\")\n212|\n213| async def aclose(self) -> None:\n214| await self._session.close()\n215|\n216| async def _wrap(self, coro: Any) -> Response:\n217| try:\n218| return Response(await coro)\n219| except Exception as e:\n220| from curl_cffi.requests import errors as _curl_errors\n221|\n222| if isinstance(e, _curl_errors.RequestsError):\n223| # libcurl error codes: 5=COULDNT_RESOLVE_PROXY, 6=COULDNT_RESOLVE_HOST, 7=COULDNT_CONNECT\n224| if getattr(e, \"code\", -1) in {5, 6, 7}:\n225| raise ConnectError(str(e)) from e\n226| raise NetworkError(str(e)) from e\n227| raise\n228|\n229|\n230|def _detect_backend() -> str:\n231| forced = os.getenv(\"TWS_HTTP_BACKEND\", \"\").lower().strip()\n232|\n233| if forced == \"curl\":\n234| if importlib.util.find_spec(\"curl_cffi\") is None:\n235| raise ImportError(\n236| \"TWS_HTTP_BACKEND=curl but curl-cffi is not installed. \"\n237| \"Run: pip install twscrape[curl]\"\n238| )\n239| return \"curl\"\n240|\n241| if forced in (\"\", \"httpx\"):\n242| if importlib.util.find_spec(\"httpx\") is None:\n243| raise ImportError(\n244| \"TWS_HTTP_BACKEND=httpx but httpx is not installed. Run: pip install twscrape\"\n245| )\n246| return \"httpx\"\n247|\n248| raise ValueError(f\"Invalid TWS_HTTP_BACKEND={forced!r}. Expected 'curl' or 'httpx'.\")\n249|\n250|\n251|def make_client(\n252| backend: str | None = None,\n253| *,\n254| proxy: str | None = None,\n255| headers: dict | None = None,\n256| cookies: dict | None = None,\n257| seed: int | None = None,\n258|) -> HttpClient:\n259| if backend is None:\n260| backend = _detect_backend()\n261|\n262| if backend not in _LOGGED_BACKENDS:\n263| name = \"curl-cffi\" if backend == \"curl\" else backend\n264| logger.debug(f\"Using {name} HTTP client\")\n265| _LOGGED_BACKENDS.add(backend)\n266|\n267| if backend == \"curl\":\n268| return CurlClient(proxy=proxy, headers=headers, cookies=cookies)\n269| if backend == \"httpx\":\n270| return HttpxClient(proxy=proxy, headers=headers, cookies=cookies, seed=seed)\n271|\n272| raise ValueError(f\"Unknown backend: {backend!r}. Expected 'curl' or 'httpx'.\")\n","created_at":"2026-06-20T21:27:54.373436Z","finish_reason":null,"metrics":null},{"message_id":"f28888d9-31bf-45dd-b4b5-a9fe36d84b18","node_id":60,"role":"assistant","content":"","tool_calls":[{"id":"chatcmpl-tool-bccf4d3b3d8d6d50","name":"read","arguments":{"file_path":"/Users/root1/Downloads/utilities/twscrape/twscrape/login.py"}}],"created_at":"2026-06-20T21:27:56.367912Z","finish_reason":"tool_calls","metrics":{"ttft_ms":null,"total_time_ms":1993,"input_tokens":2736,"output_tokens":28,"cache_read_tokens":35387,"cache_creation_tokens":null,"tpot_ms":71.17857142857143,"tokens_per_sec":14.049172102358254}},{"message_id":"9702fcd5-fea1-45dd-b89a-a205ee0b47f5","node_id":61,"role":"tool","content":"\n 1|import imaplib\n 2|from dataclasses import dataclass\n 3|from datetime import timedelta\n 4|from typing import Any\n 5|\n 6|import pyotp\n 7|\n 8|from .account import Account\n 9|from .http import HttpClient, Response\n 10|from .imap import imap_get_email_code, imap_login\n 11|from .logger import logger\n 12|from .utils import utc\n 13|\n 14|LOGIN_URL = \"https://api.x.com/1.1/onboarding/task.json\"\n 15|\n 16|\n 17|@dataclass\n 18|class LoginConfig:\n 19| email_first: bool = False\n 20| manual: bool = False\n 21|\n 22|\n 23|@dataclass\n 24|class TaskCtx:\n 25| client: HttpClient\n 26| acc: Account\n 27| cfg: LoginConfig\n 28| prev: Any\n 29| imap: None | imaplib.IMAP4_SSL\n 30|\n 31|\n 32|async def get_guest_token(client: HttpClient):\n 33| rep = await client.post(\"https://api.x.com/1.1/guest/activate.json\")\n 34| rep.raise_for_status()\n 35| return rep.json()[\"guest_token\"]\n 36|\n 37|\n 38|async def login_initiate(client: HttpClient) -> Response:\n 39| payload = {\n 40| \"input_flow_data\": {\n 41| \"flow_context\": {\"debug_overrides\": {}, \"start_location\": {\"location\": \"unknown\"}}\n 42| },\n 43| \"subtask_versions\": {},\n 44| }\n 45|\n 46| rep = await client.post(LOGIN_URL, params={\"flow_name\": \"login\"}, json=payload)\n 47| rep.raise_for_status()\n 48| return rep\n 49|\n 50|\n 51|async def login_alternate_identifier(ctx: TaskCtx, *, username: str) -> Response:\n 52| payload = {\n 53| \"flow_token\": ctx.prev[\"flow_token\"],\n 54| \"subtask_inputs\": [\n 55| {\n 56| \"subtask_id\": \"LoginEnterAlternateIdentifierSubtask\",\n 57| \"enter_text\": {\"text\": username, \"link\": \"next_link\"},\n 58| }\n 59| ],\n 60| }\n 61|\n 62| rep = await ctx.client.post(LOGIN_URL, json=payload)\n 63| rep.raise_for_status()\n 64| return rep\n 65|\n 66|\n 67|async def login_instrumentation(ctx: TaskCtx) -> Response:\n 68| payload = {\n 69| \"flow_token\": ctx.prev[\"flow_token\"],\n 70| \"subtask_inputs\": [\n 71| {\n 72| \"subtask_id\": \"LoginJsInstrumentationSubtask\",\n 73| \"js_instrumentation\": {\"response\": \"{}\", \"link\": \"next_link\"},\n 74| }\n 75| ],\n 76| }\n 77|\n 78| rep = await ctx.client.post(LOGIN_URL, json=payload)\n 79| rep.raise_for_status()\n 80| return rep\n 81|\n 82|\n 83|async def login_enter_username(ctx: TaskCtx) -> Response:\n 84| payload = {\n 85| \"flow_token\": ctx.prev[\"flow_token\"],\n 86| \"subtask_inputs\": [\n 87| {\n 88| \"subtask_id\": \"LoginEnterUserIdentifierSSO\",\n 89| \"settings_list\": {\n 90| \"setting_responses\": [\n 91| {\n 92| \"key\": \"user_identifier\",\n 93| \"response_data\": {\"text_data\": {\"result\": ctx.acc.username}},\n 94| }\n 95| ],\n 96| \"link\": \"next_link\",\n 97| },\n 98| }\n 99| ],\n100| }\n101|\n102| rep = await ctx.client.post(LOGIN_URL, json=payload)\n103| rep.raise_for_status()\n104| return rep\n105|\n106|\n107|async def login_enter_password(ctx: TaskCtx) -> Response:\n108| payload = {\n109| \"flow_token\": ctx.prev[\"flow_token\"],\n110| \"subtask_inputs\": [\n111| {\n112| \"subtask_id\": \"LoginEnterPassword\",\n113| \"enter_password\": {\"password\": ctx.acc.password, \"link\": \"next_link\"},\n114| }\n115| ],\n116| }\n117|\n118| rep = await ctx.client.post(LOGIN_URL, json=payload)\n119| rep.raise_for_status()\n120| return rep\n121|\n122|\n123|async def login_two_factor_auth_challenge(ctx: TaskCtx) -> Response:\n124| if ctx.acc.mfa_code is None:\n125| raise ValueError(\"MFA code is required\")\n126|\n127| totp = pyotp.TOTP(ctx.acc.mfa_code)\n128| payload = {\n129| \"flow_token\": ctx.prev[\"flow_token\"],\n130| \"subtask_inputs\": [\n131| {\n132| \"subtask_id\": \"LoginTwoFactorAuthChallenge\",\n133| \"enter_text\": {\"text\": totp.now(), \"link\": \"next_link\"},\n134| }\n135| ],\n136| }\n137|\n138| rep = await ctx.client.post(LOGIN_URL, json=payload)\n139| rep.raise_for_status()\n140| return rep\n141|\n142|\n143|async def login_duplication_check(ctx: TaskCtx) -> Response:\n144| payload = {\n145| \"flow_token\": ctx.prev[\"flow_token\"],\n146| \"subtask_inputs\": [\n147| {\n148| \"subtask_id\": \"AccountDuplicationCheck\",\n149| \"check_logged_in_account\": {\"link\": \"AccountDuplicationCheck_false\"},\n150| }\n151| ],\n152| }\n153|\n154| rep = await ctx.client.post(LOGIN_URL, json=payload)\n155| rep.raise_for_status()\n156| return rep\n157|\n158|\n159|async def login_confirm_email(ctx: TaskCtx) -> Response:\n160| payload = {\n161| \"flow_token\": ctx.prev[\"flow_token\"],\n162| \"subtask_inputs\": [\n163| {\n164| \"subtask_id\": \"LoginAcid\",\n165| \"enter_text\": {\"text\": ctx.acc.email, \"link\": \"next_link\"},\n166| }\n167| ],\n168| }\n169|\n170| rep = await ctx.client.post(LOGIN_URL, json=payload)\n171| rep.raise_for_status()\n172| return rep\n173|\n174|\n175|async def login_confirm_email_code(ctx: TaskCtx):\n176| if ctx.cfg.manual:\n177| print(f\"Enter email code for {ctx.acc.username} / {ctx.acc.email}\")\n178| value = input(\"Code: \")\n179| value = value.strip()\n180| else:\n181| if not ctx.imap:\n182| ctx.imap = await imap_login(ctx.acc.email, ctx.acc.email_password)\n183|\n184| now_time = utc.now() - timedelta(seconds=30)\n185| value = await imap_get_email_code(ctx.imap, ctx.acc.email, now_time)\n186|\n187| payload = {\n188| \"flow_token\": ctx.prev[\"flow_token\"],\n189| \"subtask_inputs\": [\n190| {\n191| \"subtask_id\": \"LoginAcid\",\n192| \"enter_text\": {\"text\": value, \"link\": \"next_link\"},\n193| }\n194| ],\n195| }\n196|\n197| rep = await ctx.client.post(LOGIN_URL, json=payload)\n198| rep.raise_for_status()\n199| return rep\n200|\n201|\n202|async def login_success(ctx: TaskCtx) -> Response:\n203| payload = {\n204| \"flow_token\": ctx.prev[\"flow_token\"],\n205| \"subtask_inputs\": [],\n206| }\n207|\n208| rep = await ctx.client.post(LOGIN_URL, json=payload)\n209| rep.raise_for_status()\n210| return rep\n211|\n212|\n213|async def next_login_task(ctx: TaskCtx, rep: Response):\n214| ct0 = ctx.client.cookies.get(\"ct0\", None)\n215| if ct0:\n216| ctx.client.headers[\"x-csrf-token\"] = ct0\n217| ctx.client.headers[\"x-twitter-auth-type\"] = \"OAuth2Session\"\n218|\n219| ctx.prev = rep.json()\n220| assert \"flow_token\" in ctx.prev, f\"flow_token not in {rep.text}\"\n221|\n222| for x in ctx.prev[\"subtasks\"]:\n223| task_id = x[\"subtask_id\"]\n224|\n225| try:\n226| if task_id == \"LoginSuccessSubtask\":\n227| return await login_success(ctx)\n228| if task_id == \"LoginAcid\":\n229| is_code = x[\"enter_text\"][\"hint_text\"].lower() == \"confirmation code\"\n230| fn = login_confirm_email_code if is_code else login_confirm_email\n231| return await fn(ctx)\n232| if task_id == \"AccountDuplicationCheck\":\n233| return await login_duplication_check(ctx)\n234| if task_id == \"LoginEnterPassword\":\n235| return await login_enter_password(ctx)\n236| if task_id == \"LoginTwoFactorAuthChallenge\":\n237| return await login_two_factor_auth_challenge(ctx)\n238| if task_id == \"LoginEnterUserIdentifierSSO\":\n239| return await login_enter_username(ctx)\n240| if task_id == \"LoginJsInstrumentationSubtask\":\n241| return await login_instrumentation(ctx)\n242| if task_id == \"LoginEnterAlternateIdentifierSubtask\":\n243| return await login_alternate_identifier(ctx, username=ctx.acc.username)\n244| except Exception as e:\n245| ctx.acc.error_msg = f\"login_step={task_id} err={e}\"\n246| raise e\n247|\n248| return None\n249|\n250|\n251|async def login(acc: Account, cfg: LoginConfig | None = None) -> Account:\n252| log_id = f\"{acc.username} - {acc.email}\"\n253| if acc.active:\n254| logger.info(f\"account already active {log_id}\")\n255| return acc\n256|\n257| cfg, imap = cfg or LoginConfig(), None\n258| if cfg.email_first and not cfg.manual:\n259| imap = await imap_login(acc.email, acc.email_password)\n260|\n261| async with acc.make_client() as client:\n262| guest_token = await get_guest_token(client)\n263| client.headers[\"x-guest-token\"] = guest_token\n264|\n265| rep = await login_initiate(client)\n266| ctx = TaskCtx(client, acc, cfg, None, imap)\n267| while True:\n268| rep = await next_login_task(ctx, rep)\n269| if not rep:\n270| break\n271|\n272| assert \"ct0\" in client.cookies, \"ct0 not in cookies (most likely ip ban)\"\n273| client.headers[\"x-csrf-token\"] = client.cookies[\"ct0\"]\n274| client.headers[\"x-twitter-auth-type\"] = \"OAuth2Session\"\n275|\n276| acc.active = True\n277| acc.headers = dict(client.headers.items())\n278| acc.cookies = dict(client.cookies.items())\n279| return acc\n","created_at":"2026-06-20T21:27:56.403458Z","finish_reason":null,"metrics":null},{"message_id":"e3781765-56f7-43e5-8c8d-e5d69085844b","node_id":63,"role":"assistant","content":"","tool_calls":[{"id":"chatcmpl-tool-96bfc5de6a048bc0","name":"read","arguments":{"file_path":"/Users/root1/Downloads/utilities/twscrape/twscrape/db.py"}}],"created_at":"2026-06-20T21:27:58.314278Z","finish_reason":"tool_calls","metrics":{"ttft_ms":null,"total_time_ms":1909,"input_tokens":40754,"output_tokens":28,"cache_read_tokens":58,"cache_creation_tokens":null,"tpot_ms":68.17857142857143,"tokens_per_sec":14.667365112624411}},{"message_id":"35a68db5-d387-4ef9-8c5d-10ce343b3f7c","node_id":64,"role":"tool","content":"\n 1|import asyncio\n 2|import random\n 3|import sqlite3\n 4|from collections import defaultdict\n 5|\n 6|import aiosqlite\n 7|\n 8|from .logger import logger\n 9|\n 10|MIN_SQLITE_VERSION = \"3.24\"\n 11|\n 12|_lock = asyncio.Lock()\n 13|\n 14|\n 15|def lock_retry(max_retries=10):\n 16| # this lock decorator has double nature:\n 17| # 1. it uses asyncio lock in same process\n 18| # 2. it retries when db locked by other process (eg. two cli instances running)\n 19| def decorator(func):\n 20| async def wrapper(*args, **kwargs):\n 21| for i in range(max_retries):\n 22| try:\n 23| async with _lock:\n 24| return await func(*args, **kwargs)\n 25| except sqlite3.OperationalError as e:\n 26| if i == max_retries - 1 or \"database is locked\" not in str(e):\n 27| raise e\n 28|\n 29| await asyncio.sleep(random.uniform(0.5, 1.0))\n 30|\n 31| return wrapper\n 32|\n 33| return decorator\n 34|\n 35|\n 36|async def get_sqlite_version():\n 37| async with aiosqlite.connect(\":memory:\") as db: # noqa: SIM117\n 38| async with db.execute(\"SELECT SQLITE_VERSION()\") as cur:\n 39| rs = await cur.fetchone()\n 40| return rs[0] if rs else \"3.0.0\"\n 41|\n 42|\n 43|async def check_version():\n 44| ver = await get_sqlite_version()\n 45| ver = \".\".join(ver.split(\".\")[:2])\n 46|\n 47| try:\n 48| msg = f\"SQLite version '{ver}' is too old, please upgrade to {MIN_SQLITE_VERSION}+\"\n 49| if float(ver) < float(MIN_SQLITE_VERSION):\n 50| raise SystemError(msg)\n 51| except ValueError:\n 52| pass\n 53|\n 54|\n 55|async def migrate(db: aiosqlite.Connection):\n 56| async with db.execute(\"PRAGMA user_version\") as cur:\n 57| rs = await cur.fetchone()\n 58| uv = rs[0] if rs else 0\n 59|\n 60| async def v1():\n 61| qs = \"\"\"\n 62| CREATE TABLE IF NOT EXISTS accounts (\n 63| username TEXT PRIMARY KEY NOT NULL COLLATE NOCASE,\n 64| password TEXT NOT NULL,\n 65| email TEXT NOT NULL COLLATE NOCASE,\n 66| email_password TEXT NOT NULL,\n 67| user_agent TEXT NOT NULL,\n 68| active BOOLEAN DEFAULT FALSE NOT NULL,\n 69| locks TEXT DEFAULT '{}' NOT NULL,\n 70| headers TEXT DEFAULT '{}' NOT NULL,\n 71| cookies TEXT DEFAULT '{}' NOT NULL,\n 72| proxy TEXT DEFAULT NULL,\n 73| error_msg TEXT DEFAULT NULL\n 74| );\"\"\"\n 75| await db.execute(qs)\n 76|\n 77| async def v2():\n 78| await db.execute(\"ALTER TABLE accounts ADD COLUMN stats TEXT DEFAULT '{}' NOT NULL\")\n 79| await db.execute(\"ALTER TABLE accounts ADD COLUMN last_used TEXT DEFAULT NULL\")\n 80|\n 81| async def v3():\n 82| await db.execute(\"ALTER TABLE accounts ADD COLUMN _tx TEXT DEFAULT NULL\")\n 83|\n 84| async def v4():\n 85| await db.execute(\"ALTER TABLE accounts ADD COLUMN mfa_code TEXT DEFAULT NULL\")\n 86|\n 87| migrations = {\n 88| 1: v1,\n 89| 2: v2,\n 90| 3: v3,\n 91| 4: v4,\n 92| }\n 93|\n 94| # logger.debug(f\"Current migration v{uv} (latest v{len(migrations)})\")\n 95| for i in range(uv + 1, len(migrations) + 1):\n 96| logger.info(f\"Running migration to v{i}\")\n 97| try:\n 98| await migrations[i]()\n 99| except sqlite3.OperationalError as e:\n100| if \"duplicate column name\" not in str(e):\n101| raise e\n102|\n103| await db.execute(f\"PRAGMA user_version = {i}\")\n104| await db.commit()\n105|\n106|\n107|class DB:\n108| _init_queries: defaultdict[str, list[str]] = defaultdict(list)\n109| _init_once: defaultdict[str, bool] = defaultdict(bool)\n110|\n111| def __init__(self, db_path):\n112| self.db_path = db_path\n113| self.conn = None\n114|\n115| async def __aenter__(self):\n116| await check_version()\n117| db = await aiosqlite.connect(self.db_path)\n118| db.row_factory = aiosqlite.Row\n119|\n120| if not self._init_once[self.db_path]:\n121| await migrate(db)\n122| self._init_once[self.db_path] = True\n123|\n124| self.conn = db\n125| return db\n126|\n127| async def __aexit__(self, exc_type, exc_val, exc_tb):\n128| if self.conn:\n129| await self.conn.commit()\n130| await self.conn.close()\n131|\n132|\n133|@lock_retry()\n134|async def execute(db_path: str, qs: str, params: dict | None = None):\n135| async with DB(db_path) as db:\n136| await db.execute(qs, params)\n137|\n138|\n139|@lock_retry()\n140|async def fetchone(db_path: str, qs: str, params: dict | None = None):\n141| async with DB(db_path) as db, db.execute(qs, params) as cur:\n142| row = await cur.fetchone()\n143| return row\n144|\n145|\n146|@lock_retry()\n147|async def fetchall(db_path: str, qs: str, params: dict | None = None):\n148| async with DB(db_path) as db, db.execute(qs, params) as cur:\n149| rows = await cur.fetchall()\n150| return rows\n151|\n152|\n153|@lock_retry()\n154|async def executemany(db_path: str, qs: str, params: list[dict]):\n155| async with DB(db_path) as db:\n156| await db.executemany(qs, params)\n","created_at":"2026-06-20T21:27:58.357826Z","finish_reason":null,"metrics":null},{"message_id":"a53ea571-7a49-41e4-b3ea-1a10c1f57752","node_id":66,"role":"assistant","content":"","tool_calls":[{"id":"chatcmpl-tool-97878b0a669f7f19","name":"read","arguments":{"file_path":"/Users/root1/Downloads/utilities/twscrape/twscrape/cli.py"}}],"created_at":"2026-06-20T21:28:00.212192Z","finish_reason":"tool_calls","metrics":{"ttft_ms":null,"total_time_ms":1853,"input_tokens":4278,"output_tokens":28,"cache_read_tokens":38122,"cache_creation_tokens":null,"tpot_ms":66.17857142857143,"tokens_per_sec":15.110631408526714}},{"message_id":"68e88837-3c9d-429d-9e60-eb0bebe0d8a4","node_id":67,"role":"tool","content":"\n 1|#!/usr/bin/env python3\n 2|\n 3|import argparse\n 4|import asyncio\n 5|import getpass\n 6|import io\n 7|import json\n 8|import sqlite3\n 9|from importlib.metadata import version\n 10|\n 11|from . import telemetry\n 12|from .api import API, AccountsPool\n 13|from .db import get_sqlite_version\n 14|from .http import Response\n 15|from .logger import logger, set_log_level\n 16|from .login import LoginConfig\n 17|from .models import Tweet, User\n 18|from .utils import print_table\n 19|\n 20|\n 21|class CustomHelpFormatter(argparse.HelpFormatter):\n 22| def __init__(self, prog):\n 23| super().__init__(prog, max_help_position=30, width=120)\n 24|\n 25|\n 26|def get_fn_arg(args):\n 27| if not hasattr(args, \"arg_name\"):\n 28| logger.error(f\"Missing argument name for command: {args.command}\")\n 29| exit(1)\n 30|\n 31| value = getattr(args, args.arg_name, None)\n 32| if value is not None:\n 33| return args.arg_name, value\n 34|\n 35| logger.error(f\"Missing argument value: {args.arg_name}\")\n 36| exit(1)\n 37|\n 38|\n 39|def to_str(doc: Response | Tweet | User | None) -> str:\n 40| if doc is None:\n 41| return \"Not Found. See --raw for more details.\"\n 42|\n 43| tmp = doc.json()\n 44| return tmp if isinstance(tmp, str) else json.dumps(tmp, default=str)\n 45|\n 46|\n 47|async def main(args):\n 48| telemetry.set_source(\"cli\")\n 49| if args.debug:\n 50| set_log_level(\"DEBUG\")\n 51|\n 52| if args.command == \"version\":\n 53| print(f\"twscrape: {version('twscrape')}\")\n 54| print(f\"SQLite runtime: {sqlite3.sqlite_version} ({await get_sqlite_version()})\")\n 55| return\n 56|\n 57| login_config = LoginConfig(getattr(args, \"email_first\", False), getattr(args, \"manual\", False))\n 58| pool = AccountsPool(args.db, login_config=login_config)\n 59| api = API(pool, debug=args.debug)\n 60|\n 61| if args.command == \"accounts\":\n 62| print_table([dict(x) for x in await pool.accounts_info()])\n 63| return\n 64|\n 65| if args.command == \"stats\":\n 66| rep = await pool.stats()\n 67| total, active, inactive = rep[\"total\"], rep[\"active\"], rep[\"inactive\"]\n 68|\n 69| res = []\n 70| for k, v in rep.items():\n 71| if not k.startswith(\"locked\") or v == 0:\n 72| continue\n 73| res.append({\"queue\": k, \"locked\": v, \"available\": max(active - v, 0)})\n 74|\n 75| res = sorted(res, key=lambda x: x[\"locked\"], reverse=True)\n 76| print_table(res, hr_after=True)\n 77| print(f\"Total: {total} - Active: {active} - Inactive: {inactive}\")\n 78| return\n 79|\n 80| if args.command == \"add_accounts\":\n 81| await pool.load_from_file(args.file_path, args.line_format)\n 82| print(\"\\nNow run:\\ntwscrape login_accounts\")\n 83| return\n 84|\n 85| if args.command == \"add_cookie\":\n 86| cookies = args.cookies\n 87| if not cookies:\n 88| cookies = getpass.getpass(\"cookies (e.g. auth_token=xxx; ct0=yyy): \")\n 89| await pool.add_account_cookies(args.username, cookies)\n 90| return\n 91|\n 92| if args.command == \"del_accounts\":\n 93| await pool.delete_accounts(args.usernames)\n 94| return\n 95|\n 96| if args.command == \"login_accounts\":\n 97| stats = await pool.login_all()\n 98| print(stats)\n 99| return\n100|\n101| if args.command == \"relogin_failed\":\n102| await pool.relogin_failed()\n103| return\n104|\n105| if args.command == \"relogin\":\n106| await pool.relogin(args.usernames)\n107| return\n108|\n109| if args.command == \"reset_locks\":\n110| await pool.reset_locks()\n111| return\n112|\n113| if args.command == \"delete_inactive\":\n114| await pool.delete_inactive()\n115| return\n116|\n117| fn = args.command + \"_raw\" if args.raw else args.command\n118| fn = getattr(api, fn, None)\n119| if fn is None:\n120| logger.error(f\"Unknown command: {args.command}\")\n121| exit(1)\n122|\n123| _, val = get_fn_arg(args)\n124|\n125| if \"limit\" in args:\n126| async for doc in fn(val, limit=args.limit):\n127| print(to_str(doc))\n128| else:\n129| doc = await fn(val)\n130| print(to_str(doc))\n131|\n132|\n133|async def _run(args):\n134| try:\n135| await main(args)\n136| finally:\n137| await telemetry.flush()\n138|\n139|\n140|def custom_help(p):\n141| buffer = io.StringIO()\n142| p.print_help(buffer)\n143| msg = buffer.getvalue()\n144|\n145| cmd = msg.split(\"positional arguments:\")[1].strip().split(\"\\n\")[0]\n146| msg = msg.replace(\"positional arguments:\", \"commands:\")\n147| msg = [x for x in msg.split(\"\\n\") if cmd not in x and \"...\" not in x]\n148| msg[0] = f\"{msg[0]} [...]\"\n149|\n150| i = 0\n151| for i, line in enumerate(msg):\n152| if line.strip().startswith(\"search\"):\n153| break\n154|\n155| msg.insert(i, \"\")\n156| msg.insert(i + 1, \"search commands:\")\n157|\n158| print(\"\\n\".join(msg))\n159|\n160|\n161|def run():\n162| p = argparse.ArgumentParser(add_help=False, formatter_class=CustomHelpFormatter)\n163| p.add_argument(\"--db\", default=\"accounts.db\", help=\"Accounts database file\")\n164| p.add_argument(\"--debug\", action=\"store_true\", help=\"Enable debug mode\")\n165| subparsers = p.add_subparsers(dest=\"command\")\n166|\n167| def c_one(name: str, msg: str, a_name: str, a_msg: str, a_type: type = str):\n168| p = subparsers.add_parser(name, help=msg)\n169| p.add_argument(a_name, help=a_msg, type=a_type)\n170| p.set_defaults(arg_name=a_name)\n171| p.add_argument(\"--raw\", action=\"store_true\", help=\"Print raw response\")\n172| return p\n173|\n174| def c_lim(name: str, msg: str, a_name: str, a_msg: str, a_type: type = str):\n175| p = c_one(name, msg, a_name, a_msg, a_type)\n176| p.add_argument(\"--limit\", type=int, default=-1, help=\"Max tweets to retrieve\")\n177| return p\n178|\n179| subparsers.add_parser(\"version\", help=\"Show version\")\n180| subparsers.add_parser(\"accounts\", help=\"List all accounts\")\n181| subparsers.add_parser(\"stats\", help=\"Get current usage stats\")\n182|\n183| add_accounts = subparsers.add_parser(\"add_accounts\", help=\"Add accounts from file\")\n184| add_accounts.add_argument(\"file_path\", help=\"File with accounts\")\n185| add_accounts.add_argument(\"line_format\", help=\"Account fields separated by delimiter\")\n186|\n187| add_cookie = subparsers.add_parser(\"add_cookie\", help=\"Add one account from cookies\")\n188| add_cookie.add_argument(\"username\", help=\"Twitter/X username\")\n189| add_cookie.add_argument(\"cookies\", nargs=\"?\", default=None, help=\"Cookie string\")\n190|\n191| del_accounts = subparsers.add_parser(\"del_accounts\", help=\"Delete accounts by username\")\n192| del_accounts.add_argument(\"usernames\", nargs=\"+\", default=[], help=\"Usernames to delete\")\n193|\n194| login_cmd = subparsers.add_parser(\"login_accounts\", help=\"Log in inactive accounts\")\n195| relogin = subparsers.add_parser(\"relogin\", help=\"Re-log in selected accounts\")\n196| relogin.add_argument(\"usernames\", nargs=\"+\", default=[], help=\"Usernames to re-login\")\n197| re_failed = subparsers.add_parser(\"relogin_failed\", help=\"Retry failed account logins\")\n198|\n199| login_commands = [login_cmd, relogin, re_failed]\n200| for cmd in login_commands:\n201| cmd.add_argument(\"--email-first\", action=\"store_true\", help=\"Check email first\")\n202| cmd.add_argument(\"--manual\", action=\"store_true\", help=\"Enter email code manually\")\n203|\n204| subparsers.add_parser(\"reset_locks\", help=\"Reset all locks\")\n205| subparsers.add_parser(\"delete_inactive\", help=\"Delete inactive accounts\")\n206|\n207| c_lim(\"search\", \"Search for tweets\", \"query\", \"Search query\")\n208| c_one(\"tweet_details\", \"Get tweet details\", \"tweet_id\", \"Tweet ID\", int)\n209| c_lim(\"tweet_replies\", \"Get replies of a tweet\", \"tweet_id\", \"Tweet ID\", int)\n210| c_lim(\"tweet_thread\", \"Get thread tweets\", \"tweet_id\", \"Tweet ID\", int)\n211| c_lim(\"retweeters\", \"Get retweeters of a tweet\", \"tweet_id\", \"Tweet ID\", int)\n212| c_one(\"user_by_login\", \"Get user data by username\", \"username\", \"Username\")\n213| c_one(\"user_about\", \"Get about info for username\", \"username\", \"Username\")\n214| c_lim(\"following\", \"Get user following\", \"user_id\", \"User ID\", int)\n215| c_lim(\"followers\", \"Get user followers\", \"user_id\", \"User ID\", int)\n216| # https://x.com/xDaily/status/1701694747767648500\n217| c_lim(\"verified_followers\", \"Get user verified followers\", \"user_id\", \"User ID\", int)\n218| c_lim(\"subscriptions\", \"Get user subscriptions\", \"user_id\", \"User ID\", int)\n219| c_lim(\"user_tweets\", \"Get user tweets\", \"user_id\", \"User ID\", int)\n220| c_lim(\"user_tweets_and_replies\", \"Get user tweets and replies\", \"user_id\", \"User ID\", int)\n221| c_lim(\"user_media\", \"Get user's media\", \"user_id\", \"User ID\", int)\n222| c_lim(\"list_timeline\", \"Get tweets from list\", \"list_id\", \"List ID\", int)\n223| c_lim(\"list_members\", \"Get List members by list ID\", \"list_id\", \"List ID\", int)\n224| c_one(\"community_info\", \"Get community info\", \"community_id\", \"Community ID\", str)\n225| c_lim(\"community_members\", \"Get community members\", \"community_id\", \"Community ID\", str)\n226| c_lim(\"community_moderators\", \"Get community moderators\", \"community_id\", \"Community ID\", str)\n227| c_lim(\"community_tweets\", \"Get community tweets\", \"community_id\", \"Community ID\", str)\n228| c_lim(\"trends\", \"Get trends\", \"trend_id\", \"Trend ID or name\", str)\n229|\n230| args = p.parse_args()\n231| if args.command is None:\n232| return custom_help(p)\n233|\n234| try:\n235| asyncio.run(_run(args))\n236| except KeyboardInterrupt:\n237| pass\n","created_at":"2026-06-20T21:28:00.244088Z","finish_reason":null,"metrics":null},{"message_id":"1e3df397-3944-4200-a11d-869902aa35c2","node_id":69,"role":"assistant","content":"","tool_calls":[{"id":"chatcmpl-tool-a14f9b0d53b84e2e","name":"read","arguments":{"file_path":"/Users/root1/Downloads/utilities/twscrape/twscrape/models.py","limit":100}}],"created_at":"2026-06-20T21:28:02.732131Z","finish_reason":"tool_calls","metrics":{"ttft_ms":null,"total_time_ms":2486,"input_tokens":2848,"output_tokens":34,"cache_read_tokens":42399,"cache_creation_tokens":null,"tpot_ms":73.11764705882354,"tokens_per_sec":13.676588897827836}},{"message_id":"c8fd2dcf-03ef-43e6-a8c1-88bb66ffc4d1","node_id":70,"role":"tool","content":"\n 1|import email.utils\n 2|import json\n 3|import os\n 4|import random\n 5|import re\n 6|import string\n 7|import sys\n 8|import traceback\n 9|from dataclasses import asdict, dataclass, field\n 10|from datetime import datetime, timezone\n 11|from typing import Generator, Optional, Union\n 12|\n 13|from .http import Response\n 14|from .logger import logger\n 15|from .utils import find_item, get_or, int_or, to_old_rep, utc\n 16|\n 17|\n 18|@dataclass\n 19|class JSONTrait:\n 20| def dict(self):\n 21| return asdict(self)\n 22|\n 23| def json(self):\n 24| return json.dumps(self.dict(), default=str)\n 25|\n 26|\n 27|@dataclass\n 28|class Coordinates(JSONTrait):\n 29| longitude: float\n 30| latitude: float\n 31|\n 32| @staticmethod\n 33| def parse(tw_obj: dict):\n 34| if tw_obj.get(\"coordinates\"):\n 35| coords = tw_obj[\"coordinates\"][\"coordinates\"]\n 36| return Coordinates(coords[0], coords[1])\n 37| if tw_obj.get(\"geo\"):\n 38| coords = tw_obj[\"geo\"][\"coordinates\"]\n 39| return Coordinates(coords[1], coords[0])\n 40| return None\n 41|\n 42|\n 43|@dataclass\n 44|class Place(JSONTrait):\n 45| id: str\n 46| fullName: str\n 47| name: str\n 48| type: str\n 49| country: str\n 50| countryCode: str\n 51|\n 52| @staticmethod\n 53| def parse(obj: dict):\n 54| return Place(\n 55| id=obj[\"id\"],\n 56| fullName=obj[\"full_name\"],\n 57| name=obj[\"name\"],\n 58| type=obj[\"place_type\"],\n 59| country=obj[\"country\"],\n 60| countryCode=obj[\"country_code\"],\n 61| )\n 62|\n 63|\n 64|@dataclass\n 65|class TextLink(JSONTrait):\n 66| url: str\n 67| text: str | None\n 68| tcourl: str | None\n 69|\n 70| @staticmethod\n 71| def parse(obj: dict):\n 72| url1 = obj.get(\"expanded_url\")\n 73| url2 = obj.get(\"url\")\n 74| text = obj.get(\"display_url\")\n 75|\n 76| if not isinstance(url1, str) or not isinstance(url2, str):\n 77| return None\n 78|\n 79| return TextLink(url=url1, text=text, tcourl=url2)\n 80|\n 81|\n 82|@dataclass\n 83|class AccountAbout(JSONTrait):\n 84| screen_name: str\n 85| name: str\n 86| rest_id: int | None\n 87| account_based_in: str | None\n 88| location_accurate: bool | None\n 89| affiliate_username: str | None\n 90| source: str | None\n 91| username_changes: int | None\n 92| username_last_changed_at: int | None\n 93| is_identity_verified: bool | None\n 94| verified_since_msec: int | None\n 95|\n 96| @staticmethod\n 97| def parse(obj: dict):\n 98| about = obj.get(\"about_profile\") or {}\n 99| core = obj.get(\"core\") or {}\n100| verification = obj.get(\"verification_info\", {}) or {}\n","created_at":"2026-06-20T21:28:02.763021Z","finish_reason":null,"metrics":null},{"message_id":"4e0eb909-9c67-476f-a215-73beba6aec34","node_id":72,"role":"assistant","content":"","tool_calls":[{"id":"chatcmpl-tool-b03ff30a41e99dfa","name":"read","arguments":{"file_path":"/Users/root1/Downloads/utilities/twscrape/twscrape/xclid.py","limit":60}}],"created_at":"2026-06-20T21:28:04.690783Z","finish_reason":"tool_calls","metrics":{"ttft_ms":null,"total_time_ms":1927,"input_tokens":949,"output_tokens":35,"cache_read_tokens":45246,"cache_creation_tokens":null,"tpot_ms":55.05714285714286,"tokens_per_sec":18.16294758692268}},{"message_id":"4653acec-db6e-4721-aa07-54e9544ea70e","node_id":73,"role":"tool","content":"\n 1|import asyncio\n 2|import base64\n 3|import hashlib\n 4|import math\n 5|import random\n 6|import re\n 7|import time\n 8|from urllib.parse import urljoin\n 9|\n 10|import bs4\n 11|\n 12|from .http import HttpClient\n 13|from .http import make_client as _make_http_client\n 14|\n 15|\n 16|def _make_client() -> HttpClient:\n 17| return _make_http_client(headers={\"user-agent\": \"@chrome\"})\n 18|\n 19|\n 20|async def get_tw_page_text(url: str, clt: HttpClient):\n 21| rep = await clt.get(url)\n 22|\n 23| rep.raise_for_status()\n 24| if \">document.location =\" not in rep.text:\n 25| return rep.text\n 26|\n 27| url = rep.text.split('document.location = \"')[1].split('\"')[0]\n 28| rep = await clt.get(url)\n 29| rep.raise_for_status()\n 30| if 'action=\"https://x.com/x/migrate\" method=\"post\"' not in rep.text:\n 31| return rep.text\n 32|\n 33| data = {}\n 34| for x in rep.text.split(\" list[str]:\n 55| \"\"\"\n 56| Extract chunk script URLs from the X homepage HTML.\n 57|\n 58| Current build (x-web / Vite): scripts are linked directly in the page HTML,\n 59| so we just collect those URLs. If none are found we fall back to the legacy\n 60| webpack build, which embeds two maps in the page and requires URL\n","created_at":"2026-06-20T21:28:04.728088Z","finish_reason":null,"metrics":null},{"message_id":"4ce49b84-dd7c-4eef-96e9-eb6138df0d3c","node_id":75,"role":"assistant","content":"","tool_calls":[{"id":"chatcmpl-tool-aadf3bdba015ec49","name":"read","arguments":{"file_path":"/Users/root1/Downloads/utilities/twscrape/examples/about_account.py"}}],"created_at":"2026-06-20T21:28:06.181780Z","finish_reason":"tool_calls","metrics":{"ttft_ms":null,"total_time_ms":1452,"input_tokens":711,"output_tokens":26,"cache_read_tokens":46194,"cache_creation_tokens":null,"tpot_ms":55.84615384615385,"tokens_per_sec":17.90633608815427}},{"message_id":"e4651bfa-4111-4877-b7c8-7ea5fda068f4","node_id":76,"role":"tool","content":"\n 1|import asyncio\n 2|\n 3|from twscrape import API\n 4|\n 5|\n 6|async def main():\n 7| api = API()\n 8| username = \"sama\"\n 9|\n 10| info = await api.user_about(username)\n 11| print(info.dict() if info else \"Not found\")\n 12|\n 13|\n 14|if __name__ == \"__main__\":\n 15| asyncio.run(main())\n","created_at":"2026-06-20T21:28:06.211745Z","finish_reason":null,"metrics":null},{"message_id":"d64a26b8-bb60-4362-a5b2-2d1647d23183","node_id":78,"role":"assistant","content":"I've cloned the repo and traced through the code. Here's how **twscrape** works:\n\n## Overview\n\n`twscrape` is an async Python library + CLI that scrapes X/Twitter by hitting its private **GraphQL endpoints** (the same ones the web app uses). It runs on a pool of your own X accounts, rotates them when rate-limited, and returns either parsed SNScrape-style models or raw JSON.\n\n## Architecture (layered)\n\n```\nCLI (cli.py) ──► API (api.py) ──► QueueClient (queue_client.py) ──► HttpClient (http.py)\n │ │\n ▼ ▼\n models.py (parse) AccountsPool (accounts_pool.py)\n │\n ▼\n SQLite (db.py)\n```\n\n### 1. Account storage — `accounts_pool.py` + `db.py` + `account.py`\n- All accounts live in a SQLite file (`accounts.db` by default). Schema is migrated on first open (`db.py` v1–v4).\n- An `Account` (`account.py`) holds username/password/email/email_password, **headers**, **cookies** (incl. `auth_token` + `ct0`), per-queue **locks** (JSON map of `queue → unlock_time`), per-queue **stats** (request counts), proxy, MFA secret, error_msg.\n- Two ways to add accounts:\n - **Cookies** (preferred): `add_account_cookies(username, \"auth_token=xxx; ct0=yyy\")`. If `ct0` is present the account is immediately marked `active=True` — no login flow needed.\n - **Username/password**: `add_accounts file.txt username:password:email:email_password` then `login_accounts` runs the OAuth-style flow.\n\n### 2. Login flow — `login.py`\nImplements X's \"flow\" login (`https://api.x.com/1.1/onboarding/task.json?flow_name=login`):\n1. Get guest token from `/1.1/guest/activate.json`\n2. POST flow init → walk `subtasks` list (`LoginEnterUserIdentifierSSO` → `LoginEnterPassword` → `LoginJsInstrumentationSubtask` → `AccountDuplicationCheck` → `LoginAcid` (email code) → `LoginSuccessSubtask`).\n3. Email verification code is fetched automatically via **IMAP** (`imap.py`) or entered manually with `--manual`.\n4. On success, `ct0` cookie + CSRF header are saved; account marked active.\n\n### 3. Account pool / locking — `accounts_pool.py`\n- `get_for_queue(queue)`: SQL picks an `active` account whose lock for that queue is NULL or in the past, then atomically locks it for 15 min via `json_set(locks, '$.QueueName', datetime('now','+15 minutes'))`. Uses SQLite `RETURNING *` on 3.35+, otherwise a `_tx` UUID trick.\n- `get_for_queue_or_wait`: loops with `asyncio.sleep(5)` until one frees up (or raises `NoAccountError` if `TWS_RAISE_WHEN_NO_ACCOUNT=1`).\n- `lock_until` / `unlock` / `mark_inactive` update the row when a request finishes.\n\n### 4. HTTP backend — `http.py`\n- Pluggable: **httpx** (default) or **curl-cffi** (set `TWS_HTTP_BACKEND=curl`, install `twscrape[curl]`) for browser-like TLS fingerprinting.\n- `Account.make_client()` builds the client with the bearer token (hardcoded web-app token in `account.py:TOKEN`), `x-csrf-token = ct0`, `user-agent` resolved from `fake-useragent` seeded by hash of username (so each account keeps a stable UA), and proxy resolution priority: `api.proxy` > `TWS_PROXY` env > account proxy.\n\n### 5. Anti-bot: `x-client-transaction-id` — `xclid.py`\nX requires a per-request `x-client-transaction-id` header derived from JS bundles. `XClIdGen` scrapes the x.com homepage, downloads the script chunks, extracts a key + animation frames, and computes the ID via the same algorithm the web client uses. `XClIdGenStore` caches one per username and regenerates on 404 (see issue #248).\n\n### 6. Request orchestration — `queue_client.py`\n`QueueClient` is an async context manager (`async with QueueClient(pool, queue, ...) as client:`):\n- `__aenter__` → grabs a locked account from the pool, builds its `HttpClient`.\n- `req()` loop:\n - Sends request via `Ctx.req()` which sets the `x-client-transaction-id` header.\n - `_check_rep()` inspects the response:\n - HTML 4xx with `cf-ray` → Cloudflare block → `AbortReqError`\n - `x-rate-limit-remaining: 0` → lock account until `x-rate-limit-reset`, retry with another account (`HandledError`)\n - Error codes `88`, `326`, `32`, or 403 OK → mark account inactive (banned/expired)\n - Code `131` internal error → abort; `336` features null → hard exit (tells dev to update features)\n - `HandledError` → loop continues with a new account; `AbortReqError` → returns `None`; `NetworkError` → retry same account; `ConnectError`/unknown → retry up to 3× then lock 15 min.\n- `__aexit__` → `_close_ctx` either unlocks the account, locks it until a reset time, or marks it inactive.\n\n### 7. API surface — `api.py`\n- `GQL_FEATURES` is a big dict of feature flags copied from x.com (must be kept in sync with the web client or X returns `336` errors).\n- `OP_*` constants are `queryId/OperationName` pairs (regenerated by `scripts/update_gql_ops.py`).\n- Two helpers:\n - `_gql_item(op, kv, ft)` — single request (e.g. `user_by_login`, `tweet_details`).\n - `_gql_items(op, kv, ft, limit, cursor_type)` — async generator that paginates timelines via `cursor` until `limit` reached or no cursor. Filters out `cursor-`, `messageprompt-`, `module-`, `who-to-follow-` entries. Tolerates up to 3 empty pages in a row before stopping.\n- Each endpoint has a `_raw` variant (yields `Response`) and a parsed variant that runs the JSON through `models.py` (`parse_tweets`, `parse_users`, `parse_community`, `parse_trends`, …). Parsed models are SNScrape-compatible dataclasses with `.dict()` / `.json()`.\n- `gather()` (`utils.py`) is just a convenience that collects an async generator into a list.\n- All generators are wrapped in `contextlib.aclosing` so breaking early releases the account lock promptly.\n\n### 8. CLI — `cli.py`\nargparse-based. `twscrape [args] [--raw] [--limit=N] [--db=FILE]`. For data commands it dynamically calls `api.` or `api._raw` and prints JSON Lines. Account-management commands (`add_accounts`, `add_cookie`, `login_accounts`, `relogin`, `accounts`, `stats`, `reset_locks`, `delete_inactive`, `del_accounts`) call the pool directly.\n\n### 9. Telemetry — `telemetry.py`\nSends anonymous events (GraphQL op name + HTTP backend + source) on shutdown. Disabled via `TWS_TELEMETRY=0`. No cookies/queries/URLs are sent.\n\n## End-to-end flow for `twscrape search \"elon musk\" --limit=20`\n\n1. CLI builds `API(AccountsPool(\"accounts.db\"))`, calls `api.search(\"elon musk\", limit=20)`.\n2. `search` → `search_raw` → `_gql_items(OP_SearchTimeline, {rawQuery, count:20, product:\"Latest\"}, limit=20)`.\n3. `_gql_items` opens a `QueueClient` for queue `\"SearchTimeline\"`.\n4. QueueClient asks pool for an unlocked active account → gets one, locks it 15 min, builds an `HttpClient` with that account's cookies/headers/proxy.\n5. Each page: build `variables`+`features` params, GET `https://x.com/i/api/graphql//SearchTimeline`, attach `x-client-transaction-id` from `XClIdGen`.\n6. `_check_rep` validates rate limits / bans; on rate-limit it locks the account until reset and the loop grabs another.\n7. Entries are filtered, cursor extracted; `parse_tweets` turns each `tweetResult` into a `Tweet` model.\n8. Yields tweets until `limit` hit or cursor exhausted; context exit unlocks the account.\n9. CLI prints each tweet as one JSON line.\n\n## Key files reference\n- — endpoints, GraphQL ops, features dict\n- — request loop, rate-limit/ban handling\n- — account locking in SQLite\n- — X login flow + IMAP code retrieval\n- — httpx / curl-cffi backends\n- — `x-client-transaction-id` generator\n- — SNScrape-compatible parsers\n- — SQLite migrations + locked execute/fetch helpers\n\nWant me to dig deeper into any specific part (e.g. the `x-client-transaction-id` algorithm, the parsers, or run the test suite)?","tool_calls":[],"thinking":"I have enough understanding now. Let me write up a summary of how twscrape works.","created_at":"2026-06-20T21:28:43.399570Z","finish_reason":"stop","metrics":{"ttft_ms":2317,"total_time_ms":37187,"input_tokens":6278,"output_tokens":2286,"cache_read_tokens":40811,"cache_creation_tokens":null,"tpot_ms":15.253718285214347,"tokens_per_sec":65.55778606251793}},{"message_id":"edb960e4-2dbd-433c-bc2a-1d22106b9ce4","node_id":79,"role":"user","content":"run it to get the list of who @sdand is following","created_at":"2026-06-20T21:29:15.598578Z","finish_reason":null,"metrics":null},{"message_id":"659bb7b0-b947-4854-86c9-5f325d0503c1","node_id":81,"role":"assistant","content":"","tool_calls":[{"id":"chatcmpl-tool-bec5e9dd7f6e0138","name":"exec","arguments":{"command":"cd /Users/root1/Downloads/utilities/twscrape && ls -la accounts.db 2>/dev/null; pip show twscrape 2>/dev/null | head -3; which twscrape 2>/dev/null; python3 -c \"import twscrape; print(twscrape.__file__)\" 2>&1 | head -3"}}],"thinking":"The user wants me to run twscrape to get the list of who @sdand is following. This requires actual X/Twitter accounts to be set up with cookies. I don't have any accounts configured, and this would require the user's own X account credentials/cookies.\n\nLet me check if there's any existing accounts.db or setup, but realistically this requires the user to provide their own X account cookies. I should explain this rather than attempting something that won't work.\n\nLet me first check if there's any existing setup, then explain what's needed.","created_at":"2026-06-20T21:29:24.272098Z","finish_reason":"tool_calls","metrics":{"ttft_ms":5482,"total_time_ms":8672,"input_tokens":35292,"output_tokens":201,"cache_read_tokens":14043,"cache_creation_tokens":null,"tpot_ms":15.870646766169154,"tokens_per_sec":63.009404388714735}},{"message_id":"b75f6ca5-a3b1-4464-8040-0e1d87652f05","node_id":82,"role":"tool","content":"Output from command in shell de9460:\nTraceback (most recent call last):\n File \"\", line 1, in \n File \"/Users/root1/Downloads/utilities/twscrape/twscrape/__init__.py\", line 2, in \n\n\nExit code: 0","created_at":"2026-06-20T21:29:24.636906Z","finish_reason":null,"metrics":null},{"message_id":"931f9814-f7f8-4da0-80ff-3f10acb254bb","node_id":84,"role":"assistant","content":"","tool_calls":[{"id":"chatcmpl-tool-b196f465bc6dc4cf","name":"exec","arguments":{"command":"cd /Users/root1/Downloads/utilities/twscrape && python3 -c \"import twscrape; print(twscrape.__file__)\" 2>&1 | tail -10"}}],"created_at":"2026-06-20T21:29:27.350568Z","finish_reason":"tool_calls","metrics":{"ttft_ms":null,"total_time_ms":2712,"input_tokens":273,"output_tokens":51,"cache_read_tokens":49334,"cache_creation_tokens":null,"tpot_ms":53.1764705882353,"tokens_per_sec":18.805309734513276}},{"message_id":"24b11171-0921-4b3d-bafb-05827e4fcaad","node_id":85,"role":"tool","content":"Output from command in shell d424db:\nTraceback (most recent call last):\n File \"\", line 1, in \n File \"/Users/root1/Downloads/utilities/twscrape/twscrape/__init__.py\", line 2, in \n from .account import Account\n File \"/Users/root1/Downloads/utilities/twscrape/twscrape/account.py\", line 8, in \n from .http import HttpClient\n File \"/Users/root1/Downloads/utilities/twscrape/twscrape/http.py\", line 7, in \n from fake_useragent import UserAgent\nModuleNotFoundError: No module named 'fake_useragent'\n\nExit code: 1","created_at":"2026-06-20T21:29:27.423603Z","finish_reason":null,"metrics":null},{"message_id":"0e5d0927-1142-458b-bcff-28db2e271807","node_id":87,"role":"assistant","content":"Dependencies aren't installed. Let me install the package first.","tool_calls":[{"id":"chatcmpl-tool-8d6a0a2fe043dd1b","name":"exec","arguments":{"command":"cd /Users/root1/Downloads/utilities/twscrape && pip install -e . 2>&1 | tail -15"}}],"thinking":"Dependencies aren't installed. Let me install them. But more importantly, this requires actual X account cookies to work. I can't actually scrape X without the user's account credentials. Let me install the package and then explain what's needed.\n\nActually, let me think about this. The user wants me to run it. I should:\n1. Install dependencies\n2. Try to run it\n3. It will fail because no accounts are configured\n4. Explain that they need to provide cookies\n\nLet me install first.","created_at":"2026-06-20T21:29:34.230187Z","finish_reason":"tool_calls","metrics":{"ttft_ms":3014,"total_time_ms":6805,"input_tokens":215,"output_tokens":154,"cache_read_tokens":49606,"cache_creation_tokens":null,"tpot_ms":24.616883116883116,"tokens_per_sec":40.622527037720914}},{"message_id":"a29a8217-3470-46fb-a12e-258813490731","node_id":88,"role":"tool","content":"Output from command in shell 01b819:\n… (30 lines truncated)\nDownloading fake_useragent-2.2.0-py3-none-any.whl (161 kB)\nDownloading py_machineid-1.0.0-py3-none-any.whl (4.9 kB)\nDownloading pyotp-2.10.0-py3-none-any.whl (13 kB)\nBuilding wheels for collected packages: twscrape\n Building editable for twscrape (pyproject.toml): started\n Building editable for twscrape (pyproject.toml): finished with status 'done'\n Created wheel for twscrape: filename=twscrape-0.19.0-py3-none-any.whl size=6363 sha256=e7c5d19990f38445917024522adec93a1810f00b869ba7a09996aad7b5b99b8e\n Stored in directory: /private/var/folders/d9/mzhyr7lx6xbf236j5ll9v_300000gn/T/pip-ephem-wheel-cache-9y7bxb5q/wheels/4a/c7/8e/511742414956db5e6ad81209adfbcd30c341bbe8a9e85d5b28\nSuccessfully built twscrape\nInstalling collected packages: py-machineid, pyotp, fake-useragent, aiosqlite, twscrape\n\nSuccessfully installed aiosqlite-0.22.1 fake-useragent-2.2.0 py-machineid-1.0.0 pyotp-2.10.0 twscrape-0.19.0\n\n[notice] A new release of pip is available: 26.1 -> 26.1.2\n[notice] To update, run: pip install --upgrade pip\n\nExit code: 0\n\n`| tail -15` was parsed out (15 of 45 total lines shown).\n\nFull output written to: /var/folders/d9/mzhyr7lx6xbf236j5ll9v_300000gn/T/devin-overflows-501/f55c416f/content.txt\n","created_at":"2026-06-20T21:29:37.565939Z","finish_reason":null,"metrics":null},{"message_id":"439c42a3-f9b3-46f0-9e18-391229a3fc5d","node_id":90,"role":"assistant","content":"","tool_calls":[{"id":"chatcmpl-tool-8c577e37035fc80b","name":"exec","arguments":{"command":"cd /Users/root1/Downloads/utilities/twscrape && twscrape accounts 2>&1 | tail -20"}}],"created_at":"2026-06-20T21:29:39.998588Z","finish_reason":"tool_calls","metrics":{"ttft_ms":null,"total_time_ms":2431,"input_tokens":648,"output_tokens":36,"cache_read_tokens":49820,"cache_creation_tokens":null,"tpot_ms":67.52777777777777,"tokens_per_sec":14.808720691073631}},{"message_id":"efb125ce-505e-40c0-bd9e-37a7b4f81792","node_id":91,"role":"tool","content":"Output from command in shell 41e0c6:\n2026-06-20 14:29:40.259 | INFO | twscrape.db:migrate:96 - Running migration to v1\n2026-06-20 14:29:40.260 | INFO | twscrape.db:migrate:96 - Running migration to v2\n2026-06-20 14:29:40.261 | INFO | twscrape.db:migrate:96 - Running migration to v3\n2026-06-20 14:29:40.261 | INFO | twscrape.db:migrate:96 - Running migration to v4\n\nExit code: 0","created_at":"2026-06-20T21:29:40.280514Z","finish_reason":null,"metrics":null},{"message_id":"9cb91876-006c-4d45-ac7d-39f20fefffd5","node_id":93,"role":"assistant","content":"The package is installed and the DB is initialized, but there are no accounts in the pool. twscrape requires an authorized X/Twitter account to make any API call — it has no anonymous mode. I can't proceed without you providing credentials.\n\nTo get the following list for `@sdand`, the flow would be:\n1. Add an X account via cookies → `twscrape add_cookie \"auth_token=xxx; ct0=yyy\"`\n2. Resolve `@sdand` to a numeric user_id → `twscrape user_by_login sdand`\n3. Fetch following → `twscrape following --limit=N`\n\nTo get the cookies:\n- Open x.com in a browser, log in\n- DevTools (F12) → Application → Cookies → `https://x.com`\n- Copy the values of `auth_token` and `ct0`","tool_calls":[{"id":"chatcmpl-tool-ac69cd9737f279a8","name":"ask_user_question","arguments":{"questions":[{"question":"How do you want to provide X account credentials so I can run the scrape?","header":"Auth method","options":[{"label":"Paste cookies","description":"You paste auth_token and ct0 cookie values here; I'll add them via twscrape add_cookie and run the scrape."},{"label":"Username/password","description":"You provide username/password/email; I'll run the login flow (may require email verification code)."},{"label":"Skip — explain only","description":"Don't run anything; just show me the exact commands to run myself."}]}]}}],"thinking":"The DB is initialized but there are no accounts. I need cookies to actually scrape. Let me first get the user_id for @sdand - actually I can't even do that without an account. twscrape requires authorized X accounts to make any API call.\n\nI should explain to the user that I need them to provide X account cookies to proceed. Let me also note that `following` requires a user_id (numeric), not a username, so the flow would be:\n1. Add cookies for an account\n2. `twscrape user_by_login sdand` to get the numeric user_id\n3. `twscrape following --limit=N`\n\nBut I can't do any of this without cookies. Let me ask the user.","created_at":"2026-06-20T21:29:58.938101Z","finish_reason":"tool_calls","metrics":{"ttft_ms":10180,"total_time_ms":18657,"input_tokens":193,"output_tokens":483,"cache_read_tokens":50467,"cache_creation_tokens":null,"tpot_ms":17.55072463768116,"tokens_per_sec":56.97770437654831}},{"message_id":"ef482d78-137e-4121-a86c-c3b0f89d4f64","node_id":94,"role":"tool","content":"User answered your questions:\n{\n \"How do you want to provide X account credentials so I can run the scrape?\": {\n \"selected\": [\n \"Paste cookies\"\n ]\n }\n}","created_at":"2026-06-20T21:30:15.038531Z","finish_reason":null,"metrics":null},{"message_id":"7b0c3ae2-e529-473f-bd9d-c621e9f16505","node_id":95,"role":"user","content":"open a chrome window, get my cookies","created_at":"2026-06-20T21:30:22.115064Z","finish_reason":null,"metrics":null},{"message_id":"a2f59d36-6306-4380-a39a-232032c57747","node_id":97,"role":"assistant","content":"","tool_calls":[{"id":"chatcmpl-tool-b69b7a46bc45743e","name":"mcp_list_tools","arguments":{"server_name":"playwright"}}],"thinking":"The user wants me to open Chrome and get their cookies. I have a Playwright MCP server available. Let me check what tools it has.","created_at":"2026-06-20T21:30:24.666473Z","finish_reason":"tool_calls","metrics":{"ttft_ms":1256,"total_time_ms":2550,"input_tokens":1488,"output_tokens":45,"cache_read_tokens":49335,"cache_creation_tokens":null,"tpot_ms":28.755555555555556,"tokens_per_sec":34.7758887171561}},{"message_id":"19d5b7e4-f26e-48a5-ac9c-934f427211be","node_id":98,"role":"tool","content":"[\n {\n \"server_name\": \"playwright\",\n \"tools\": [\n {\n \"name\": \"browser_close\",\n \"description\": \"Close the page\",\n \"inputSchema\": {\n \"$schema\": \"https://json-schema.org/draft/2020-12/schema\",\n \"type\": \"object\",\n \"properties\": {},\n \"additionalProperties\": false\n },\n \"annotations\": {\n \"title\": \"Close browser\",\n \"readOnlyHint\": false,\n \"destructiveHint\": true,\n \"openWorldHint\": true\n }\n },\n {\n \"name\": \"browser_resize\",\n \"description\": \"Resize the browser window\",\n \"inputSchema\": {\n \"$schema\": \"https://json-schema.org/draft/2020-12/schema\",\n \"type\": \"object\",\n \"properties\": {\n \"width\": {\n \"type\": \"number\",\n \"description\": \"Width of the browser window\"\n },\n \"height\": {\n \"type\": \"number\",\n \"description\": \"Height of the browser window\"\n }\n },\n \"required\": [\n \"width\",\n \"height\"\n ],\n \"additionalProperties\": false\n },\n \"annotations\": {\n \"title\": \"Resize browser window\",\n \"readOnlyHint\": false,\n \"destructiveHint\": true,\n \"openWorldHint\": true\n }\n },\n {\n \"name\": \"browser_console_messages\",\n \"description\": \"Returns all console messages\",\n \"inputSchema\": {\n \"$schema\": \"https://json-schema.org/draft/2020-12/schema\",\n \"type\": \"object\",\n \"properties\": {\n \"level\": {\n \"default\": \"info\",\n \"description\": \"Level of the console messages to return. Each level includes the messages of more severe levels. Defaults to \\\"info\\\".\",\n \"type\": \"string\",\n \"enum\": [\n \"error\",\n \"warning\",\n \"info\",\n \"debug\"\n ]\n },\n \"all\": {\n \"description\": \"Return all console messages since the beginning of the session, not just since the last navigation. Defaults to false.\",\n \"type\": \"boolean\"\n },\n \"filename\": {\n \"description\": \"Filename to save the console messages to. If not provided, messages are returned as text.\",\n \"type\": \"string\"\n }\n },\n \"required\": [\n \"level\"\n ],\n \"additionalProperties\": false\n },\n \"annotations\": {\n \"title\": \"Get console messages\",\n \"readOnlyHint\": true,\n \"destructiveHint\": false,\n \"openWorldHint\": true\n }\n },\n {\n \"name\": \"browser_handle_dialog\",\n \"description\": \"Handle a dialog\",\n \"inputSchema\": {\n \"$schema\": \"https://json-schema.org/draft/2020-12/schema\",\n \"type\": \"object\",\n \"properties\": {\n \"accept\": {\n \"type\": \"boolean\",\n \"description\": \"Whether to accept the dialog.\"\n },\n \"promptText\": {\n \"description\": \"The text of the prompt in case of a prompt dialog.\",\n \"type\": \"string\"\n }\n },\n \"required\": [\n \"accept\"\n ],\n \"additionalProperties\": false\n },\n \"annotations\": {\n \"title\": \"Handle a dialog\",\n \"readOnlyHint\": false,\n \"destructiveHint\": true,\n \"openWorldHint\": true\n }\n },\n {\n \"name\": \"browser_evaluate\",\n \"description\": \"Evaluate JavaScript expression on page or element\",\n \"inputSchema\": {\n \"$schema\": \"https://json-schema.org/draft/2020-12/schema\",\n \"type\": \"object\",\n \"properties\": {\n \"element\": {\n \"description\": \"Human-readable element description used to obtain permission to interact with the element\",\n \"type\": \"string\"\n },\n \"target\": {\n \"description\": \"Exact target element reference from the page snapshot, or a unique element selector\",\n \"type\": \"string\"\n },\n \"function\": {\n \"type\": \"string\",\n \"description\": \"() => { /* code */ } or (element) => { /* code */ } when element is provided\"\n },\n \"filename\": {\n \"description\": \"Filename to save the result to. If not provided, result is returned as text.\",\n \"type\": \"string\"\n }\n },\n \"required\": [\n \"function\"\n ],\n \"additionalProperties\": false\n },\n \"annotations\": {\n \"title\": \"Evaluate JavaScript\",\n \"readOnlyHint\": false,\n \"destructiveHint\": true,\n \"openWorldHint\": true\n }\n },\n {\n \"name\": \"browser_file_upload\",\n \"description\": \"Upload one or multiple files\",\n \"inputSchema\": {\n \"$schema\": \"https://json-schema.org/draft/2020-12/schema\",\n \"type\": \"object\",\n \"properties\": {\n \"paths\": {\n \"description\": \"The absolute paths to the files to upload. Can be single file or multiple files. If omitted, file chooser is cancelled.\",\n \"type\": \"array\",\n \"items\": {\n \"type\": \"string\"\n }\n }\n },\n \"additionalProperties\": false\n },\n \"annotations\": {\n \"title\": \"Upload files\",\n \"readOnlyHint\": false,\n \"destructiveHint\": true,\n \"openWorldHint\": true\n }\n },\n {\n \"name\": \"browser_drop\",\n \"description\": \"Drop files or MIME-typed data onto an element, as if dragged from outside the page. At least one of \\\"paths\\\" or \\\"data\\\" must be provided.\",\n \"inputSchema\": {\n \"$schema\": \"https://json-schema.org/draft/2020-12/schema\",\n \"type\": \"object\",\n \"properties\": {\n \"element\": {\n \"description\": \"Human-readable element description used to obtain permission to interact with the element\",\n \"type\": \"string\"\n },\n \"target\": {\n \"type\": \"string\",\n \"description\": \"Exact target element reference from the page snapshot, or a unique element selector\"\n },\n \"paths\": {\n \"description\": \"Absolute paths to files to drop onto the element.\",\n \"type\": \"array\",\n \"items\": {\n \"type\": \"string\"\n }\n },\n \"data\": {\n \"description\": \"Data to drop, as a map of MIME type to string value (e.g. {\\\"text/plain\\\": \\\"hello\\\", \\\"text/uri-list\\\": \\\"https://example.com\\\"}).\",\n \"type\": \"object\",\n \"propertyNames\": {\n \"type\": \"string\"\n },\n \"additionalProperties\": {\n \"type\": \"string\"\n }\n }\n },\n \"required\": [\n \"target\"\n ],\n \"additionalProperties\": false\n },\n \"annotations\": {\n \"title\": \"Drop files or data onto an element\",\n \"readOnlyHint\": false,\n \"destructiveHint\": true,\n \"openWorldHint\": true\n }\n },\n {\n \"name\": \"browser_fill_form\",\n \"description\": \"Fill multiple form fields\",\n \"inputSchema\": {\n \"$schema\": \"https://json-schema.org/draft/2020-12/schema\",\n \"type\": \"object\",\n \"properties\": {\n \"fields\": {\n \"type\": \"array\",\n \"items\": {\n \"type\": \"object\",\n \"properties\": {\n \"element\": {\n \"description\": \"Human-readable element description used to obtain permission to interact with the element\",\n \"type\": \"string\"\n },\n \"target\": {\n \"type\": \"string\",\n \"description\": \"Exact target element reference from the page snapshot, or a unique element selector\"\n },\n \"name\": {\n \"type\": \"string\",\n \"description\": \"Human-readable field name\"\n },\n \"type\": {\n \"type\": \"string\",\n \"enum\": [\n \"textbox\",\n \"checkbox\",\n \"radio\",\n \"combobox\",\n \"slider\"\n ],\n \"description\": \"Type of the field\"\n },\n \"value\": {\n \"type\": \"string\",\n \"description\": \"Value to fill in the field. If the field is a checkbox, the value should be `true` or `false`. If the field is a combobox, the value should be the text of the option.\"\n }\n },\n \"required\": [\n \"target\",\n \"name\",\n \"type\",\n \"value\"\n ],\n \"additionalProperties\": false\n },\n \"description\": \"Fields to fill in\"\n }\n },\n \"required\": [\n \"fields\"\n ],\n \"additionalProperties\": false\n },\n \"annotations\": {\n \"title\": \"Fill form\",\n \"readOnlyHint\": false,\n \"destructiveHint\": true,\n \"openWorldHint\": true\n }\n },\n {\n \"name\": \"browser_press_key\",\n \"description\": \"Press a key on the keyboard\",\n \"inputSchema\": {\n \"$schema\": \"https://json-schema.org/draft/2020-12/schema\",\n \"type\": \"object\",\n \"properties\": {\n \"key\": {\n \"type\": \"string\",\n \"description\": \"Name of the key to press or a character to generate, such as `ArrowLeft` or `a`\"\n }\n },\n … (17 chars truncated)\n… (495 lines truncated)\n\nFull output written to: /var/folders/d9/mzhyr7lx6xbf236j5ll9v_300000gn/T/devin-overflows-501/8e54642b/content.txt\n","created_at":"2026-06-20T21:30:25.593543Z","finish_reason":null,"metrics":null},{"message_id":"a7eb0bc4-a681-44cf-978d-d51c01b73006","node_id":100,"role":"assistant","content":"","tool_calls":[{"id":"chatcmpl-tool-b9619d2b73002e7c","name":"mcp_call_tool","arguments":{"server_name":"playwright","tool_name":"browser_navigate","arguments":{"url":"https://x.com"}}}],"thinking":"Let me look at the navigation tool to open x.com.","created_at":"2026-06-20T21:30:27.979424Z","finish_reason":"tool_calls","metrics":{"ttft_ms":1109,"total_time_ms":2385,"input_tokens":2157,"output_tokens":51,"cache_read_tokens":50822,"cache_creation_tokens":null,"tpot_ms":25.019607843137255,"tokens_per_sec":39.96865203761755}},{"message_id":"32abbfda-38da-47a8-a33c-7811a154ff91","node_id":101,"role":"tool","content":"[\n {\n \"type\": \"text\",\n \"text\": \"### Ran Playwright code\\n```js\\nawait page.goto('https://x.com');\\n```\\n### Page\\n- Page URL: https://x.com/\\n- Page Title: X. It’s what’s happening / X\\n- Console: 4 errors, 0 warnings\\n### Snapshot\\n- [Snapshot](.playwright-mcp/page-2026-06-20T21-30-32-710Z.yml)\\n### Events\\n- New console entries: .playwright-mcp/console-2026-06-20T21-30-28-567Z.log#L1-L5\"\n }\n]","created_at":"2026-06-20T21:30:32.712890Z","finish_reason":null,"metrics":null},{"message_id":"fd118b3a-964a-47e1-bf11-719696b59ebd","node_id":103,"role":"assistant","content":"","tool_calls":[{"id":"chatcmpl-tool-882ac9441e42986f","name":"mcp_call_tool","arguments":{"server_name":"playwright","tool_name":"browser_evaluate","arguments":{"function":"() => { const get = name => { const m = document.cookie.match(new RegExp('(?:^|; )' + name + '=([^;]*)')); return m ? m[1] : null; }; return JSON.stringify({ auth_token: get('auth_token'), ct0: get('ct0'), all: document.cookie }); }"}}}],"created_at":"2026-06-20T21:30:34.931481Z","finish_reason":"tool_calls","metrics":{"ttft_ms":null,"total_time_ms":2217,"input_tokens":206,"output_tokens":103,"cache_read_tokens":52978,"cache_creation_tokens":null,"tpot_ms":21.524271844660195,"tokens_per_sec":46.45917907081642}},{"message_id":"1fe0e451-25c3-443c-b04e-a569f410058d","node_id":104,"role":"tool","content":"[\n {\n \"type\": \"text\",\n \"text\": \"### Result\\n\\\"{\\\\\\\"auth_token\\\\\\\":null,\\\\\\\"ct0\\\\\\\":null,\\\\\\\"all\\\\\\\":\\\\\\\"guest_id_marketing=v1%3A178199102867874044; guest_id_ads=v1%3A178199102867874044; guest_id=v1%3A178199102867874044; personalization_id=\\\\\\\\\\\\\\\"v1_Q9jjt29PAaQDobTNvcmFTA==\\\\\\\\\\\\\\\"; gt=2068446415253053521; __cuid=fccc28f2-e96d-4c1e-ad62-77857aa1ba21; __cuid=fccc28f2-e96d-4c1e-ad62-77857aa1ba21; g_state={\\\\\\\\\\\\\\\"i_l\\\\\\\\\\\\\\\":0,\\\\\\\\\\\\\\\"i_ll\\\\\\\\\\\\\\\":1781991032766,\\\\\\\\\\\\\\\"i_b\\\\\\\\\\\\\\\":\\\\\\\\\\\\\\\"L4cainl5fHw/v24FK1aMfVYQ0Msf9IaM9zZACZ8oCw4\\\\\\\\\\\\\\\",\\\\\\\\\\\\\\\"i_e\\\\\\\\\\\\\\\":{\\\\\\\\\\\\\\\"enable_itp_optimization\\\\\\\\\\\\\\\":24},\\\\\\\\\\\\\\\"i_et\\\\\\\\\\\\\\\":1781991032766}\\\\\\\"}\\\"\\n### Ran Playwright code\\n```js\\nawait page.evaluate('() => { const get = name => { const m = document.cookie.match(new RegExp(\\\\'(?:^|; )\\\\' + name + \\\\'=([^;]*)\\\\')); return m ? m[1] : null; }; return JSON.stringify({ auth_token: get(\\\\'auth_token\\\\'), ct0: get(\\\\'ct0\\\\'), all: document.cookie }); }');\\n```\\n### Page\\n- Page URL: https://x.com/\\n- Page Title: X. It’s what’s happening / X\\n- Console: 5 errors, 1 warnings\\n### Events\\n- New console entries: .playwright-mcp/console-2026-06-20T21-30-28-567Z.log#L6-L7\"\n }\n]","created_at":"2026-06-20T21:30:35.469002Z","finish_reason":null,"metrics":null},{"message_id":"6b322607-9d2a-4927-84b9-fd17ac68664c","node_id":106,"role":"assistant","content":"The browser opened x.com but you're not logged in — only guest cookies are present (no `auth_token` or `ct0`). You need to sign in first. Let me show you the page so you can log in.","tool_calls":[{"id":"chatcmpl-tool-a37ddcf02ad0e7a0","name":"mcp_call_tool","arguments":{"server_name":"playwright","tool_name":"browser_snapshot","arguments":{}}}],"thinking":"The browser opened x.com but you're not logged in — only guest cookies are present, no `auth_token` or `ct0`. I need you to log in. Let me take a snapshot to see the current state and find the login button.","created_at":"2026-06-20T21:30:37.909219Z","finish_reason":"tool_calls","metrics":{"ttft_ms":1166,"total_time_ms":2439,"input_tokens":599,"output_tokens":128,"cache_read_tokens":53183,"cache_creation_tokens":null,"tpot_ms":9.9453125,"tokens_per_sec":100.54988216810685}},{"message_id":"31b363b8-9672-4d70-a1d2-a49d533affcd","node_id":107,"role":"tool","content":"[\n {\n \"type\": \"text\",\n \"text\": \"### Page\\n- Page URL: https://x.com/i/jf/onboarding/web#/s/passkey_1fa_auth/r-rflv6\\n- Page Title: X - The Everything App / X\\n- Console: 5 errors, 1 warnings\\n### Snapshot\\n```yaml\\n- generic [ref=e2]:\\n - generic:\\n - generic:\\n - generic:\\n - generic:\\n - generic:\\n - generic:\\n - dialog:\\n - group [active] [ref=e112]:\\n - dialog [ref=e114]:\\n - generic [ref=e119]:\\n - button [ref=e122] [cursor=pointer]:\\n - img [ref=e125]\\n - generic [ref=e127]:\\n - img [ref=e132]\\n - generic [ref=e137]:\\n - generic [ref=e138]:\\n - paragraph [ref=e140]: Sign in with passkey\\n - paragraph [ref=e142]: Use your passkey to sign in instantly.\\n - img \\\"Loading spinner\\\" [ref=e148]\\n - main [ref=e4]:\\n - generic [ref=e6]:\\n - generic [ref=e7]:\\n - generic [ref=e9]:\\n - heading \\\"Happening now.\\\" [level=1] [ref=e10]\\n - generic [ref=e14]:\\n - generic [ref=e15]:\\n - button \\\"Continue with phone\\\" [ref=e16] [cursor=pointer]:\\n - generic [ref=e18]:\\n - img [ref=e20]\\n - paragraph [ref=e23]: Continue with phone\\n - iframe [ref=e111]:\\n - button \\\"Continue with Google. Opens in new tab\\\" [ref=f2e3] [cursor=pointer]:\\n - generic [ref=f2e5]:\\n - img [ref=f2e7]\\n - generic [ref=f2e14]: Continue with Google\\n - button \\\"Continue with Apple\\\" [ref=e37] [cursor=pointer]:\\n - generic [ref=e39]:\\n - img [ref=e41]\\n - paragraph [ref=e44]: Continue with Apple\\n - paragraph [ref=e48]: or\\n - generic [ref=e51]:\\n - generic: Email or username\\n - textbox \\\"Email or username\\\" [ref=e52]: aidentothe\\n - textbox\\n - button \\\"Continue\\\" [ref=e153] [cursor=pointer]:\\n - paragraph [ref=e157]: Continue\\n - paragraph [ref=e60]:\\n - text: By continuing, you agree to our\\n - link \\\"Terms of Service\\\" [ref=e61] [cursor=pointer]:\\n - /url: https://x.com/tos\\n - text: \\\",\\\"\\n - link \\\"Privacy Policy\\\" [ref=e62] [cursor=pointer]:\\n - /url: https://x.com/privacy\\n - text: and\\n - link \\\"Cookie Use\\\" [ref=e63] [cursor=pointer]:\\n - /url: https://help.x.com/rules-and-policies/twitter-cookies\\n - text: .\\n - img [ref=e65]\\n - navigation \\\"Footer\\\" [ref=e69]:\\n - generic [ref=e70]:\\n - link \\\"About\\\" [ref=e71] [cursor=pointer]:\\n - /url: https://about.x.com\\n - generic [ref=e72]: ·\\n - generic [ref=e73]:\\n - link \\\"Get App\\\" [ref=e74] [cursor=pointer]:\\n - /url: https://help.x.com/using-x/download-the-x-app\\n - generic [ref=e75]: ·\\n - generic [ref=e76]:\\n - link \\\"Grok\\\" [ref=e77] [cursor=pointer]:\\n - /url: https://grok.com/\\n - generic [ref=e78]: ·\\n - generic [ref=e79]:\\n - link \\\"Help\\\" [ref=e80] [cursor=pointer]:\\n - /url: https://help.x.com\\n - generic [ref=e81]: ·\\n - generic [ref=e82]:\\n - link \\\"Terms\\\" [ref=e83] [cursor=pointer]:\\n - /url: https://x.com/tos\\n - generic [ref=e84]: ·\\n - generic [ref=e85]:\\n - link \\\"Privacy\\\" [ref=e86] [cursor=pointer]:\\n - /url: https://x.com/privacy\\n - generic [ref=e87]: ·\\n - generic [ref=e88]:\\n - link \\\"Cookies\\\" [ref=e89] [cursor=pointer]:\\n - /url: https://support.x.com/articles/20170514\\n - generic [ref=e90]: ·\\n - generic [ref=e91]:\\n - link \\\"Careers\\\" [ref=e92] [cursor=pointer]:\\n - /url: https://careers.x.com\\n - generic [ref=e93]: ·\\n - generic [ref=e94]:\\n - link \\\"Ads & Business\\\" [ref=e95] [cursor=pointer]:\\n - /url: https://business.x.com/advertising?ref=gl-tw-tw-twitter-advertise\\n - generic [ref=e96]: ·\\n - generic [ref=e97]:\\n - link \\\"Developers\\\" [ref=e98] [cursor=pointer]:\\n - /url: https://developer.x.com\\n - generic [ref=e99]: ·\\n - generic [ref=e100]:\\n - link \\\"News\\\" [ref=e101] [cursor=pointer]:\\n - /url: https://x.com/i/jf/stories/home\\n - generic [ref=e102]: ·\\n - generic [ref=e103]:\\n - link \\\"US TIDA\\\" [ref=e104] [cursor=pointer]:\\n - /url: https://help.x.com/rules-and-policies/us-tida\\n - generic [ref=e105]: ·\\n - generic [ref=e106]:\\n - link \\\"Accessibility\\\" [ref=e107] [cursor=pointer]:\\n - /url: https://help.x.com/resources/accessibility\\n - generic [ref=e108]: ·\\n - generic [ref=e109]: © 2026 X Corp.\\n```\"\n }\n]","created_at":"2026-06-20T21:30:37.920216Z","finish_reason":null,"metrics":null},{"message_id":"93d3388d-3fa2-48ed-b67d-06309b753687","node_id":109,"role":"assistant","content":"The page jumped to a passkey sign-in flow and there's a username `aidentothe` already filled in. A passkey prompt is loading. Let me wait a moment and check the state.","tool_calls":[{"id":"chatcmpl-tool-916c7272a15bb024","name":"exec","arguments":{"command":"sleep 4"}}],"thinking":"Interesting — the page navigated to a passkey auth flow and there's already a username \"aidentothe\" prefilled in the email/username field. It looks like the browser may have a saved session or is partway through a flow. There's a \"Sign in with passkey\" dialog with a loading spinner.\n\nLet me wait a moment and see what happens with the passkey flow. Actually, it seems like the browser is trying to use a passkey. This may require user interaction (biometric/device approval). Let me take another snapshot to see the current state.\n\nActually, I notice the username field shows \"aidentothe\" — this might be autofilled. Let me wait and check the state again. The passkey dialog has a loading spinner, so something is in progress.\n\nLet me wait a bit and re-check.","created_at":"2026-06-20T21:30:41.738522Z","finish_reason":"tool_calls","metrics":{"ttft_ms":1410,"total_time_ms":3817,"input_tokens":1612,"output_tokens":228,"cache_read_tokens":53781,"cache_creation_tokens":null,"tpot_ms":10.557017543859649,"tokens_per_sec":94.72372247611135}},{"message_id":"dd755fbb-a9f3-4a42-8c3d-689892175523","node_id":110,"role":"tool","content":"Output from command in shell 35e25e:\n\n\nExit code: 0","created_at":"2026-06-20T21:30:45.760566Z","finish_reason":null,"metrics":null},{"message_id":"85cf9fdb-8fc7-492e-8687-91249c019767","node_id":112,"role":"assistant","content":"","tool_calls":[{"id":"chatcmpl-tool-a0f0a87b36407594","name":"mcp_call_tool","arguments":{"server_name":"playwright","tool_name":"browser_snapshot","arguments":{}}}],"created_at":"2026-06-20T21:30:46.996137Z","finish_reason":"tool_calls","metrics":{"ttft_ms":null,"total_time_ms":1232,"input_tokens":249,"output_tokens":30,"cache_read_tokens":55392,"cache_creation_tokens":null,"tpot_ms":41.06666666666667,"tokens_per_sec":24.350649350649352}},{"message_id":"1b71a05b-d897-4c0b-baec-7968cfe43998","node_id":113,"role":"tool","content":"[\n {\n \"type\": \"text\",\n \"text\": \"### Page\\n- Page URL: https://x.com/i/jf/onboarding/web#/s/login_enter_password/r-knpof\\n- Page Title: X - The Everything App / X\\n- Console: 5 errors, 1 warnings\\n### Snapshot\\n```yaml\\n- generic [ref=e2]:\\n - generic:\\n - generic:\\n - generic:\\n - generic:\\n - generic:\\n - generic:\\n - dialog:\\n - group [ref=e112]:\\n - dialog [ref=e114]:\\n - generic [ref=e160]:\\n - generic [ref=e161]:\\n - button [ref=e164] [cursor=pointer]:\\n - img [ref=e167]\\n - generic [ref=e169]:\\n - img [ref=e174]\\n - generic [ref=e179]:\\n - paragraph [ref=e182]: Login\\n - generic [ref=e184]:\\n - generic [ref=e186]:\\n - generic: Username\\n - textbox \\\"Username\\\" [ref=e187]: aidentothe\\n - generic [ref=e190]:\\n - generic: Password\\n - textbox \\\"Password Hide password\\\" [active] [ref=e191]: Lilychichi12\\n - button \\\"Hide password\\\" [ref=e192] [cursor=pointer]:\\n - img [ref=e193]\\n - button \\\"Forgot password?\\\" [ref=e195] [cursor=pointer]:\\n - paragraph [ref=e197]: Forgot password?\\n - generic [ref=e199]:\\n - button \\\"Continue\\\" [ref=e200] [cursor=pointer]:\\n - paragraph [ref=e204]: Continue\\n - generic [ref=e205]:\\n - generic [ref=e206]:\\n - img [ref=e208]\\n - paragraph [ref=e211]: The password you entered is incorrect.\\n - paragraph [ref=e214]:\\n - text: By continuing, you agree to our\\n - link \\\"Terms of Service\\\" [ref=e215] [cursor=pointer]:\\n - /url: https://x.com/tos\\n - text: \\\",\\\"\\n - link \\\"Privacy Policy\\\" [ref=e216] [cursor=pointer]:\\n - /url: https://x.com/privacy\\n - text: and\\n - link \\\"Cookie Use\\\" [ref=e217] [cursor=pointer]:\\n - /url: https://help.x.com/rules-and-policies/twitter-cookies\\n - text: .\\n - main [ref=e4]:\\n - generic [ref=e6]:\\n - generic [ref=e7]:\\n - generic [ref=e9]:\\n - heading \\\"Happening now.\\\" [level=1] [ref=e10]\\n - generic [ref=e14]:\\n - generic [ref=e15]:\\n - button \\\"Continue with phone\\\" [ref=e16] [cursor=pointer]:\\n - generic [ref=e18]:\\n - img [ref=e20]\\n - paragraph [ref=e23]: Continue with phone\\n - iframe [ref=e111]:\\n - button \\\"Continue with Google. Opens in new tab\\\" [ref=f2e3] [cursor=pointer]:\\n - generic [ref=f2e5]:\\n - img [ref=f2e7]\\n - generic [ref=f2e14]: Continue with Google\\n - button \\\"Continue with Apple\\\" [ref=e37] [cursor=pointer]:\\n - generic [ref=e39]:\\n - img [ref=e41]\\n - paragraph [ref=e44]: Continue with Apple\\n - paragraph [ref=e48]: or\\n - generic [ref=e51]:\\n - generic: Email or username\\n - textbox \\\"Email or username\\\" [ref=e52]: aidentothe\\n - textbox\\n - button \\\"Continue\\\" [ref=e153] [cursor=pointer]:\\n - paragraph [ref=e157]: Continue\\n - paragraph [ref=e60]:\\n - text: By continuing, you agree to our\\n - link \\\"Terms of Service\\\" [ref=e61] [cursor=pointer]:\\n - /url: https://x.com/tos\\n - text: \\\",\\\"\\n - link \\\"Privacy Policy\\\" [ref=e62] [cursor=pointer]:\\n - /url: https://x.com/privacy\\n - text: and\\n - link \\\"Cookie Use\\\" [ref=e63] [cursor=pointer]:\\n - /url: https://help.x.com/rules-and-policies/twitter-cookies\\n - text: .\\n - img [ref=e65]\\n - navigation \\\"Footer\\\" [ref=e69]:\\n - generic [ref=e70]:\\n - link \\\"About\\\" [ref=e71] [cursor=pointer]:\\n - /url: https://about.x.com\\n - generic [ref=e72]: ·\\n - generic [ref=e73]:\\n - link \\\"Get App\\\" [ref=e74] [cursor=pointer]:\\n - /url: https://help.x.com/using-x/download-the-x-app\\n - generic [ref=e75]: ·\\n - generic [ref=e76]:\\n - link \\\"Grok\\\" [ref=e77] [cursor=pointer]:\\n - /url: https://grok.com/\\n - generic [ref=e78]: ·\\n - generic [ref=e79]:\\n - link \\\"Help\\\" [ref=e80] [cursor=pointer]:\\n - /url: https://help.x.com\\n - generic [ref=e81]: ·\\n - generic [ref=e82]:\\n - link \\\"Terms\\\" [ref=e83] [cursor=pointer]:\\n - /url: https://x.com/tos\\n - generic [ref=e84]: ·\\n - generic [ref=e85]:\\n - link \\\"Privacy\\\" [ref=e86] [cursor=pointer]:\\n - /url: https://x.com/privacy\\n - generic [ref=e87]: ·\\n - generic [ref=e88]:\\n - link \\\"Cookies\\\" [ref=e89] [cursor=pointer]:\\n - /url: https://support.x.com/articles/20170514\\n - generic [ref=e90]: ·\\n - generic [ref=e91]:\\n - link \\\"Careers\\\" [ref=e92] [cursor=pointer]:\\n - /url: https://careers.x.com\\n - generic [ref=e93]: ·\\n - generic [ref=e94]:\\n - link \\\"Ads & Business\\\" [ref=e95] [cursor=pointer]:\\n - /url: https://business.x.com/advertising?ref=gl-tw-tw-twitter-advertise\\n - generic [ref=e96]: ·\\n - generic [ref=e97]:\\n - link \\\"Developers\\\" [ref=e98] [cursor=pointer]:\\n - /url: https://developer.x.com\\n - generic [ref=e99]: ·\\n - generic [ref=e100]:\\n - link \\\"News\\\" [ref=e101] [cursor=pointer]:\\n - /url: https://x.com/i/jf/stories/home\\n - generic [ref=e102]: ·\\n - generic [ref=e103]:\\n - link \\\"US TIDA\\\" [ref=e104] [cursor=pointer]:\\n - /url: https://help.x.com/rules-and-policies/us-tida\\n - generic [ref=e105]: ·\\n - generic [ref=e106]:\\n - link \\\"Accessibility\\\" [ref=e107] [cursor=pointer]:\\n - /url: https://help.x.com/resources/accessibility\\n - generic [ref=e108]: ·\\n - generic [ref=e109]: © 2026 X Corp.\\n```\"\n }\n]","created_at":"2026-06-20T21:30:47.012224Z","finish_reason":null,"metrics":null},{"message_id":"beb7e1b2-0c06-4f43-8510-d3e041bab59b","node_id":115,"role":"assistant","content":"The browser autofilled saved credentials, but X is showing \"The password you entered is incorrect.\" I can't log in for you — and I shouldn't be handling your password anyway.\n\nPlease log in yourself in the browser window that's now open. You can:\n- Fix the password and click Continue, or\n- Use a different sign-in method (phone, Google, Apple, passkey)\n\nOnce you're fully logged in and see your X home feed, tell me and I'll extract the `auth_token` and `ct0` cookies.\n\nIf the autofilled password is wrong, you may want to check your password manager or update it after we're done.","tool_calls":[],"thinking":"I need to stop and flag something important. The browser autofilled credentials — username `aidentothe` and password `Lilychichi12` — and the page is now showing \"The password you entered is incorrect.\" \n\nThis is a saved/autofilled credential from the user's browser. I should NOT proceed with trying to use these credentials, and I should not be logging them or repeating them. Actually, they're already displayed in the snapshot output. But I should be careful here.\n\nWait — this is the user's own browser with their own saved credentials, and they asked me to open a Chrome window to get their cookies. The autofill is from their own password manager. The password is showing as incorrect though.\n\nI should not try to log in with potentially incorrect credentials, and I definitely should not be handling the user's password. The right approach here is to let the user handle the login themselves in the browser, then I can extract the cookies once they're logged in.\n\nLet me tell the user the situation: the browser has autofilled credentials but the password is showing as incorrect. They need to log in themselves. I'll wait for them to complete login, then extract cookies.\n\nActually, I should be careful about exposing the password in my response. The snapshot already showed it, but I shouldn't repeat it. Let me just tell the user to log in.","created_at":"2026-06-20T21:30:56.208241Z","finish_reason":"stop","metrics":{"ttft_ms":1632,"total_time_ms":9195,"input_tokens":1839,"output_tokens":418,"cache_read_tokens":55640,"cache_creation_tokens":null,"tpot_ms":18.093301435406698,"tokens_per_sec":55.26907311913262}},{"message_id":"5fe0ba3d-2ca0-4382-bec3-47f6fcb05435","node_id":116,"role":"user","content":"im logged in","created_at":"2026-06-20T21:31:02.772738Z","finish_reason":null,"metrics":null},{"message_id":"3f40f270-d6fd-4a3f-a63c-4a7079f769b3","node_id":118,"role":"assistant","content":"","tool_calls":[{"id":"chatcmpl-tool-85a406e03fad2254","name":"mcp_call_tool","arguments":{"server_name":"playwright","tool_name":"browser_evaluate","arguments":{"function":"() => { const get = name => { const m = document.cookie.match(new RegExp('(?:^|; )' + name + '=([^;]*)')); return m ? decodeURIComponent(m[1]) : null; }; return JSON.stringify({ auth_token: get('auth_token'), ct0: get('ct0') }); }"}}}],"created_at":"2026-06-20T21:31:05.856933Z","finish_reason":"tool_calls","metrics":{"ttft_ms":null,"total_time_ms":3082,"input_tokens":6533,"output_tokens":101,"cache_read_tokens":50823,"cache_creation_tokens":null,"tpot_ms":30.514851485148515,"tokens_per_sec":32.770927968851396}},{"message_id":"4efb1b4e-df5a-4540-8180-dd7ec6583347","node_id":119,"role":"tool","content":"[\n {\n \"type\": \"text\",\n \"text\": \"### Result\\n\\\"{\\\\\\\"auth_token\\\\\\\":null,\\\\\\\"ct0\\\\\\\":\\\\\\\"ab8d49218dc01d34251fafd9ea15a7588819be2cadc9910a5613d439c180b69bc7026f3304a57c67f4eba5cda400f8278921be83fc87daf6344a4b85e6b3140197c85429d9bee4d21ff1053e373ba918\\\\\\\"}\\\"\\n### Ran Playwright code\\n```js\\nawait page.evaluate('() => { const get = name => { const m = document.cookie.match(new RegExp(\\\\'(?:^|; )\\\\' + name + \\\\'=([^;]*)\\\\')); return m ? decodeURIComponent(m[1]) : null; }; return JSON.stringify({ auth_token: get(\\\\'auth_token\\\\'), ct0: get(\\\\'ct0\\\\') }); }');\\n```\\n### Page\\n- Page URL: https://x.com/home\\n- Page Title: Home / X\\n- Console: 3 errors, 0 warnings\\n### Events\\n- New console entries: .playwright-mcp/console-2026-06-20T21-30-28-567Z.log#L8-L11\"\n }\n]","created_at":"2026-06-20T21:31:06.445840Z","finish_reason":null,"metrics":null},{"message_id":"202a32fe-48fd-4a38-9125-1818e383cdfc","node_id":121,"role":"assistant","content":"`auth_token` is HttpOnly so `document.cookie` can't see it. Let me grab it from the browser context directly.","tool_calls":[{"id":"chatcmpl-tool-b5007ac5361ca41f","name":"mcp_call_tool","arguments":{"server_name":"playwright","tool_name":"browser_evaluate","arguments":{"function":"async () => { const cookies = await window.fetch('https://x.com', { method: 'GET', credentials: 'include' }).then(r => r.headers); return 'check'; }"}}}],"thinking":"Got ct0 but auth_token is null. auth_token is set as HttpOnly so document.cookie can't see it. Let me try to get it via the Playwright context cookies API.","created_at":"2026-06-20T21:31:13.172901Z","finish_reason":"tool_calls","metrics":{"ttft_ms":1285,"total_time_ms":6725,"input_tokens":422,"output_tokens":139,"cache_read_tokens":57355,"cache_creation_tokens":null,"tpot_ms":39.13669064748201,"tokens_per_sec":25.551470588235293}},{"message_id":"0dcc1a68-cad0-4e93-a3a6-ad4890679d46","node_id":122,"role":"tool","content":"[\n {\n \"type\": \"text\",\n \"text\": \"### Result\\n\\\"check\\\"\\n### Ran Playwright code\\n```js\\nawait page.evaluate('async () => { const cookies = await window.fetch(\\\\'https://x.com\\\\', { method: \\\\'GET\\\\', credentials: \\\\'include\\\\' }).then(r => r.headers); return \\\\'check\\\\'; }');\\n```\"\n }\n]","created_at":"2026-06-20T21:31:14.484928Z","finish_reason":null,"metrics":null},{"message_id":"e3fb4ca3-2a8a-4258-8a18-c622f0a46b32","node_id":124,"role":"assistant","content":"","tool_calls":[{"id":"chatcmpl-tool-a8e193677c147439","name":"exec","arguments":{"command":"grep -i \"cookie\\|storage\\|session\" /var/folders/d9/mzhyr7lx6xbf236j5ll9v_300000gn/T/devin-overflows-501/8e54642b/content.txt | head -30"}}],"thinking":"I need to get the HttpOnly cookies. Playwright MCP doesn't seem to have a direct cookie API exposed. Let me check the tools list for something like browser_cookies. Let me look at the truncated tools list.","created_at":"2026-06-20T21:31:19.849715Z","finish_reason":"tool_calls","metrics":{"ttft_ms":5091,"total_time_ms":5363,"input_tokens":235,"output_tokens":112,"cache_read_tokens":57776,"cache_creation_tokens":null,"tpot_ms":2.4285714285714284,"tokens_per_sec":411.7647058823529}},{"message_id":"e3aa949d-6323-4c6c-a4e0-de6bff3e18bf","node_id":125,"role":"tool","content":"Output from command in shell 9c07f1:\n \"description\": \"Return all console messages since the beginning of the session, not just since the last navigation. Defaults to false.\",\n\nExit code: 0","created_at":"2026-06-20T21:31:19.862270Z","finish_reason":null,"metrics":null},{"message_id":"c38c764a-1000-4d1d-af6d-d72e5dc9f96f","node_id":127,"role":"assistant","content":"I have `ct0` but `auth_token` is HttpOnly. Rather than extracting it, I'll use the browser's authenticated session directly to call X's GraphQL API — the cookies get attached automatically. Let me fetch `@sdand`'s user ID first, then their following.","tool_calls":[{"id":"chatcmpl-tool-99e263b5c1b71cba","name":"mcp_call_tool","arguments":{"server_name":"playwright","tool_name":"browser_evaluate","arguments":{"function":"async () => { const ct0 = document.cookie.match(/ct0=([^;]+)/)[1]; const variables = encodeURIComponent(JSON.stringify({screen_name:'sdand',withSafetyModeUserFields:true})); const features = encodeURIComponent(JSON.stringify({highlights_tweets_tab_ui_enabled:true,hidden_profile_likes_enabled:true,creator_subscriptions_tweet_preview_api_enabled:true,hidden_profile_subscriptions_enabled:true,subscriptions_verification_info_verified_since_enabled:true,subscriptions_verification_info_is_identity_verified_enabled:false,responsive_web_twitter_article_notes_tab_enabled:false,subscriptions_feature_can_gift_premium:false,profile_label_improvements_pcf_label_in_post_enabled:false})); const url = `https://x.com/i/api/graphql/681MIj51w00Aj6dY0GXnHw/UserByScreenName?variables=${variables}&features=${features}`; const r = await fetch(url, {headers:{'authorization':'Bearer AAAAAAAAAAAAAAAAAAAAANRILgAAAAAAnNwIzUejRCOuH5E6I8xnZz4puTs%3D1Zv7ttfk8LF81IUq16cHjhLTvJu4FA33AGWWjCpTnA','x-csrf-token':ct0,'x-twitter-auth-type':'OAuth2Session','x-twitter-active-user':'yes','content-type':'application/json'}}); const j = await r.json(); const u = j.data?.user?.result; return JSON.stringify({status:r.status, id:u?.rest_id, screen_name:u?.legacy?.screen_name, name:u?.legacy?.name}); }"}}}],"thinking":"No cookie tool in the MCP. Let me think about another way to extract auth_token. The HttpOnly cookie can't be read by JS. But maybe I can use a fetch to an X endpoint that returns the user info, and the auth_token will be sent automatically. But I need the actual auth_token value to put into twscrape.\n\nAlternative: I can use the browser to make the API call directly from the page context, since the cookies will be sent automatically. Let me just call the GraphQL endpoint from the page to get @sdand's following list directly. That avoids needing to extract cookies at all.\n\nActually, the cleanest approach: use the browser's authenticated session to call the GraphQL Following endpoint directly. Let me do that.\n\nFirst, I need to get @sdand's user_id. I'll call UserByScreenName.\n\nThe GraphQL endpoint needs:\n- URL: https://x.com/i/api/graphql/681MIj51w00Aj6dY0GXnHw/UserByScreenName?variables=...&features=...\n- Headers: authorization (bearer), x-csrf-token (ct0), x-twitter-auth-type, x-twitter-active-user\n- Cookies: sent automatically\n\nLet me make the fetch from the page. The ct0 I already have. The bearer token is the hardcoded one in account.py.\n\nActually, even simpler - the page already has all the right headers set up by X's own JS. I can just call fetch() with the right URL and the browser will attach everything. But I need to add the x-csrf-token header (= ct0) and x-twitter-auth-type. Actually X's own fetch wrapper adds these, but a raw fetch won't. Let me add them manually.\n\nLet me get the ct0 first (I have it), then make the calls.","created_at":"2026-06-20T21:31:29.725662Z","finish_reason":"tool_calls","metrics":{"ttft_ms":945,"total_time_ms":9862,"input_tokens":162,"output_tokens":799,"cache_read_tokens":58010,"cache_creation_tokens":null,"tpot_ms":11.160200250312892,"tokens_per_sec":89.60412694852529}},{"message_id":"95a2ae78-f77b-48c7-a988-72b09d7d58a4","node_id":128,"role":"tool","content":"[\n {\n \"type\": \"text\",\n \"text\": \"### Result\\n\\\"{\\\\\\\"status\\\\\\\":200,\\\\\\\"id\\\\\\\":\\\\\\\"800117847774986240\\\\\\\"}\\\"\\n### Ran Playwright code\\n```js\\nawait page.evaluate('async () => { const ct0 = document.cookie.match(/ct0=([^;]+)/)[1]; const variables = encodeURIComponent(JSON.stringify({screen_name:\\\\'sdand\\\\',withSafetyModeUserFields:true})); const features = encodeURIComponent(JSON.stringify({highlights_tweets_tab_ui_enabled:true,hidden_profile_likes_enabled:true,creator_subscriptions_tweet_preview_api_enabled:true,hidden_profile_subscriptions_enabled:true,subscriptions_verification_info_verified_since_enabled:true,subscriptions_verification_info_is_identity_verified_enabled:false,responsive_web_twitter_article_notes_tab_enabled:false,subscriptions_feature_can_gift_premium:false,profile_label_improvements_pcf_label_in_post_enabled:false})); const url = `https://x.com/i/api/graphql/681MIj51w00Aj6dY0GXnHw/UserByScreenName?variables=${variables}&features=${features}`; const r = await fetch(url, {headers:{\\\\'authorization\\\\':\\\\'Bearer AAAAAAAAAAAAAAAAAAAAANRILgAAAAAAnNwIzUejRCOuH5E6I8xnZz4puTs%3D1Zv7ttfk8LF81IUq16cHjhLTvJu4FA33AGWWjCpTnA\\\\',\\\\'x-csrf-token\\\\':ct0,\\\\'x-twitter-auth-type\\\\':\\\\'OAuth2Session\\\\',\\\\'x-twitter-active-user\\\\':\\\\'yes\\\\',\\\\'content-type\\\\':\\\\'application/json\\\\'}}); const j = await r.json(); const u = j.data?.user?.result; return JSON.stringify({status:r.status, id:u?.rest_id, screen_name:u?.legacy?.screen_name, name:u?.legacy?.name}); }');\\n```\"\n }\n]","created_at":"2026-06-20T21:31:30.942736Z","finish_reason":null,"metrics":null},{"message_id":"a1230114-98d3-4e2e-968e-d77789af65e0","node_id":130,"role":"assistant","content":"Got `@sdand`'s user ID: `800117847774986240`. Now let me paginate through their following list.","tool_calls":[{"id":"chatcmpl-tool-8c0823cb7898e8c2","name":"mcp_call_tool","arguments":{"server_name":"playwright","tool_name":"browser_evaluate","arguments":{"function":"async () => { const ct0 = document.cookie.match(/ct0=([^;]+)/)[1]; const uid = '800117847774986240'; const features = encodeURIComponent(JSON.stringify({responsive_web_twitter_article_notes_tab_enabled:false})); let cursor = null; const all = []; for (let page = 0; page < 50; page++) { const vars = {userId:uid,count:40,includePromotedContent:false}; if (cursor) vars.cursor = cursor; const variables = encodeURIComponent(JSON.stringify(vars)); const url = `https://x.com/i/api/graphql/OLm4oHZBfqWx8jbcEhWoFw/Following?variables=${variables}&features=${features}`; const r = await fetch(url, {headers:{'authorization':'Bearer AAAAAAAAAAAAAAAAAAAAANRILgAAAAAAnNwIzUejRCOuH5E6I8xnZz4puTs%3D1Zv7ttfk8LF81IUq16cHjhLTvJu4FA33AGWWjCpTnA','x-csrf-token':ct0,'x-twitter-auth-type':'OAuth2Session','x-twitter-active-user':'yes','content-type':'application/json'}}); if (!r.ok) { all.push({error:r.status, text:await r.text()}); break; } const j = await r.json(); const entries = j.data?.user?.result?.timeline?.timeline?.instructions?.flatMap(i=>i.entries||[]) || []; let nextCursor = null; for (const e of entries) { if (e.content?.cursorType==='Bottom') nextCursor = e.content?.value; if (e.content?.entryType==='TimelineTimelineItem' && e.content?.itemContent?.user_results?.result) { const u = e.content.itemContent.user_results.result; all.push({id:u.rest_id, screen_name:u.legacy?.screen_name, name:u.legacy?.name}); } } if (!nextCursor || nextCursor === cursor) break; cursor = nextCursor; } return JSON.stringify({count:all.length, users:all}); }","filename":"/Users/root1/Downloads/utilities/sdand_following.json"}}}],"created_at":"2026-06-20T21:31:39.794635Z","finish_reason":"tool_calls","metrics":{"ttft_ms":2754,"total_time_ms":8849,"input_tokens":1231,"output_tokens":531,"cache_read_tokens":58171,"cache_creation_tokens":null,"tpot_ms":11.47834274952919,"tokens_per_sec":87.1205906480722}},{"message_id":"fe56695e-c33e-4059-8662-f8d962549ff8","node_id":131,"role":"tool","content":"[\n {\n \"type\": \"text\",\n \"text\": \"### Result\\n- [Evaluation result](./sdand_following.json)\\n### Ran Playwright code\\n```js\\nawait page.evaluate('async () => { const ct0 = document.cookie.match(/ct0=([^;]+)/)[1]; const uid = \\\\'800117847774986240\\\\'; const features = encodeURIComponent(JSON.stringify({responsive_web_twitter_article_notes_tab_enabled:false})); let cursor = null; const all = []; for (let page = 0; page < 50; page++) { const vars = {userId:uid,count:40,includePromotedContent:false}; if (cursor) vars.cursor = cursor; const variables = encodeURIComponent(JSON.stringify(vars)); const url = `https://x.com/i/api/graphql/OLm4oHZBfqWx8jbcEhWoFw/Following?variables=${variables}&features=${features}`; const r = await fetch(url, {headers:{\\\\'authorization\\\\':\\\\'Bearer AAAAAAAAAAAAAAAAAAAAANRILgAAAAAAnNwIzUejRCOuH5E6I8xnZz4puTs%3D1Zv7ttfk8LF81IUq16cHjhLTvJu4FA33AGWWjCpTnA\\\\',\\\\'x-csrf-token\\\\':ct0,\\\\'x-twitter-auth-type\\\\':\\\\'OAuth2Session\\\\',\\\\'x-twitter-active-user\\\\':\\\\'yes\\\\',\\\\'content-type\\\\':\\\\'application/json\\\\'}}); if (!r.ok) { all.push({error:r.status, text:await r.text()}); break; } const j = await r.json(); const entries = j.data?.user?.result?.timeline?.timeline?.instructions?.flatMap(i=>i.entries||[]) || []; let nextCursor = null; for (const e of entries) { if (e.content?.cursorType===\\\\'Bottom\\\\') nextCursor = e.content?.value; if (e.content?.entryType===\\\\'TimelineTimelineItem\\\\' && e.content?.itemContent?.user_results?.result) { const u = e.content.itemContent.user_results.result; all.push({id:u.rest_id, screen_name:u.legacy?.screen_name, name:u.legacy?.name}); } } if (!nextCursor || nextCursor === cursor) break; cursor = nextCursor; } return JSON.stringify({count:all.length, users:all}); }');\\n```\"\n }\n]","created_at":"2026-06-20T21:31:55.393549Z","finish_reason":null,"metrics":null},{"message_id":"85c477a4-2c47-4a11-b83e-615584856969","node_id":133,"role":"assistant","content":"","tool_calls":[{"id":"chatcmpl-tool-b07979a40ce9bca9","name":"read","arguments":{"file_path":"/Users/root1/Downloads/utilities/sdand_following.json"}}],"created_at":"2026-06-20T21:31:57.043338Z","finish_reason":"tool_calls","metrics":{"ttft_ms":null,"total_time_ms":1648,"input_tokens":1069,"output_tokens":24,"cache_read_tokens":59401,"cache_creation_tokens":null,"tpot_ms":68.66666666666667,"tokens_per_sec":14.563106796116505}},{"message_id":"17fbe91f-8c7b-4af4-9aa2-485449939976","node_id":134,"role":"tool","content":"\n 1|\"{\\\"count\\\":1613,\\\"users\\\":[{\\\"id\\\":\\\"1460283925\\\"},{\\\"id\\\":\\\"1322297149887979520\\\"},{\\\"id\\\":\\\"1237544283743432704\\\"},{\\\"id\\\":\\\"1204841211909038080\\\"},{\\\"id\\\":\\\"1281068231122247681\\\"},{\\\"id\\\":\\\"1303125102196711424\\\"},{\\\"id\\\":\\\"3315205122\\\"},{\\\"id\\\":\\\"107186366\\\"},{\\\"id\\\":\\\"998575387067142144\\\"},{\\\"id\\\":\\\"1279292401123647494\\\"},{\\\"id\\\":\\\"1069108975805714432\\\"},{\\\"id\\\":\\\"1241210351951261696\\\"},{\\\"id\\\":\\\"607528502\\\"},{\\\"id\\\":\\\"837401375780765702\\\"},{\\\"id\\\":\\\"53836928\\\"},{\\\"id\\\":\\\"1105678196115152897\\\"},{\\\"id\\\":\\\"935471524307353601\\\"},{\\\"id\\\":\\\"760281873364885504\\\"},{\\\"id\\\":\\\"1320156402996944901\\\"},{\\\"id\\\":\\\"145697000\\\"},{\\\"id\\\":\\\"1551409937133158400\\\"},{\\\"id\\\":\\\"712380305848438784\\\"},{\\\"id\\\":\\\"2051538470901039104\\\"},{\\\"id\\\":\\\"1333850130257207296\\\"},{\\\"id\\\":\\\"1070093713387462656\\\"},{\\\"id\\\":\\\"1152652277833859074\\\"},{\\\"id\\\":\\\"2053001548335124480\\\"},{\\\"id\\\":\\\"2984232589\\\"},{\\\"id\\\":\\\"14245415\\\"},{\\\"id\\\":\\\"2541675540\\\"},{\\\"id\\\":\\\"347701349\\\"},{\\\"id\\\":\\\"12831\\\"},{\\\"id\\\":\\\"914848333642043393\\\"},{\\\"id\\\":\\\"2047459214650408960\\\"},{\\\"id\\\":\\\"50949650\\\"},{\\\"id\\\":\\\"1717036496115441664\\\"},{\\\"id\\\":\\\"31393537\\\"},{\\\"id\\\":\\\"899564621631299585\\\"},{\\\"id\\\":\\\"1883916449607045120\\\"},{\\\"id\\\":\\\"1321434544013250564\\\"},{\\\"id\\\":\\\"2789704130\\\"},{\\\"id\\\":\\\"1711897712646377472\\\"},{\\\"id\\\":\\\"1977982510299770880\\\"},{\\\"id\\\":\\\"1274990797306265600\\\"},{\\\"id\\\":\\\"1955153871145234432\\\"},{\\\"id\\\":\\\"1289123581\\\"},{\\\"id\\\":\\\"46591277\\\"},{\\\"id\\\":\\\"103012173\\\"},{\\\"id\\\":\\\"1273327266957688832\\\"},{\\\"id\\\":\\\"1648003499689385987\\\"},{\\\"id\\\":\\\"2753075366\\\"},{\\\"id\\\":\\\"2513070418\\\"},{\\\"id\\\":\\\"741127492614950913\\\"},{\\\"id\\\":\\\"1342724020127498240\\\"},{\\\"id\\\":\\\"127236298\\\"},{\\\"id\\\":\\\"996493134136729600\\\"},{\\\"id\\\":\\\"930159122535866369\\\"},{\\\"id\\\":\\\"4330852526\\\"},{\\\"id\\\":\\\"1609093208637677569\\\"},{\\\"id\\\":\\\"3184479582\\\"},{\\\"id\\\":\\\"1867644701798440960\\\"},{\\\"id\\\":\\\"1371600225958305793\\\"},{\\\"id\\\":\\\"1797501310851231744\\\"},{\\\"id\\\":\\\"573817445\\\"},{\\\"id\\\":\\\"56166281\\\"},{\\\"id\\\":\\\"1482049781719388165\\\"},{\\\"id\\\":\\\"20187433\\\"},{\\\"id\\\":\\\"935028743130... [truncated 44556 chars]\n","created_at":"2026-06-20T21:31:57.076720Z","finish_reason":null,"metrics":null},{"message_id":"db210b89-c5f7-46a0-9f19-7650e94c98e1","node_id":136,"role":"assistant","content":"Got 1613 following but only IDs — the `legacy` block (with screen_name/name) wasn't returned with the minimal features. Let me re-fetch with the full feature set twscrape uses.","tool_calls":[{"id":"chatcmpl-tool-876410993e139dc6","name":"mcp_call_tool","arguments":{"server_name":"playwright","tool_name":"browser_evaluate","arguments":{"filename":"/Users/root1/Downloads/utilities/sdand_following2.json","function":"async () => { const ct0 = document.cookie.match(/ct0=([^;]+)/)[1]; const uid = '800117847774986240'; const FT = {articles_preview_enabled:false,c9s_tweet_anatomy_moderator_badge_enabled:true,communities_web_enable_tweet_community_results_fetch:true,creator_subscriptions_quote_tweet_preview_enabled:false,creator_subscriptions_tweet_preview_api_enabled:true,freedom_of_speech_not_reach_fetch_enabled:true,graphql_is_translatable_rweb_tweet_is_translatable_enabled:true,longform_notetweets_consumption_enabled:true,longform_notetweets_inline_media_enabled:true,longform_notetweets_rich_text_read_enabled:true,responsive_web_edit_tweet_api_enabled:true,responsive_web_enhance_cards_enabled:false,responsive_web_graphql_exclude_directive_enabled:true,responsive_web_graphql_skip_user_profile_image_extensions_enabled:false,responsive_web_grok_community_note_auto_translation_is_enabled:false,responsive_web_graphql_timeline_navigation_enabled:true,responsive_web_grok_imagine_annotation_enabled:false,responsive_web_media_download_video_enabled:false,responsive_web_profile_redirect_enabled:true,responsive_web_twitter_article_tweet_consumption_enabled:true,rweb_tipjar_consumption_enabled:true,rweb_video_timestamps_enabled:true,standardized_nudges_misinfo:true,tweet_awards_web_tipping_enabled:false,tweet_with_visibility_results_prefer_gql_limited_actions_policy_enabled:true,tweet_with_visibility_results_prefer_gql_media_interstitial_enabled:false,tweetypie_unmention_optimization_enabled:true,verified_phone_label_enabled:false,view_counts_everywhere_api_enabled:true,responsive_web_grok_analyze_button_fetch_trends_enabled:false,premium_content_api_read_enabled:false,profile_label_improvements_pcf_label_in_post_enabled:false,responsive_web_grok_share_attachment_enabled:false,responsive_web_grok_analyze_post_followups_enabled:false,responsive_web_grok_image_annotation_enabled:false,responsive_web_grok_analysis_button_from_backend:false,responsive_web_jetfuel_frame:false,rweb_video_screen_enabled:true,responsive_web_grok_show_grok_translated_post:true,responsive_web_twitter_article_notes_tab_enabled:false}; const features = encodeURIComponent(JSON.stringify(FT)); let cursor = null; const all = []; for (let page = 0; page < 50; page++) { const vars = {userId:uid,count:40,includePromotedContent:false}; if (cursor) vars.cursor = cursor; const variables = encodeURIComponent(JSON.stringify(vars)); const url = `https://x.com/i/api/graphql/OLm4oHZBfqWx8jbcEhWoFw/Following?variables=${variables}&features=${features}`; const r = await fetch(url, {headers:{'authorization':'Bearer AAAAAAAAAAAAAAAAAAAAANRILgAAAAAAnNwIzUejRCOuH5E6I8xnZz4puTs%3D1Zv7ttfk8LF81IUq16cHjhLTvJu4FA33AGWWjCpTnA','x-csrf-token':ct0,'x-twitter-auth-type':'OAuth2Session','x-twitter-active-user':'yes','content-type':'application/json'}}); if (!r.ok) { all.push({error:r.status, text:(await r.text()).slice(0,200)}); break; } const j = await r.json(); const entries = j.data?.user?.result?.timeline?.timeline?.instructions?.flatMap(i=>i.entries||[]) || []; let nextCursor = null; for (const e of entries) { if (e.content?.cursorType==='Bottom') nextCursor = e.content?.value; if (e.content?.entryType==='TimelineTimelineItem' && e.content?.itemContent?.user_results?.result) { const u = e.content.itemContent.user_results.result; all.push({id:u.rest_id, screen_name:u.legacy?.screen_name, name:u.legacy?.name, verified:u.is_blue_verified||false, followers:u.legacy?.followers_count}); } } if (!nextCursor || nextCursor === cursor) break; cursor = nextCursor; } return JSON.stringify({count:all.length, users:all}); }"}}}],"thinking":"Got 1613 users but only IDs, no screen_names. The Following endpoint with this features config may not return legacy data. Let me check - the entries have user_results.result but maybe the legacy field is empty or I need different features. Let me re-run with the full feature set from twscrape's GQL_FEATURES to get screen_name and name.\n\nActually, looking at the output, the users only have `id` - no screen_name or name. This means the legacy field wasn't populated. The Following endpoint might need more features. Let me use the full GQL_FEATURES dict from api.py.","created_at":"2026-06-20T21:32:08.824417Z","finish_reason":"tool_calls","metrics":{"ttft_ms":2041,"total_time_ms":11746,"input_tokens":1028,"output_tokens":1078,"cache_read_tokens":60469,"cache_creation_tokens":null,"tpot_ms":9.00278293135436,"tokens_per_sec":111.07676455435343}},{"message_id":"958eb376-1c6a-4f2c-aa2c-5c21b60e8c00","node_id":137,"role":"tool","content":"[\n {\n \"type\": \"text\",\n \"text\": \"### Result\\n- [Evaluation result](./sdand_following2.json)\\n### Ran Playwright code\\n```js\\nawait page.evaluate('async () => { const ct0 = document.cookie.match(/ct0=([^;]+)/)[1]; const uid = \\\\'800117847774986240\\\\'; const FT = {articles_preview_enabled:false,c9s_tweet_anatomy_moderator_badge_enabled:true,communities_web_enable_tweet_community_results_fetch:true,creator_subscriptions_quote_tweet_preview_enabled:false,creator_subscriptions_tweet_preview_api_enabled:true,freedom_of_speech_not_reach_fetch_enabled:true,graphql_is_translatable_rweb_tweet_is_translatable_enabled:true,longform_notetweets_consumption_enabled:true,longform_notetweets_inline_media_enabled:true,longform_notetweets_rich_text_read_enabled:true,responsive_web_edit_tweet_api_enabled:true,responsive_web_enhance_cards_enabled:false,responsive_web_graphql_exclude_directive_enabled:true,responsive_web_graphql_skip_user_profile_image_extensions_enabled:false,responsive_web_grok_community_note_auto_translation_is_enabled:false,responsive_web_graphql_timeline_navigation_enabled:true,responsive_web_grok_imagine_annotation_enabled:false,responsive_web_media_download_video_enabled:false,responsive_web_profile_redirect_enabled:true,responsive_web_twitter_article_tweet_consumption_enabled:true,rweb_tipjar_consumption_enabled:true,rweb_video_timestamps_enabled:true,standardized_nudges_misinfo:true,tweet_awards_web_tipping_enabled:false,tweet_with_visibility_results_prefer_gql_limited_actions_policy_enabled:true,tweet_with_visibility_results_prefer_gql_media_interstitial_enabled:false,tweetypie_unmention_optimization_enabled:true,verified_phone_label_enabled:false,view_counts_everywhere_api_enabled:true,responsive_web_grok_analyze_button_fetch_trends_enabled:false,premium_content_api_read_enabled:false,profile_label_improvements_pcf_label_in_post_enabled:false,responsive_web_grok_share_attachment_enabled:false,responsive_web_grok_analyze_post_followups_enabled:false,responsive_web_grok_image_annotation_enabled:false,responsive_web_grok_analysis_button_from_backend:false,responsive_web_jetfuel_frame:false,rweb_video_screen_enabled:true,responsive_web_grok_show_grok_translated_post:true,responsive_web_twitter_article_notes_tab_enabled:false}; const features = encodeURIComponent(JSON.stringify(FT)); let cursor = null; const all = []; for (let page = 0; page < 50; page++) { const vars = {userId:uid,count:40,includePromotedContent:false}; if (cursor) vars.cursor = cursor; const variables = encodeURIComponent(JSON.stringify(vars)); const url = `https://x.com/i/api/graphql/OLm4oHZBfqWx8jbcEhWoFw/Following?variables=${variables}&features=${features}`; const r = await fetch(url, {headers:{\\\\'authorization\\\\':\\\\'Bearer AAAAAAAAAAAAAAAAAAAAANRILgAAAAAAnNwIzUejRCOuH5E6I8xnZz4puTs%3D1Zv7ttfk8LF81IUq16cHjhLTvJu4FA33AGWWjCpTnA\\\\',\\\\'x-csrf-token\\\\':ct0,\\\\'x-twitter-auth-type\\\\':\\\\'OAuth2Session\\\\',\\\\'x-twitter-active-user\\\\':\\\\'yes\\\\',\\\\'content-type\\\\':\\\\'application/json\\\\'}}); if (!r.ok) { all.push({error:r.status, text:(await r.text()).slice(0,200)}); break; } const j = await r.json(); const entries = j.data?.user?.result?.timeline?.timeline?.instructions?.flatMap(i=>i.entries||[]) || []; let nextCursor = null; for (const e of entries) { if (e.content?.cursorType===\\\\'Bottom\\\\') nextCursor = e.content?.value; if (e.content?.entryType===\\\\'TimelineTimelineItem\\\\' && e.content?.itemContent?.user_results?.result) { const u = e.content.itemContent.user_results.result; all.push({id:u.rest_id, screen_name:u.legacy?.screen_name, name:u.legacy?.name, verified:u.is_blue_verified||false, followers:u.legacy?.followers_count}); } } if (!nextCursor || nextCursor === cursor) break; cursor = nextCursor; } return JSON.stringify({count:all.length, users:all}); }');\\n```\"\n }\n]","created_at":"2026-06-20T21:32:26.120668Z","finish_reason":null,"metrics":null},{"message_id":"57f4a3dc-0fcf-4df1-91eb-264d20645556","node_id":139,"role":"assistant","content":"","tool_calls":[{"id":"chatcmpl-tool-b44c70f2bd05f447","name":"exec","arguments":{"command":"cd /Users/root1/Downloads/utilities && python3 -c \"\nimport json\nwith open('sdand_following2.json') as f:\n raw = f.read()\n# the file is a JSON string containing a JSON string (double-encoded)\ndata = json.loads(json.loads(raw))\nprint('Total following:', data['count'])\nusers = data['users']\nhas_name = sum(1 for u in users if u.get('screen_name'))\nprint('Users with screen_name:', has_name)\nprint()\nprint('First 30:')\nfor u in users[:30]:\n sn = u.get('screen_name') or '?'\n nm = u.get('name') or ''\n v = ' ✓' if u.get('verified') else ''\n print(f' @{sn:<25} {nm}{v}')\n\"\n"}}],"created_at":"2026-06-20T21:32:30.328569Z","finish_reason":"tool_calls","metrics":{"ttft_ms":null,"total_time_ms":4207,"input_tokens":2026,"output_tokens":179,"cache_read_tokens":61496,"cache_creation_tokens":null,"tpot_ms":23.502793296089386,"tokens_per_sec":42.54813406227716}},{"message_id":"337c31e8-e668-4852-82e1-72bf7c97bfa9","node_id":140,"role":"tool","content":"Output from command in shell c23c6a:\nTotal following: 1613\nUsers with screen_name: 0\n\nFirst 30:\n @? ✓\n @? ✓\n @? ✓\n @? ✓\n @? ✓\n @? ✓\n @? ✓\n @? ✓\n @? ✓\n @? ✓\n @? ✓\n @? ✓\n @? ✓\n @? ✓\n @? ✓\n @? ✓\n @? ✓\n @? ✓\n @? ✓\n @? \n @? \n @? \n @? ✓\n @? ✓\n @? ✓\n @? ✓\n @? ✓\n @? \n @? ✓\n @? \n\n\nExit code: 0","created_at":"2026-06-20T21:32:30.395459Z","finish_reason":null,"metrics":null},{"message_id":"d257fd66-546a-4ed2-b893-33c06583bf62","node_id":142,"role":"assistant","content":"The `legacy` block isn't being returned. Let me inspect the raw structure of one entry to see what fields are actually available.","tool_calls":[{"id":"chatcmpl-tool-bcf285d8ef680791","name":"mcp_call_tool","arguments":{"server_name":"playwright","tool_name":"browser_evaluate","arguments":{"filename":"/Users/root1/Downloads/utilities/sdand_raw_sample.json","function":"async () => { const ct0 = document.cookie.match(/ct0=([^;]+)/)[1]; const uid = '800117847774986240'; const FT = {articles_preview_enabled:false,c9s_tweet_anatomy_moderator_badge_enabled:true,communities_web_enable_tweet_community_results_fetch:true,creator_subscriptions_quote_tweet_preview_enabled:false,creator_subscriptions_tweet_preview_api_enabled:true,freedom_of_speech_not_reach_fetch_enabled:true,graphql_is_translatable_rweb_tweet_is_translatable_enabled:true,longform_notetweets_consumption_enabled:true,longform_notetweets_inline_media_enabled:true,longform_notetweets_rich_text_read_enabled:true,responsive_web_edit_tweet_api_enabled:true,responsive_web_enhance_cards_enabled:false,responsive_web_graphql_exclude_directive_enabled:true,responsive_web_graphql_skip_user_profile_image_extensions_enabled:false,responsive_web_grok_community_note_auto_translation_is_enabled:false,responsive_web_graphql_timeline_navigation_enabled:true,responsive_web_grok_imagine_annotation_enabled:false,responsive_web_media_download_video_enabled:false,responsive_web_profile_redirect_enabled:true,responsive_web_twitter_article_tweet_consumption_enabled:true,rweb_tipjar_consumption_enabled:true,rweb_video_timestamps_enabled:true,standardized_nudges_misinfo:true,tweet_awards_web_tipping_enabled:false,tweet_with_visibility_results_prefer_gql_limited_actions_policy_enabled:true,tweet_with_visibility_results_prefer_gql_media_interstitial_enabled:false,tweetypie_unmention_optimization_enabled:true,verified_phone_label_enabled:false,view_counts_everywhere_api_enabled:true,responsive_web_grok_analyze_button_fetch_trends_enabled:false,premium_content_api_read_enabled:false,profile_label_improvements_pcf_label_in_post_enabled:false,responsive_web_grok_share_attachment_enabled:false,responsive_web_grok_analyze_post_followups_enabled:false,responsive_web_grok_image_annotation_enabled:false,responsive_web_grok_analysis_button_from_backend:false,responsive_web_jetfuel_frame:false,rweb_video_screen_enabled:true,responsive_web_grok_show_grok_translated_post:true,responsive_web_twitter_article_notes_tab_enabled:false}; const features = encodeURIComponent(JSON.stringify(FT)); const vars = {userId:uid,count:5,includePromotedContent:false}; const variables = encodeURIComponent(JSON.stringify(vars)); const url = `https://x.com/i/api/graphql/OLm4oHZBfqWx8jbcEhWoFw/Following?variables=${variables}&features=${features}`; const r = await fetch(url, {headers:{'authorization':'Bearer AAAAAAAAAAAAAAAAAAAAANRILgAAAAAAnNwIzUejRCOuH5E6I8xnZz4puTs%3D1Zv7ttfk8LF81IUq16cHjhLTvJu4FA33AGWWjCpTnA','x-csrf-token':ct0,'x-twitter-auth-type':'OAuth2Session','x-twitter-active-user':'yes','content-type':'application/json'}}); const j = await r.json(); const entries = j.data?.user?.result?.timeline?.timeline?.instructions?.flatMap(i=>i.entries||[]) || []; const sample = entries.filter(e=>e.content?.entryType==='TimelineTimelineItem').slice(0,2); return JSON.stringify(sample, null, 2); }"}}}],"thinking":"The legacy block is not being returned. The Following endpoint returns user_results.result but without the legacy field. This might be because X has changed the API, or because we need different features, or the legacy data is gated behind some feature flag. Let me inspect the raw structure of one entry to see what fields are actually available.","created_at":"2026-06-20T21:32:39.682382Z","finish_reason":"tool_calls","metrics":{"ttft_ms":2101,"total_time_ms":9285,"input_tokens":390,"output_tokens":826,"cache_read_tokens":63521,"cache_creation_tokens":null,"tpot_ms":8.697336561743342,"tokens_per_sec":114.97772828507794}},{"message_id":"15fe4755-d781-405f-be21-da2890ea10b9","node_id":143,"role":"tool","content":"[\n {\n \"type\": \"text\",\n \"text\": \"### Result\\n- [Evaluation result](./sdand_raw_sample.json)\\n### Ran Playwright code\\n```js\\nawait page.evaluate('async () => { const ct0 = document.cookie.match(/ct0=([^;]+)/)[1]; const uid = \\\\'800117847774986240\\\\'; const FT = {articles_preview_enabled:false,c9s_tweet_anatomy_moderator_badge_enabled:true,communities_web_enable_tweet_community_results_fetch:true,creator_subscriptions_quote_tweet_preview_enabled:false,creator_subscriptions_tweet_preview_api_enabled:true,freedom_of_speech_not_reach_fetch_enabled:true,graphql_is_translatable_rweb_tweet_is_translatable_enabled:true,longform_notetweets_consumption_enabled:true,longform_notetweets_inline_media_enabled:true,longform_notetweets_rich_text_read_enabled:true,responsive_web_edit_tweet_api_enabled:true,responsive_web_enhance_cards_enabled:false,responsive_web_graphql_exclude_directive_enabled:true,responsive_web_graphql_skip_user_profile_image_extensions_enabled:false,responsive_web_grok_community_note_auto_translation_is_enabled:false,responsive_web_graphql_timeline_navigation_enabled:true,responsive_web_grok_imagine_annotation_enabled:false,responsive_web_media_download_video_enabled:false,responsive_web_profile_redirect_enabled:true,responsive_web_twitter_article_tweet_consumption_enabled:true,rweb_tipjar_consumption_enabled:true,rweb_video_timestamps_enabled:true,standardized_nudges_misinfo:true,tweet_awards_web_tipping_enabled:false,tweet_with_visibility_results_prefer_gql_limited_actions_policy_enabled:true,tweet_with_visibility_results_prefer_gql_media_interstitial_enabled:false,tweetypie_unmention_optimization_enabled:true,verified_phone_label_enabled:false,view_counts_everywhere_api_enabled:true,responsive_web_grok_analyze_button_fetch_trends_enabled:false,premium_content_api_read_enabled:false,profile_label_improvements_pcf_label_in_post_enabled:false,responsive_web_grok_share_attachment_enabled:false,responsive_web_grok_analyze_post_followups_enabled:false,responsive_web_grok_image_annotation_enabled:false,responsive_web_grok_analysis_button_from_backend:false,responsive_web_jetfuel_frame:false,rweb_video_screen_enabled:true,responsive_web_grok_show_grok_translated_post:true,responsive_web_twitter_article_notes_tab_enabled:false}; const features = encodeURIComponent(JSON.stringify(FT)); const vars = {userId:uid,count:5,includePromotedContent:false}; const variables = encodeURIComponent(JSON.stringify(vars)); const url = `https://x.com/i/api/graphql/OLm4oHZBfqWx8jbcEhWoFw/Following?variables=${variables}&features=${features}`; const r = await fetch(url, {headers:{\\\\'authorization\\\\':\\\\'Bearer AAAAAAAAAAAAAAAAAAAAANRILgAAAAAAnNwIzUejRCOuH5E6I8xnZz4puTs%3D1Zv7ttfk8LF81IUq16cHjhLTvJu4FA33AGWWjCpTnA\\\\',\\\\'x-csrf-token\\\\':ct0,\\\\'x-twitter-auth-type\\\\':\\\\'OAuth2Session\\\\',\\\\'x-twitter-active-user\\\\':\\\\'yes\\\\',\\\\'content-type\\\\':\\\\'application/json\\\\'}}); const j = await r.json(); const entries = j.data?.user?.result?.timeline?.timeline?.instructions?.flatMap(i=>i.entries||[]) || []; const sample = entries.filter(e=>e.content?.entryType===\\\\'TimelineTimelineItem\\\\').slice(0,2); return JSON.stringify(sample, null, 2); }');\\n```\"\n }\n]","created_at":"2026-06-20T21:32:41.171823Z","finish_reason":null,"metrics":null},{"message_id":"1b44a8b1-64cb-4f22-bcb1-0d58f95b8461","node_id":145,"role":"assistant","content":"","tool_calls":[{"id":"chatcmpl-tool-bf992c06d763d42e","name":"read","arguments":{"file_path":"/Users/root1/Downloads/utilities/sdand_raw_sample.json"}}],"created_at":"2026-06-20T21:32:43.338447Z","finish_reason":"tool_calls","metrics":{"ttft_ms":null,"total_time_ms":2165,"input_tokens":1594,"output_tokens":24,"cache_read_tokens":63910,"cache_creation_tokens":null,"tpot_ms":90.20833333333333,"tokens_per_sec":11.085450346420323}},{"message_id":"b8624139-7788-47e3-a946-d62857cdf736","node_id":146,"role":"tool","content":"\n 1|\"[\\n {\\n \\\"content\\\": {\\n \\\"__typename\\\": \\\"TimelineTimelineItem\\\",\\n \\\"clientEventInfo\\\": {\\n \\\"component\\\": \\\"FollowingSgs\\\",\\n \\\"element\\\": \\\"user\\\"\\n },\\n \\\"entryType\\\": \\\"TimelineTimelineItem\\\",\\n \\\"itemContent\\\": {\\n \\\"__typename\\\": \\\"TimelineUser\\\",\\n \\\"itemType\\\": \\\"TimelineUser\\\",\\n \\\"userDisplayType\\\": \\\"User\\\",\\n \\\"user_results\\\": {\\n \\\"result\\\": {\\n \\\"__typename\\\": \\\"User\\\",\\n \\\"affiliates_highlighted_label\\\": {},\\n \\\"avatar\\\": {\\n \\\"image_url\\\": \\\"https://pbs.twimg.com/profile_images/1918970926668054530/fy-ZsgJ7_normal.jpg\\\"\\n },\\n \\\"core\\\": {\\n \\\"created_at\\\": \\\"Sun May 26 17:59:01 +0000 2013\\\",\\n \\\"name\\\": \\\"roon\\\",\\n \\\"screen_name\\\": \\\"tszzl\\\"\\n },\\n \\\"dm_permissions\\\": {\\n \\\"can_dm\\\": true\\n },\\n \\\"follow_request_sent\\\": false,\\n \\\"has_graduated_access\\\": true,\\n \\\"id\\\": \\\"VXNlcjoxNDYwMjgzOTI1\\\",\\n \\\"is_blue_verified\\\": true,\\n \\\"legacy\\\": {\\n \\\"default_profile\\\": false,\\n \\\"default_profile_image\\\": false,\\n \\\"description\\\": \\\"fellow creators the creator seeks\\\",\\n \\\"entities\\\": {\\n \\\"description\\\": {},\\n \\\"url\\\": {\\n \\\"urls\\\": [\\n {\\n \\\"display_url\\\": \\\"roonscape.ai\\\",\\n \\\"expanded_url\\\": \\\"http://roonscape.ai\\\",\\n \\\"indices\\\": [\\n 0,\\n 23\\n ],\\n \\\"url\\\": \\\"https://t.co/3Q7RKYCnB4\\\"\\n }\\n ]\\n }\\n },\\n \\\"fast_followers_count\\\": 0,\\n \\\"favourites_count\\\": 1067720,\\n \\\"follow_request_sent\\\": false,\\n ... [truncated 6566 chars]\n","created_at":"2026-06-20T21:32:43.360911Z","finish_reason":null,"metrics":null},{"message_id":"e55868ec-73fc-4ce0-a517-44b52fa2e053","node_id":148,"role":"assistant","content":"The data is there — it's under `core.screen_name` / `core.name` instead of `legacy.screen_name`. The `id` field is now base64-encoded (`VXNlcjoxNDYwMjgzOTI1` = `User:1460283925`). Let me re-fetch with the correct paths.","tool_calls":[{"id":"chatcmpl-tool-b743ff05f9f65526","name":"mcp_call_tool","arguments":{"server_name":"playwright","tool_name":"browser_evaluate","arguments":{"filename":"/Users/root1/Downloads/utilities/sdand_following_final.json","function":"async () => { const ct0 = document.cookie.match(/ct0=([^;]+)/)[1]; const uid = '800117847774986240'; const FT = {articles_preview_enabled:false,c9s_tweet_anatomy_moderator_badge_enabled:true,communities_web_enable_tweet_community_results_fetch:true,creator_subscriptions_quote_tweet_preview_enabled:false,creator_subscriptions_tweet_preview_api_enabled:true,freedom_of_speech_not_reach_fetch_enabled:true,graphql_is_translatable_rweb_tweet_is_translatable_enabled:true,longform_notetweets_consumption_enabled:true,longform_notetweets_inline_media_enabled:true,longform_notetweets_rich_text_read_enabled:true,responsive_web_edit_tweet_api_enabled:true,responsive_web_enhance_cards_enabled:false,responsive_web_graphql_exclude_directive_enabled:true,responsive_web_graphql_skip_user_profile_image_extensions_enabled:false,responsive_web_grok_community_note_auto_translation_is_enabled:false,responsive_web_graphql_timeline_navigation_enabled:true,responsive_web_grok_imagine_annotation_enabled:false,responsive_web_media_download_video_enabled:false,responsive_web_profile_redirect_enabled:true,responsive_web_twitter_article_tweet_consumption_enabled:true,rweb_tipjar_consumption_enabled:true,rweb_video_timestamps_enabled:true,standardized_nudges_misinfo:true,tweet_awards_web_tipping_enabled:false,tweet_with_visibility_results_prefer_gql_limited_actions_policy_enabled:true,tweet_with_visibility_results_prefer_gql_media_interstitial_enabled:false,tweetypie_unmention_optimization_enabled:true,verified_phone_label_enabled:false,view_counts_everywhere_api_enabled:true,responsive_web_grok_analyze_button_fetch_trends_enabled:false,premium_content_api_read_enabled:false,profile_label_improvements_pcf_label_in_post_enabled:false,responsive_web_grok_share_attachment_enabled:false,responsive_web_grok_analyze_post_followups_enabled:false,responsive_web_grok_image_annotation_enabled:false,responsive_web_grok_analysis_button_from_backend:false,responsive_web_jetfuel_frame:false,rweb_video_screen_enabled:true,responsive_web_grok_show_grok_translated_post:true,responsive_web_twitter_article_notes_tab_enabled:false}; const features = encodeURIComponent(JSON.stringify(FT)); let cursor = null; const all = []; for (let page = 0; page < 50; page++) { const vars = {userId:uid,count:40,includePromotedContent:false}; if (cursor) vars.cursor = cursor; const variables = encodeURIComponent(JSON.stringify(vars)); const url = `https://x.com/i/api/graphql/OLm4oHZBfqWx8jbcEhWoFw/Following?variables=${variables}&features=${features}`; const r = await fetch(url, {headers:{'authorization':'Bearer AAAAAAAAAAAAAAAAAAAAANRILgAAAAAAnNwIzUejRCOuH5E6I8xnZz4puTs%3D1Zv7ttfk8LF81IUq16cHjhLTvJu4FA33AGWWjCpTnA','x-csrf-token':ct0,'x-twitter-auth-type':'OAuth2Session','x-twitter-active-user':'yes','content-type':'application/json'}}); if (!r.ok) { all.push({error:r.status, text:(await r.text()).slice(0,200)}); break; } const j = await r.json(); const entries = j.data?.user?.result?.timeline?.timeline?.instructions?.flatMap(i=>i.entries||[]) || []; let nextCursor = null; for (const e of entries) { if (e.content?.cursorType==='Bottom') nextCursor = e.content?.value; if (e.content?.entryType==='TimelineTimelineItem' && e.content?.itemContent?.user_results?.result) { const u = e.content.itemContent.user_results.result; const core = u.core||{}; const leg = u.legacy||{}; let idNum = u.rest_id; if (!idNum && u.id) { try { idNum = atob(u.id).split(':')[1]; } catch(e){} } all.push({id:idNum, screen_name:core.screen_name, name:core.name, verified:u.is_blue_verified||false, followers:leg.followers_count, bio:leg.description}); } } if (!nextCursor || nextCursor === cursor) break; cursor = nextCursor; } return JSON.stringify({count:all.length, users:all}); }"}}}],"thinking":"The data IS there - it's under `core.screen_name` and `core.name`, not `legacy.screen_name` and `legacy.name`. The new X API structure moved screen_name and name into `core` instead of `legacy`. Let me re-fetch with the correct path. Also `rest_id` is now `id` but it's base64 encoded (\"VXNlcjoxNDYwMjgzOTI1\" = \"User:1460283925\"). Let me use `core` for name/screen_name and decode the id, or just use the legacy.followers_count etc.\n\nLet me re-run the full pagination with the correct field paths.","created_at":"2026-06-20T21:32:56.963069Z","finish_reason":"tool_calls","metrics":{"ttft_ms":1914,"total_time_ms":13600,"input_tokens":562,"output_tokens":1170,"cache_read_tokens":65503,"cache_creation_tokens":null,"tpot_ms":9.988034188034188,"tokens_per_sec":100.11980147184666}},{"message_id":"940abd4a-211b-414d-8709-014d6ca5cc08","node_id":149,"role":"tool","content":"[\n {\n \"type\": \"text\",\n \"text\": \"### Result\\n- [Evaluation result](./sdand_following_final.json)\\n### Ran Playwright code\\n```js\\nawait page.evaluate('async () => { const ct0 = document.cookie.match(/ct0=([^;]+)/)[1]; const uid = \\\\'800117847774986240\\\\'; const FT = {articles_preview_enabled:false,c9s_tweet_anatomy_moderator_badge_enabled:true,communities_web_enable_tweet_community_results_fetch:true,creator_subscriptions_quote_tweet_preview_enabled:false,creator_subscriptions_tweet_preview_api_enabled:true,freedom_of_speech_not_reach_fetch_enabled:true,graphql_is_translatable_rweb_tweet_is_translatable_enabled:true,longform_notetweets_consumption_enabled:true,longform_notetweets_inline_media_enabled:true,longform_notetweets_rich_text_read_enabled:true,responsive_web_edit_tweet_api_enabled:true,responsive_web_enhance_cards_enabled:false,responsive_web_graphql_exclude_directive_enabled:true,responsive_web_graphql_skip_user_profile_image_extensions_enabled:false,responsive_web_grok_community_note_auto_translation_is_enabled:false,responsive_web_graphql_timeline_navigation_enabled:true,responsive_web_grok_imagine_annotation_enabled:false,responsive_web_media_download_video_enabled:false,responsive_web_profile_redirect_enabled:true,responsive_web_twitter_article_tweet_consumption_enabled:true,rweb_tipjar_consumption_enabled:true,rweb_video_timestamps_enabled:true,standardized_nudges_misinfo:true,tweet_awards_web_tipping_enabled:false,tweet_with_visibility_results_prefer_gql_limited_actions_policy_enabled:true,tweet_with_visibility_results_prefer_gql_media_interstitial_enabled:false,tweetypie_unmention_optimization_enabled:true,verified_phone_label_enabled:false,view_counts_everywhere_api_enabled:true,responsive_web_grok_analyze_button_fetch_trends_enabled:false,premium_content_api_read_enabled:false,profile_label_improvements_pcf_label_in_post_enabled:false,responsive_web_grok_share_attachment_enabled:false,responsive_web_grok_analyze_post_followups_enabled:false,responsive_web_grok_image_annotation_enabled:false,responsive_web_grok_analysis_button_from_backend:false,responsive_web_jetfuel_frame:false,rweb_video_screen_enabled:true,responsive_web_grok_show_grok_translated_post:true,responsive_web_twitter_article_notes_tab_enabled:false}; const features = encodeURIComponent(JSON.stringify(FT)); let cursor = null; const all = []; for (let page = 0; page < 50; page++) { const vars = {userId:uid,count:40,includePromotedContent:false}; if (cursor) vars.cursor = cursor; const variables = encodeURIComponent(JSON.stringify(vars)); const url = `https://x.com/i/api/graphql/OLm4oHZBfqWx8jbcEhWoFw/Following?variables=${variables}&features=${features}`; const r = await fetch(url, {headers:{\\\\'authorization\\\\':\\\\'Bearer AAAAAAAAAAAAAAAAAAAAANRILgAAAAAAnNwIzUejRCOuH5E6I8xnZz4puTs%3D1Zv7ttfk8LF81IUq16cHjhLTvJu4FA33AGWWjCpTnA\\\\',\\\\'x-csrf-token\\\\':ct0,\\\\'x-twitter-auth-type\\\\':\\\\'OAuth2Session\\\\',\\\\'x-twitter-active-user\\\\':\\\\'yes\\\\',\\\\'content-type\\\\':\\\\'application/json\\\\'}}); if (!r.ok) { all.push({error:r.status, text:(await r.text()).slice(0,200)}); break; } const j = await r.json(); const entries = j.data?.user?.result?.timeline?.timeline?.instructions?.flatMap(i=>i.entries||[]) || []; let nextCursor = null; for (const e of entries) { if (e.content?.cursorType===\\\\'Bottom\\\\') nextCursor = e.content?.value; if (e.content?.entryType===\\\\'TimelineTimelineItem\\\\' && e.content?.itemContent?.user_results?.result) { const u = e.content.itemContent.user_results.result; const core = u.core||{}; const leg = u.legacy||{}; let idNum = u.rest_id; if (!idNum && u.id) { try { idNum = atob(u.id).split(\\\\':\\\\')[1]; } catch(e){} } all.push({id:idNum, screen_name:core.screen_name, name:core.name, verified:u.is_blue_verified||false, followers:leg.followers_count, bio:leg.description}); } } if (!nextCursor || nextCursor === cursor) break; cursor = nextCursor; } return JSON.stringify({count:all.length, users:all}); }');\\n```\"\n }\n]","created_at":"2026-06-20T21:33:11.059060Z","finish_reason":null,"metrics":null},{"message_id":"a740293d-d11b-4963-96cc-1f6ec64232e9","node_id":151,"role":"assistant","content":"","tool_calls":[{"id":"chatcmpl-tool-9423b1257955bf57","name":"exec","arguments":{"command":"cd /Users/root1/Downloads/utilities && python3 -c \"\nimport json\nwith open('sdand_following_final.json') as f:\n data = json.loads(json.loads(f.read()))\nusers = data['users']\nprint(f'@sdand follows {data[\\\"count\\\"]} accounts')\nprint()\nprint(f'{\\\"#\\\":>4} {\\\"handle\\\":<25} {\\\"name\\\":<30} {\\\"verified\\\":<8} {\\\"followers\\\":>10}')\nprint('-'*85)\nfor i, u in enumerate(users, 1):\n sn = u.get('screen_name') or '?'\n nm = (u.get('name') or '')[:28]\n v = 'yes' if u.get('verified') else ''\n fl = u.get('followers')\n fls = f'{fl:,}' if fl else ''\n print(f'{i:>4} @{sn:<24} {nm:<30} {v:<8} {fls:>10}')\n\" 2>&1 | head -80\n"}}],"created_at":"2026-06-20T21:33:16.183341Z","finish_reason":"tool_calls","metrics":{"ttft_ms":null,"total_time_ms":5122,"input_tokens":2171,"output_tokens":230,"cache_read_tokens":66064,"cache_creation_tokens":null,"tpot_ms":22.269565217391303,"tokens_per_sec":44.904334244435766}},{"message_id":"8f83c966-4fef-4e68-94c7-1751fe77450e","node_id":152,"role":"tool","content":"Output from command in shell c54258:\n@sdand follows 1613 accounts\n\n # handle name verified followers\n-------------------------------------------------------------------------------------\n 1 @tszzl roon yes 374,837\n 2 @0interestrates rahul yes 63,828\n 3 @powerbottomdad1 sucks yes 102,436\n 4 @ctjlewis Lewis 🇺🇸 yes 45,618\n 5 @goth600 @goth yes 140,666\n 6 @transmissions11 t11s yes 92,868\n 7 @deepfates 🎭 yes 61,967\n 8 @sharifshameem Sharif Shameem yes 68,946\n 9 @willdepue will depue yes 66,229\n 10 @creatine_cycle atlas yes 40,438\n 11 @luke_metro Luke Metro yes 17,694\n 12 @ipsumkyle kyle yes 4,786\n 13 @JustJake Jake yes 31,021\n 14 @nicoaferr nico yes 7,941\n 15 @tarunchitra Tarun Chitra yes 81,418\n 16 @aidanshandle aidan yes 5,580\n 17 @gd3kr aarya yes 12,608\n 18 @Pavel_Asparagus Pavel Asparouhov yes 18,743\n 19 @ericzhu Eric Zhu yes 54,717\n 20 @maanav Maanav Khaitan 6,793\n 21 @_madebygray Gray 4,416\n 22 @czchou chou 11\n 23 @tgillibrandny Theodore Gillibrand yes 377\n 24 @nityasnotes Nitya yes 7,048\n 25 @ryanbrewer Ryan Brewer yes 6,488\n 26 @ryancwc_ Ryan Chang yes 928\n 27 @ArfurGrok Arfur Grok yes 3,068\n 28 @tonychenxyz Tony Chen 858\n 29 @GrayAreaorg Gray Area yes 24,276\n 30 @tejalpatwardhan Tejal Patwardhan 9,307\n 31 @_micah_h Micah Hill-Smith yes 766\n 32 @mikeyk Mike Krieger yes 467,131\n 33 @sekachov alexey yes 15,766\n 34 @leveragecpu Leverage Computer yes 58\n 35 @anshuc Anshu yes 2,097\n 36 @yewestlover_912 ye 15,015\n 37 @lochieaxon ؜؜؜؜؜؜؜؜؜؜؜؜؜؜؜؜؜؜؜؜؜lochie yes 10,662\n 38 @lingxi Lingxi Li yes 646\n 39 @geniegetsme Genie AI yes 7,135\n 40 @pilatesgirly madeleine✶ 51,850\n 41 @ch_locher Christoph Locher 960\n 42 @jacob_bulbulia Jacob Bulbulia 82\n 43 @maxijalife Maximo Jalife 7\n 44 @guo_hq Guo Chen 508\n 45 @AreslabsAI Ares Labs AI 1,409\n 46 @ZeelMPatel Zeel Patel 452\n 47 @sfdesignweek San Francisco Design Week 7,313\n 48 @charli_xcx Charli yes 5,481,266\n 49 @markchen90 Mark Chen yes 73,911\n 50 @rl_env Pocket Jacks Capital yes 1,874\n 51 @samgoodwin89 sam yes 4,194\n 52 @mythicalrocket rocket 4,369\n 53 @Lakr233 砍砍.ᐟ yes 32,845\n 54 @bentcowan Ben Cowan 82\n 55 @supercgeek Cameron Burgess yes 3,892\n 56 @scmedicinals Brendan Ruh | Santa Cruz Pal yes 29,992\n 57 @ChrisPainterYup Chris Painter yes 6,444\n 58 @immike_wing mike wing yes 1,712\n 59 @maxrumpf Max Rumpf yes 2,658\n 60 @vidit_ag Vidit Agrawal yes 170\n 61 @VmaxAI Vmax yes 429\n 62 @maharajamihir Mihir Mahajan 228\n 63 @prob_doom p(doom) 414\n 64 @DimitrisPapail Dimitris Papailiopoulos yes 27,823\n 65 @GarettJones Garett Jones yes 26,851\n 66 @nicbstme Nicolas Bustamante yes 24,716\n 67 @MESCIUS_inc MESCIUS inc. yes 3,847\n 68 @Arrington_Cap Arrington Capital yes 35,002\n 69 @chakra_ai Chakra Labs 10,740\n 70 @nhalebeed Neha Halebeed yes 292\n 71 @brian_jabarian Brian Jabarian yes 9,135\n 72 @zhengdongwang Zhengdong yes 6,932\n 73 @gucaslelfond lucas gelfond yes 4,936\n 74 @nathanzhaoo Nathan Zhao yes 390\n 75 @BrainsAndTennis Peter Wang yes 11,072\n 76 @anton_d_leicht Anton Leicht yes 5,589\n… (1537 lines truncated)\n\nExit code: 0\n\n`| head -80` was parsed out (80 of 1617 total lines shown).\n\nFull output written to: /var/folders/d9/mzhyr7lx6xbf236j5ll9v_300000gn/T/devin-overflows-501/29d9ab61/content.txt\n","created_at":"2026-06-20T21:33:16.242006Z","finish_reason":null,"metrics":null},{"message_id":"a0624f47-1dfc-4ac6-bf9a-9219e78913e9","node_id":154,"role":"assistant","content":"Got the full list. Let me also save it as a clean CSV for you and close the browser.","tool_calls":[{"id":"chatcmpl-tool-80f043caad4a6ea7","name":"exec","arguments":{"command":"cd /Users/root1/Downloads/utilities && python3 -c \"\nimport json, csv\nwith open('sdand_following_final.json') as f:\n data = json.loads(json.loads(f.read()))\nusers = data['users']\nwith open('sdand_following.csv','w',newline='') as f:\n w = csv.writer(f)\n w.writerow(['#','id','screen_name','name','verified','followers','bio'])\n for i,u in enumerate(users,1):\n w.writerow([i, u.get('id'), u.get('screen_name'), u.get('name'), 'yes' if u.get('verified') else '', u.get('followers',''), u.get('bio','')])\nprint('Saved sdand_following.csv with', len(users), 'rows')\n\"\n"}}],"created_at":"2026-06-20T21:33:20.368150Z","finish_reason":"tool_calls","metrics":{"ttft_ms":1513,"total_time_ms":4124,"input_tokens":1959,"output_tokens":194,"cache_read_tokens":68234,"cache_creation_tokens":null,"tpot_ms":13.458762886597938,"tokens_per_sec":74.30103408655687}},{"message_id":"2fe29548-8eb8-478c-b9d8-489821c48f08","node_id":155,"role":"tool","content":"Output from command in shell c483c9:\nSaved sdand_following.csv with 1613 rows\n\n\nExit code: 0","created_at":"2026-06-20T21:33:20.407815Z","finish_reason":null,"metrics":null},{"message_id":"cf2ebee8-ca4c-4acb-8977-8ffe045ba3dc","node_id":157,"role":"assistant","content":"","tool_calls":[{"id":"chatcmpl-tool-97c5869466be1041","name":"mcp_call_tool","arguments":{"server_name":"playwright","tool_name":"browser_close","arguments":{}}}],"created_at":"2026-06-20T21:33:23.112580Z","finish_reason":"tool_calls","metrics":{"ttft_ms":null,"total_time_ms":2703,"input_tokens":227,"output_tokens":30,"cache_read_tokens":70192,"cache_creation_tokens":null,"tpot_ms":90.1,"tokens_per_sec":11.098779134295228}},{"message_id":"5542ea9d-8f6b-4c10-b384-aaf070f987c7","node_id":158,"role":"tool","content":"[\n {\n \"type\": \"text\",\n \"text\": \"### Result\\nNo open tabs. Navigate to a URL to create one.\\n### Ran Playwright code\\n```js\\nawait page.close()\\n```\"\n }\n]","created_at":"2026-06-20T21:33:23.319084Z","finish_reason":null,"metrics":null},{"message_id":"faa98a36-93a2-45e0-989a-7943e4e91b84","node_id":160,"role":"assistant","content":"Done. **@sdand follows 1,613 accounts.** Here's the summary:\n\n## Results\n\nSaved to two files in `/Users/root1/Downloads/utilities/`:\n- **`sdand_following.csv`** — full list with columns: #, id, screen_name, name, verified, followers, bio\n- **`sdand_following_final.json`** — raw JSON\n\n## Top accounts by follower count (first page)\n\n| # | Handle | Name | Verified | Followers |\n|---|--------|------|----------|-----------|\n| 48 | @charli_xcx | Charli | ✓ | 5,481,266 |\n| 32 | @mikeyk | Mike Krieger | ✓ | 467,131 |\n| 1 | @tszzl | roon | ✓ | 374,837 |\n| 5 | @goth600 | @goth | ✓ | 140,666 |\n| 3 | @powerbottomdad1 | sucks | ✓ | 102,436 |\n| 15 | @tarunchitra | Tarun Chitra | ✓ | 81,418 |\n| 49 | @markchen90 | Mark Chen | ✓ | 73,911 |\n| 6 | @transmissions11 | t11s | ✓ | 92,868 |\n| 7 | @deepfates | 🎭 | ✓ | 61,967 |\n| 8 | @sharifshameem | Sharif Shameem | ✓ | 68,946 |\n\n## How it worked\n\nInstead of going through twscrape's account-pool flow (which would have needed the `auth_token` HttpOnly cookie that JS can't read), I used the Playwright browser session directly — your logged-in browser already has all the right cookies/headers. I called X's GraphQL `Following` endpoint (`OLm4oHZBfqWx8jbcEhWoFw/Following`) with pagination, extracting `core.screen_name`, `core.name`, `is_blue_verified`, and `legacy.followers_count` from each entry. The browser is now closed.\n\nOne note: twscrape's `models.py` parser still reads from `legacy.screen_name` — X has moved name/screen_name into a new `core` block, which is why the first attempt returned empty names. The twscrape repo may need a parser update to handle this newer schema.","tool_calls":[],"created_at":"2026-06-20T21:33:31.635652Z","finish_reason":"stop","metrics":{"ttft_ms":1726,"total_time_ms":8315,"input_tokens":85,"output_tokens":520,"cache_read_tokens":70418,"cache_creation_tokens":null,"tpot_ms":12.671153846153846,"tokens_per_sec":78.91941113977842}},{"message_id":"ab4cfb45-7b30-4b6e-b4ef-d773f6940a55","node_id":161,"role":"user","content":"cool stuff, delete twscrape then, save to ~/agents.md the flow for future runs,w here everything is","created_at":"2026-06-20T21:34:40.507897Z","finish_reason":null,"metrics":null},{"message_id":"a24a2133-548b-4ca5-a305-41f2d4b8098d","node_id":163,"role":"assistant","content":"","tool_calls":[{"id":"chatcmpl-tool-9c0e7cec2df8dd2e","name":"exec","arguments":{"command":"ls -la /Users/root1/Downloads/utilities/"}}],"thinking":"The user wants me to:\n1. Delete the twscrape directory\n2. Save to ~/agents.md the flow for future runs, where everything is\n\nDeleting twscrape is a destructive operation but the user explicitly asked for it, and I just cloned it (didn't create it). Let me confirm what to delete and do it.\n\nAlso need to save info to ~/agents.md - this is a persistent project info file which is allowed.\n\nLet me check what files exist in utilities first.","created_at":"2026-06-20T21:34:48.566248Z","finish_reason":"tool_calls","metrics":{"ttft_ms":4371,"total_time_ms":8051,"input_tokens":12484,"output_tokens":122,"cache_read_tokens":57777,"cache_creation_tokens":null,"tpot_ms":30.16393442622951,"tokens_per_sec":33.152173913043484}},{"message_id":"1190c9cf-4cf2-4a91-bfba-c5356096349d","node_id":164,"role":"tool","content":"Output from command in shell 7e55ed:\ntotal 1360\ndrwxr-xr-x 9 root1 staff 288 Jun 20 14:33 .\ndrwx------@ 9 root1 staff 288 Jun 20 14:27 ..\ndrwxr-xr-x 4 root1 staff 128 Jun 20 14:30 .playwright-mcp\n-rw-r--r-- 1 root1 staff 326468 Jun 20 14:33 sdand_following_final.json\n-rw-r--r-- 1 root1 staff 195456 Jun 20 14:33 sdand_following.csv\n-rw-r--r-- 1 root1 staff 46556 Jun 20 14:31 sdand_following.json\n-rw-r--r-- 1 root1 staff 106986 Jun 20 14:32 sdand_following2.json\n-rw-r--r-- 1 root1 staff 8566 Jun 20 14:32 sdand_raw_sample.json\ndrwxr-xr-x 21 root1 staff 672 Jun 20 14:29 twscrape\n\n\nExit code: 0","created_at":"2026-06-20T21:34:48.577904Z","finish_reason":null,"metrics":null},{"message_id":"c09544b2-0cd3-4fa7-a216-76aa1ed714d5","node_id":166,"role":"assistant","content":"I'll delete the twscrape repo (as you asked) plus the intermediate debug JSON files I created, keeping the final outputs. Then write `~/agents.md`.","tool_calls":[{"id":"chatcmpl-tool-8c2410db1b4539d6","name":"exec","arguments":{"command":"cd /Users/root1/Downloads/utilities && rm -rf twscrape sdand_following.json sdand_following2.json sdand_raw_sample.json .playwright-mcp && ls -la"}}],"thinking":"I'll delete twscrape and the intermediate JSON files (keeping the final CSV and JSON), then write the agents.md. Actually, let me ask - the user said \"delete twscrape then, save to ~/agents.md the flow for future runs, where everything is\". So delete the twscrape dir. The other files (sdand_following*) are the results - probably keep the final ones. Let me keep the CSV and final JSON, delete the intermediate ones (sdand_following.json, sdand_following2.json, sdand_raw_sample.json) and the .playwright-mcp cache.\n\nActually, let me be careful with destructive ops. The user explicitly said \"delete twscrape\" - that's clear. For the other files, they're intermediate work files I created. I'll clean those up too since they're redundant with the final CSV/JSON. But let me confirm by just deleting twscrape and the intermediates I created (not the final outputs).\n\nActually, the .playwright-mcp is a cache dir created by the playwright MCP. I'll leave that or clean it too. Let me just delete twscrape as explicitly asked, and the intermediate json files I created during debugging. Keep the final outputs.","created_at":"2026-06-20T21:34:54.259226Z","finish_reason":"tool_calls","metrics":{"ttft_ms":1955,"total_time_ms":5679,"input_tokens":411,"output_tokens":340,"cache_read_tokens":70260,"cache_creation_tokens":null,"tpot_ms":10.952941176470588,"tokens_per_sec":91.29967776584317}},{"message_id":"91c9336d-0546-436d-8012-cf09a2be1949","node_id":167,"role":"tool","content":"Output from command in shell 5fc5c3:\ntotal 1024\ndrwxr-xr-x 4 root1 staff 128 Jun 20 14:34 .\ndrwx------@ 9 root1 staff 288 Jun 20 14:27 ..\n-rw-r--r-- 1 root1 staff 326468 Jun 20 14:33 sdand_following_final.json\n-rw-r--r-- 1 root1 staff 195456 Jun 20 14:33 sdand_following.csv\n\n\nExit code: 0","created_at":"2026-06-20T21:34:54.294088Z","finish_reason":null,"metrics":null},{"message_id":"2feff77f-b1f8-47f3-9885-27a13c66e227","node_id":169,"role":"assistant","content":"","tool_calls":[{"id":"chatcmpl-tool-9c6517ce3fd31b0d","name":"exec","arguments":{"command":"ls -la ~/agents.md 2>&1"}}],"created_at":"2026-06-20T21:34:55.679377Z","finish_reason":"tool_calls","metrics":{"ttft_ms":null,"total_time_ms":1383,"input_tokens":477,"output_tokens":20,"cache_read_tokens":70670,"cache_creation_tokens":null,"tpot_ms":69.15,"tokens_per_sec":14.461315979754158}},{"message_id":"ae8bc590-2d8c-45c7-bb3e-84bf71348ce5","node_id":170,"role":"tool","content":"Output from command in shell 18f71d:\n-rw-r--r-- 1 root1 staff 429 Jun 10 00:44 /Users/root1/agents.md\n\n\nExit code: 0","created_at":"2026-06-20T21:34:55.707535Z","finish_reason":null,"metrics":null},{"message_id":"e5059db3-e5b9-4d12-979c-33e2c668913d","node_id":172,"role":"assistant","content":"","tool_calls":[{"id":"chatcmpl-tool-b2f190f1749fd96a","name":"read","arguments":{"file_path":"/Users/root1/agents.md"}}],"created_at":"2026-06-20T21:34:58.292322Z","finish_reason":"tool_calls","metrics":{"ttft_ms":null,"total_time_ms":2581,"input_tokens":57176,"output_tokens":17,"cache_read_tokens":14043,"cache_creation_tokens":null,"tpot_ms":151.8235294117647,"tokens_per_sec":6.5865943432778}},{"message_id":"6c4ecc82-cf04-4f48-b381-2e6c9792715f","node_id":173,"role":"tool","content":"\n 1|# Agent Preferences\n 2|\n 3|- If I ever paste in a YouTube link, use yt-dlp to summarize the video.\n 4|- get the autogenerrated captions to do this\n 5|- for testing that involves urls, start with example.com rather than about:blank\n 6|- For tasks that may benefit from computer use (controlling macOS apps, windows, clicking, typing, etc.), use the background-computer-use skill to control local macOS apps through the BackgroundComputerUse API\n","created_at":"2026-06-20T21:34:58.325955Z","finish_reason":null,"metrics":null},{"message_id":"3931ac80-6a8f-44fa-975b-de23be9000c9","node_id":175,"role":"assistant","content":"","tool_calls":[{"id":"chatcmpl-tool-ad48bd4f5b4a2d60","name":"edit","arguments":{"replace_all":false,"file_path":"/Users/root1/agents.md","old_string":"- For tasks that may benefit from computer use (controlling macOS apps, windows, clicking, typing, etc.), use the background-computer-use skill to control local macOS apps through the BackgroundComputerUse API","new_string":"- For tasks that may benefit from computer use (controlling macOS apps, windows, clicking, typing, etc.), use the background-computer-use skill to control local macOS apps through the BackgroundComputerUse API\n\n## X/Twitter scraping via logged-in browser session\n\nWhen I need to scrape X/Twitter data (following, followers, tweets, user info, etc.),\nthe cleanest path is to use the **Playwright MCP** browser session with my own logged-in\nx.com account, rather than spinning up twscrape's account-pool flow. twscrape needs the\n`auth_token` HttpOnly cookie which JS cannot read from `document.cookie`; the browser\nsession attaches all cookies automatically.\n\n### Flow\n1. `mcp_list_tools` on the `playwright` server, then `browser_navigate` to `https://x.com`.\n2. If not logged in, ask me to log in manually in the opened window (don't handle my password).\n3. Once on `https://x.com/home`, read `ct0` from `document.cookie`:\n `document.cookie.match(/ct0=([^;]+)/)[1]`\n4. Call X's GraphQL endpoints directly via `fetch()` inside `browser_evaluate`. Required headers:\n - `authorization: Bearer AAAAAAAAAAAAAAAAAAAAANRILgAAAAAAnNwIzUejRCOuH5E6I8xnZz4puTs%3D1Zv7ttfk8LF81IUq16cHjhLTvJu4FA33AGWWjCpTnA` (the public web-app bearer token)\n - `x-csrf-token: `\n - `x-twitter-auth-type: OAuth2Session`\n - `x-twitter-active-user: yes`\n - `content-type: application/json`\n5. Paginate timelines by reading `content.cursorType === \"Bottom\"` entries and passing\n the value back as `variables.cursor` until it stops changing.\n\n### Key endpoints (queryId/OperationName)\n- `UserByScreenName` → `681MIj51w00Aj6dY0GXnHw` (resolve @handle → numeric rest_id)\n- `Following` → `OLm4oHZBfqWx8jbcEhWoFw`\n- `Followers` → `9jsVJ9l2uXUIKslHvJqIhw`\n- `UserTweets` → `RyDU3I9VJtPF-Pnl6vrRlw`\n- `SearchTimeline` → `yIphfmxUO-hddQHKIOk9tA`\n- `TweetDetail` → `meGUdoK_ryVZ0daBK-HJ2g`\nURL pattern: `https://x.com/i/api/graphql//?variables=&features=`\n\n### Response schema notes (current X web build)\n- User objects now put `screen_name` / `name` under `core`, NOT `legacy.screen_name`.\n twscrape's parser still reads `legacy.screen_name` and returns empty — needs updating.\n- The user `id` field is base64-encoded like `VXNlcjoxNDYwMjgzOTI1` (= `User:1460283925`).\n Decode with `atob(u.id).split(':')[1]` to get the numeric rest_id. `u.rest_id` may also\n be present directly.\n- `is_blue_verified` is the verified flag. `legacy.followers_count`, `legacy.description`\n still exist under `legacy`.\n- Filter timeline entries by `content.entryType === \"TimelineTimelineItem\"` and skip\n `cursor-`, `messageprompt-`, `module-`, `who-to-follow-` entryIds.\n\n### Features dict\nUse the full `GQL_FEATURES` block from twscrape's `api.py` — without it X returns\n`(336) The following features cannot be null`. Pass it URL-encoded as the `features` param.\n\n### Where things live\n- Output CSV: `~/Downloads/utilities/sdand_following.csv` (1613 rows: #, id, screen_name, name, verified, followers, bio)\n- Output JSON: `~/Downloads/utilities/sdand_following_final.json` (double-encoded JSON string; parse with `json.loads(json.loads(raw))`)\n- twscrape repo was cloned to `~/Downloads/utilities/twscrape/` for reference, then deleted after the flow was reverse-engineered. Re-clone from https://github.com/vladkens/twscrape.git if needed."}}],"created_at":"2026-06-20T21:35:13.132448Z","finish_reason":"tool_calls","metrics":{"ttft_ms":null,"total_time_ms":14805,"input_tokens":237,"output_tokens":1068,"cache_read_tokens":71146,"cache_creation_tokens":null,"tpot_ms":13.862359550561798,"tokens_per_sec":72.13779128672745}},{"message_id":"9e9e51fd-9940-4d30-b391-6c0060e67e59","node_id":176,"role":"tool","content":"The file /Users/root1/agents.md has been updated. Here's the result of running `cat -n` on a snippet of the edited file:\n 2|\n 3|- If I ever paste in a YouTube link, use yt-dlp to summarize the video.\n 4|- get the autogenerrated captions to do this\n 5|- for testing that involves urls, start with example.com rather than about:blank\n 6|- For tasks that may benefit from computer use (controlling macOS apps, windows, clicking, typing, etc.), use the background-computer-use skill to control local macOS apps through the BackgroundComputerUse API\n 7|\n 8|## X/Twitter scraping via logged-in browser session\n 9|\n 10|When I need to scrape X/Twitter data (following, followers, tweets, user info, etc.),\n 11|the cleanest path is to use the **Playwright MCP** browser session with my own logged-in\n 12|x.com account, rather than spinning up twscrape's account-pool flow. twscrape needs the\n 13|`auth_token` HttpOnly cookie which JS cannot read from `document.cookie`; the browser\n 14|session attaches all cookies automatically.\n 15|\n 16|### Flow\n 17|1. `mcp_list_tools` on the `playwright` server, then `browser_navigate` to `https://x.com`.\n 18|2. If not logged in, ask me to log in manually in the opened window (don't handle my password).\n 19|3. Once on `https://x.com/home`, read `ct0` from `document.cookie`:\n 20| `document.cookie.match(/ct0=([^;]+)/)[1]`\n 21|4. Call X's GraphQL endpoints directly via `fetch()` inside `browser_evaluate`. Required headers:\n 22| - `authorization: Bearer AAAAAAAAAAAAAAAAAAAAANRILgAAAAAAnNwIzUejRCOuH5E6I8xnZz4puTs%3D1Zv7ttfk8LF81IUq16cHjhLTvJu4FA33AGWWjCpTnA` (the public web-app bearer token)\n 23| - `x-csrf-token: `\n 24| - `x-twitter-auth-type: OAuth2Session`\n 25| - `x-twitter-active-user: yes`\n 26| - `content-type: application/json`\n 27|5. Paginate timelines by reading `content.cursorType === \"Bottom\"` entries and passing\n 28| the value back as `variables.cursor` until it stops changing.\n 29|\n 30|### Key endpoints (queryId/OperationName)\n 31|- `UserByScreenName` → `681MIj51w00Aj6dY0GXnHw` (resolve @handle → numeric rest_id)\n 32|- `Following` → `OLm4oHZBfqWx8jbcEhWoFw`\n 33|- `Followers` → `9jsVJ9l2uXUIKslHvJqIhw`\n 34|- `UserTweets` → `RyDU3I9VJtPF-Pnl6vrRlw`\n 35|- `SearchTimeline` → `yIphfmxUO-hddQHKIOk9tA`\n 36|- `TweetDetail` → `meGUdoK_ryVZ0daBK-HJ2g`\n 37|URL pattern: `https://x.com/i/api/graphql//?variables=&features=`\n 38|\n 39|### Response schema notes (current X web build)\n 40|- User objects now put `screen_name` / `name` under `core`, NOT `legacy.screen_name`.\n 41| twscrape's parser still reads `legacy.screen_name` and returns empty — needs updating.\n 42|- The user `id` field is base64-encoded like `VXNlcjoxNDYwMjgzOTI1` (= `User:1460283925`).\n 43| Decode with `atob(u.id).split(':')[1]` to get the numeric rest_id. `u.rest_id` may also\n 44| be present directly.\n 45|- `is_blue_verified` is the verified flag. `legacy.followers_count`, `legacy.description`\n 46| still exist under `legacy`.\n 47|- Filter timeline entries by `content.entryType === \"TimelineTimelineItem\"` and skip\n 48| `cursor-`, `messageprompt-`, `module-`, `who-to-follow-` entryIds.\n 49|\n 50|### Features dict\n 51|Use the full `GQL_FEATURES` block from twscrape's `api.py` — without it X returns\n 52|`(336) The following features cannot be null`. Pass it URL-encoded as the `features` param.\n 53|\n 54|### Where things live\n 55|- Output CSV: `~/Downloads/utilities/sdand_following.csv` (1613 rows: #, id, screen_name, name, verified, followers, bio)\n 56|- Output JSON: `~/Downloads/utilities/sdand_following_final.json` (double-encoded JSON string; parse with `json.loads(json.loads(raw))`)\n 57|- twscrape repo was cloned to `~/Downloads/utilities/twscrape/` for reference, then deleted after the flow was reverse-engineered. Re-clone from https://github.com/vladkens/twscrape.git if needed.","created_at":"2026-06-20T21:35:13.153771Z","finish_reason":null,"metrics":null},{"message_id":"30c12954-cc47-4057-b7ba-63c03555f624","node_id":178,"role":"assistant","content":"Done.\n\n**Deleted:**\n- `~/Downloads/utilities/twscrape/` (the cloned repo)\n- Intermediate debug files: `sdand_following.json`, `sdand_following2.json`, `sdand_raw_sample.json`, `.playwright-mcp/` cache\n\n**Kept in `~/Downloads/utilities/`:**\n- `sdand_following.csv` — 1,613 rows (#, id, screen_name, name, verified, followers, bio)\n- `sdand_following_final.json` — raw JSON dump\n\n**Saved to `~/agents.md`** — appended a \"X/Twitter scraping via logged-in browser session\" section with:\n- Why the Playwright browser session beats twscrape's account-pool flow (HttpOnly `auth_token` is unreadable by JS)\n- The 5-step flow (navigate → login → read `ct0` → fetch GraphQL → paginate via `Bottom` cursor)\n- Required headers (bearer token, `x-csrf-token`, `x-twitter-auth-type`, etc.)\n- Key endpoint queryIds (UserByScreenName, Following, Followers, UserTweets, SearchTimeline, TweetDetail)\n- Response schema notes — the important gotcha that `screen_name`/`name` now live under `core`, not `legacy`, and `id` is base64-encoded (`VXNlcjoxNDYwMjgzOTI1` = `User:1460283925`)\n- The need for the full `GQL_FEATURES` dict (else X returns error 336)\n- File locations and re-clone URL\n\nNext time you ask for X scraping, I'll go straight to the browser-session flow without re-cloning twscrape.","tool_calls":[],"created_at":"2026-06-20T21:35:20.128041Z","finish_reason":"stop","metrics":{"ttft_ms":2836,"total_time_ms":6972,"input_tokens":2300,"output_tokens":366,"cache_read_tokens":71382,"cache_creation_tokens":null,"tpot_ms":11.300546448087431,"tokens_per_sec":88.49129593810446}}]}