
X Tweets by Handle
FreeScrape tweets from any X user profile efficiently.
Free · Opens the source repo
What X Tweets by Handle does
The X Tweets by Handle skill enables users to scrape tweets from a specified X (Twitter) user profile timeline based on a given handle. Users can choose from three modes: tweets, tweets with replies, or media-only, allowing for tailored data collection based on their needs. The skill returns structured data for each tweet, including text, author profile, engagement metrics, media links, hashtags, and mentions, making it a comprehensive tool for analyzing user-generated content on X.
This skill is particularly useful for developers, data analysts, and marketers who need to gather insights from social media interactions. By leveraging the skill, users can easily track specific accounts, monitor engagement, and compile datasets for research or competitive analysis. The output is normalized and paginated, ensuring that users can efficiently handle large volumes of data without losing track of previous entries.
To use the skill, users must have an active X session in their browser and ensure that network capture is enabled. The skill operates within the confines of what the user can manually access in their browser, adhering to authentication protocols. It builds the necessary URLs and captures the data through network requests, ensuring a seamless experience while scraping tweets.
Overall, the X Tweets by Handle skill is an essential tool for anyone looking to extract and analyze tweet data from X profiles, whether for personal projects, academic research, or business intelligence purposes.
When to use it
Use this skill when you need to gather tweets from specific X accounts for analysis or monitoring.
When not to use it
This skill is not suitable for users who do not have access to an X account or those who need to scrape data without user authentication.
What you can build with it
Market Research
Gather tweets from competitors to analyze their engagement and content strategy.
Content Creation
Compile user-generated content for inspiration or to track trending topics in your niche.
Data Analysis
Export tweets for statistical analysis or to build datasets for machine learning projects.
How to install X Tweets by Handle
View source1. Install with the skills CLI
npx skills add browser-act/skills/x-tweet-by-handle --agent claude-code2. Or install it manually
Download the skill folder and drop it into ~/.claude/skills/ for all projects, or .claude/skills/ to scope it to one repo. Restart Claude Code so it picks up the new skill.
Anthropic's agentic coding CLI, and the reference implementation of Agent Skills. Drop a skill folder into ~/.claude/skills and Claude Code loads it automatically whenever a task matches the skill's description. Claude Code docs
Inside SKILL.md
Written by browser-actX — Tweets by Handle
X handle + timeline mode → normalized list of that user's tweets (or replies / media-only) with author, engagement, media, cursor.
Language
All process output to user (progress updates, process notifications) follows the user's language.
Objective
Collect tweets from one or more X user profile timelines, selectable between the default tweets tab, the tweets-and-replies tab, and the media-only tab, returning structured per-tweet data and pagination cursors.
Prerequisites
- Active X session in the browser (left sidebar shows logged-in avatar / @handle).
- Network capture is enabled in the browser-act session.
Pre-execution Checks
1. Tool Readiness
If browser-act has been confirmed available in the current session → skip this step.
Invoke browser-act via Skill tool to load usage. If installation or configuration issues arise, follow its guidance to resolve then retry.
2. Login Verification
If login status for X has been confirmed in the current session → skip this step.
Otherwise: open https://x.com and observe the left sidebar:
- User avatar or @handle visible → logged in, continue
- "Sign in" / "Log in" prompt visible → not logged in, inform the user and assist the login flow
User refuses or cannot log in → terminate execution.
Capability Components
This Skill's operational boundary = what the user can manually do in their browser. It only reads tweet data already shown to the user, never bypassing authentication. The browser's own JS signs the GraphQL request; the Skill triggers it via URL navigation and reads the response from network traffic. Python scripts under
scripts/only build URLs and parse responses — they do not call X directly. Run them through the bash tool.
Network Capture: profile timeline (tweets / replies / media)
Step 1 — build the profile URL for the desired mode:
URL=$(python scripts/build-profile-url.py '{handle}' --mode {mode})
Parameters:
handle(positional): X handle without@, case-insensitive.--mode: one oftweets(default — triggersUserTweets),replies(triggersUserTweetsAndReplies),media(triggersUserMedia).
Step 2 — navigate and capture the first page:
network requests --clearnavigate "$URL"wait stable --timeout 25000(timeout is normal on X; proceed even if it fires)- Determine the endpoint name to filter by —
UserTweets,UserTweetsAndReplies, orUserMediamatching the chosen mode:network requests --type xhr,fetch --filter UserTweets(when--mode tweets)network requests --type xhr,fetch --filter UserTweetsAndReplies(when--mode replies)network requests --type xhr,fetch --filter UserMedia(when--mode media)
- Take the latest matching entry's
request_id. network request <request_id>→ save full output to a file (e.g.tmp/x-profile-page-1.txt).- Parse with the matching
--sourceflag:python scripts/parse-tweets.py --json-file tmp/x-profile-page-1.txt --source user_tweets(fortweets)python scripts/parse-tweets.py --json-file tmp/x-profile-page-1.txt --source user_replies(forreplies)python scripts/parse-tweets.py --json-file tmp/x-profile-page-1.txt --source user_media(formedia)
Endpoint characteristic: URL contains /i/api/graphql/<hash>/UserTweets (or UserTweetsAndReplies / UserMedia). The query hash rotates; always filter by name.
Step 3 — paginate via scroll:
network requests --clearscroll down --amount 5000wait stable --timeout 10000network requests --type xhr,fetch --filter <EndpointName>→ take the newest entry'srequest_idnetwork request <request_id>→ save totmp/x-profile-page-N.txtpython scripts/parse-tweets.py --json-file tmp/x-profile-page-N.txt --source <source>
Repeat Step 3 until any termination condition is met:
- Accumulated unique tweet count reaches the user's target.
count == 0on the current page.cursor_bottomis unchanged across two consecutive pages.
Error handling: if no matching request appears after a scroll, wait 3 s and retry once. If the page redirects to a "This account doesn't exist" or "Account suspended" view (visible in state output), terminate with an explanatory result. Pinned tweets appear at the top of the first page — they are normal tweets and are included in the output; de-duplicate by id when merging if a pinned tweet would also appear later in chronological order.
Output example:
{
"tweets": [
{
"type": "tweet",
"id": "2068333045510291908",
"url": "https://x.com/NASA/status/2068333045510291908",
"twitter_url": "https://twitter.com/NASA/status/2068333045510291908",
"text": "The official FIFA World Cup ball went to space! ...",
"created_at": "Thu Jun 20 18:30:11 +0000 2026",
"lang": "en",
"source": "Twitter Web App",
"retweet_count": 4586,
"reply_count": 1812,
"like_count": 24499,
"quote_count": 240,
"bookmark_count": 1730,
"view_count": 2098235,
"is_reply": false,
"is_retweet": false,
"is_quote": false,
"quote_id": null,
"quote_url": null,
"in_reply_to_id": null,
"in_reply_to_user": null,
"in_reply_to_user_id": null,
"conversation_id": "2068333045510291908",
"hashtags": ["FIFAWorldCup"],
"mentions": [],
"urls": [],
"media": [
{"type": "photo", "url": "https://pbs.twimg.com/media/abcd.jpg", "expanded_url": "https://x.com/NASA/status/2068333045510291908/photo/1", "alt_text": null}
],
"card": null,
"place": null,
"author": {
"id": "11348282",
"user_name": "NASA",
"name": "NASA",
"url": "https://x.com/NASA",
"is_verified": false,
"is_blue_verified": true,
"verified_type": "Government",
"profile_picture": "https://pbs.twimg.com/profile_images/.../photo.jpg",
"description": "Explore the universe ...",
"location": "Pale Blue Dot",
"followers": 92137231,
"following": 305,
"created_at": "Wed Dec 19 20:20:32 +0000 2007"
}
}
],
"count": 20,
"cursor_top": "DAAHCgABHLo27Q8__-s...",
"cursor_bottom": "DAAHCgABHLo27Q8__-s..."
}
Pagination
Network Capture Pagination: triggered by scroll down. X's page JS inserts the previous response's cursor_bottom into the next request's variables.cursor. Termination: count == 0, cursor_bottom does not advance across two consecutive pages, or user target reached.
Success Criteria
count >= 1 on the first page (unless the account has zero tweets in the chosen mode) AND every tweet has non-null id, text, created_at, author.user_name, like_count, retweet_count, reply_count AND each subsequent page's cursor_bottom differs from the previous page's until termination.
Known Limitations
- Protected (locked) accounts return zero tweets unless the logged-in session follows that account.
- Suspended or deleted accounts return an error page; the Skill will detect via empty
countand a redirect to/account_suspendedor/account/accessand terminate the loop. view_countisnullfor very new or low-traffic tweets where X has not yet emittedviews.count.--mode mediareturns tweets that contain native media only; pure-text or quote-only tweets are skipped by X server-side.- Sustained polling triggers per-session throttling; stay under ~150 timeline calls per 15-minute window per session (
x-rate-limit-remainingshows the live budget). - The page may never reach
network-idle;wait stablewill frequently time out — proceed to read network anyway.
Execution Efficiency
- Batch orchestration: write a bash script that iterates handles serially in one session; for parallelism, fan out across multiple stealth browsers each with its own login.
- Test before batch execution: run one handle end-to-end (page 1 + page 2) first.
- Reduce redundant pre-operations: keep the same session for many sequential handles —
navigatereuses the SPA. - Error resumption: persist
cursor_bottom+ accumulated tweet IDs to disk after every page; a crash mid-batch resumes from the last good cursor. - De-duplicate by
id: pinned tweets reappear when chronological order catches up; merge byid.
Experience Notes
Path: {working-directory}/browser-act-skill-forge-memories/x-tweet-scraper-x-tweet-by-handle.memory.md (working directory is determined by the Agent running the Skill, typically the project root or current working directory)
Before execution: If the file exists, read it first — it records unexpected situations encountered during past executions (e.g., a strategy has become ineffective); adjust strategy order accordingly.
After execution: If an unexpected situation is encountered (strategy became ineffective, page redesigned, anti-scraping upgraded, better path discovered), append a line:
{YYYY-MM-DD}: {what happened} → {conclusion}
Normal execution does not write to the file. Do not record what handle was scraped or how many tweets were returned — those are task outputs, not experience.
Frequently asked questions about X Tweets by Handle
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