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Get Started Free →Scrapes tweets from an X (Twitter) user profile timeline given a handle, with selectable mode: tweets, tweets+replies, or media-only. Returns normalized per-tweet data including text, author profile, engagement counts, media, hashtags, mentions, and cursor for pagination. Use when user mentions X user tweets, Twitter user tweets, profile timeline, user feed, @handle tweets, scrape Twitter user, scrape X account, get all tweets from a user, scrape user timeline, download user posts, export tweets
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-04 | ✗→✓ | ▲ Improved | 104% | 0% |
| case-05 | ✗→✓ | ▲ Improved | 213% | 0% |
| case-06 | ✗→✓ | ▲ Improved | 47% | 0% |
| case-07 | ✗→✓ | ▲ Improved | 56% | 0% |
| case-08 | ✗→✓ | ▲ Improved | 89% | 0% |
> X handle + timeline mode → normalized list of that user's tweets (or replies / media-only) with author, engagement, media, cursor.
All process output to user (progress updates, process notifications) follows the user's language.
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.
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.
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 refuses or cannot log in → terminate execution.
> 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.
Step 1 — build the profile URL for the desired mode:
URL=$(python scripts/build-profile-url.py '{handle}' --mode {mode})
Parameters:
handle (positional): X handle without @, case-insensitive.--mode: one of tweets (default — triggers UserTweets), replies (triggers UserTweetsAndReplies), media (triggers UserMedia).Step 2 — navigate and capture the first page:
network requests --clearnavigate "$URL"wait stable --timeout 25000 (timeout is normal on X; proceed even if it fires)UserTweets, UserTweetsAndReplies, or UserMedia matching 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)request_id.network request <request_id> → save full output to a file (e.g. tmp/x-profile-page-1.txt).--source flag:python scripts/parse-tweets.py --json-file tmp/x-profile-page-1.txt --source user_tweets (for tweets)python scripts/parse-tweets.py --json-file tmp/x-profile-page-1.txt --source user_replies (for replies)python scripts/parse-tweets.py --json-file tmp/x-profile-page-1.txt --source user_media (for media)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's request_idnetwork request <request_id> → save to tmp/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:
count == 0 on the current page.cursor_bottom is 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:
json{ "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..." }
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.
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.
count and a redirect to /account_suspended or /account/access and terminate the loop.view_count is null for very new or low-traffic tweets where X has not yet emitted views.count.--mode media returns tweets that contain native media only; pure-text or quote-only tweets are skipped by X server-side.x-rate-limit-remaining shows the live budget).network-idle; wait stable will frequently time out — proceed to read network anyway.navigate reuses the SPA.cursor_bottom + accumulated tweet IDs to disk after every page; a crash mid-batch resumes from the last good cursor.id: pinned tweets reappear when chronological order catches up; merge by id.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.
Other measured skills in the registry, with their headline benchmark lift.