RRepoGEO

REPOGEO REPORT · LITE

steipete/birdclaw

Default branch main · commit bc68ea69 · scanned 7/1/2026, 5:52:02 AM

GitHub: 1,446 stars · 138 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

3 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

AI VISIBILITY SCORE
35 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 warn · 0 fail
Objective metadata checks
AI knows your name
3 / 3
Direct prompts that named your repo
HOW TO READ THIS REPORT

Action plan is what to do next — copy-pasteable changes prioritized by impact. Category visibility is the real GEO test: when a user asks an AI a brand-free question that should surface steipete/birdclaw, does the AI actually recommend you — or your competitors? Objective checks verify the metadata signals AI engines weight first. Self-mention check detects whether AI even knows you exist by name.

Action plan — copy-paste fixes

3 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Clarify the project's core purpose in the README's opening

    Why:

    CURRENT
    `birdclaw` is a local-first Twitter workspace: archive import, cached live reads, focused triage, and reply flows in one local web app + CLI. Built by @steipete.
    COPY-PASTE FIX
    Birdclaw is a local-first application and CLI for personal Twitter data management, archiving, and analysis. It provides a private workspace to store your tweets, DMs, likes, and bookmarks in SQLite, offering a local web UI and scriptable JSON access for agents. This is not a Swift library; it's a standalone tool.
  • hightopics#2
    Add specific topics to improve categorization

    Why:

    COPY-PASTE FIX
    twitter, archive, sqlite, local-first, social-media, data-management, cli, web-app, personal-data
  • mediumabout#3
    Update the repository description for clarity

    Why:

    CURRENT
    Stores all your tweets nicely claw-able for agents.
    COPY-PASTE FIX
    A local-first application and CLI for personal Twitter data management, archiving, and analysis, storing tweets, DMs, and media in SQLite.

Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash

Category visibility — the real GEO test

Brand-free queries asked to google/gemini-2.5-flash. Did AI recommend you, or someone else?

Same questions for every model — switch tabs to compare answers and rankings.

Recall
0 / 2
0% of queries surface steipete/birdclaw
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Facebook Download Your Information
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Facebook Download Your Information · recommended 1×
  2. Twitter Data Archive · recommended 1×
  3. Instagram Data Download · recommended 1×
  4. TweetDeck · recommended 1×
  5. 4K Stogram · recommended 1×
  • CATEGORY QUERY
    How can I locally archive my social media activity, including DMs and media, for personal use?
    you: not recommended
    AI recommended (in order):
    1. Facebook Download Your Information
    2. Twitter Data Archive
    3. Instagram Data Download
    4. TweetDeck
    5. 4K Stogram
    6. twitter-archive-browser
    7. instagram-scraper
    8. Pinboard.in
    9. HTTrack Website Copier

    AI recommended 9 alternatives but never named steipete/birdclaw. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the best tools for programmatically accessing and analyzing my personal social media history?
    you: not recommended
    AI recommended (in order):
    1. Twint
    2. Facebook Graph API
    3. YouTube Data API
    4. Reddit API
    5. Instaloader
    6. Beautiful Soup 4
    7. Selenium

    AI recommended 7 alternatives but never named steipete/birdclaw. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    warn

    Suggestion:

  • README presence
    pass

Self-mention check

Does AI even know your repo exists when asked about it directly?

  • Compared to common alternatives in this category, what is the core differentiator of steipete/birdclaw?
    pass
    AI named steipete/birdclaw explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • If a team adopts steipete/birdclaw in production, what risks or prerequisites should they evaluate first?
    pass
    AI named steipete/birdclaw explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • In one sentence, what problem does the repo steipete/birdclaw solve, and who is the primary audience?
    pass
    AI named steipete/birdclaw explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

Embed your GEO score

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steipete/birdclaw — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite