RRepoGEO

REPOGEO REPORT · LITE

steipete/birdclaw

Default branch main · commit f0e4de86 · scanned 6/1/2026, 5:47:00 AM

GitHub: 797 stars · 77 forks

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
  • highabout#1
    Clarify the repository description to emphasize local-first app

    Why:

    CURRENT
    Stores all your tweets nicely claw-able for agents.
    COPY-PASTE FIX
    A local-first web app and CLI for archiving, searching, and managing your personal Twitter data in SQLite, designed for agents and automation.
  • hightopics#2
    Add relevant topics to improve categorization

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    twitter, archive, local-first, sqlite, cli, web-app, personal-data, automation, agents
  • mediumreadme#3
    Add a concise, direct statement of purpose after the H1

    Why:

    CURRENT
    # birdclaw 🪶 — Local Twitter memory in SQLite: archives, DMs, likes, bookmarks
`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 🪶 — Local Twitter memory in SQLite: archives, DMs, likes, bookmarks
A local-first web app and CLI to archive, search, and manage your personal Twitter data in SQLite.
`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.

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
twintproject/twint
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. twintproject/twint · recommended 2×
  2. TweetDuck · recommended 1×
  3. Tweet Archiver · recommended 1×
  4. Elasticsearch · recommended 1×
  5. Kibana · recommended 1×
  • CATEGORY QUERY
    How can I self-host my Twitter archive and search past tweets locally?
    you: not recommended
    AI recommended (in order):
    1. TweetDuck
    2. Twint (twintproject/twint)
    3. Tweet Archiver
    4. Elasticsearch
    5. Kibana
    6. SQLite

    AI recommended 6 alternatives but never named steipete/birdclaw. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools exist for agents to access and automate personal Twitter data locally?
    you: not recommended
    AI recommended (in order):
    1. Twint (twintproject/twint)
    2. snscrape (JustAnotherArchivist/snscrape)
    3. Twitter API
    4. Tweepy (tweepy/tweepy)
    5. twitter-api-v2-client
    6. Selenium (SeleniumHQ/selenium)
    7. ChromeDriver
    8. GeckoDriver (mozilla/geckodriver)
    9. Puppeteer (puppeteer/puppeteer)
    10. Node.js (nodejs/node)
    11. Beautiful Soup (BeautifulSoup/BeautifulSoup)
    12. Requests (psf/requests)

    AI recommended 12 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