RRepoGEO

REPOGEO REPORT · LITE

willchen96/mike

Default branch main · commit 2bbb6288 · scanned 5/16/2026, 10:47:42 PM

GitHub: 3,051 stars · 887 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)

2 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 willchen96/mike, 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
    Reposition README H1 to explicitly state its category

    Why:

    CURRENT
    # Mike
    COPY-PASTE FIX
    # Mike: Open Source AI Legal Platform
  • hightopics#2
    Add relevant topics to the repository

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    ai, legal-tech, document-processing, full-stack, nextjs, expressjs, supabase, cloudflare-r2, object-storage
  • mediumhomepage#3
    Add the project homepage URL to repository metadata

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    https://mikeoss.com

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 willchen96/mike
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Doccano
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Doccano · recommended 1×
  2. Rasa · recommended 1×
  3. spaCy · recommended 1×
  4. OpenNMT · recommended 1×
  5. Haystack · recommended 1×
  • CATEGORY QUERY
    What are good open source AI legal platforms for document processing?
    you: not recommended
    AI recommended (in order):
    1. Doccano
    2. Rasa
    3. spaCy
    4. OpenNMT
    5. Haystack
    6. Apache UIMA

    AI recommended 6 alternatives but never named willchen96/mike. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Open source full-stack AI document assistant with Node.js backend and object storage.
    you: not recommended
    AI recommended (in order):
    1. Documenso
    2. LangChain.js
    3. LlamaIndex.js
    4. Paperless-ngx
    5. Nextcloud
    6. Strapi
    7. AWS S3
    8. MinIO
    9. Express.js
    10. NestJS
    11. AWS S3 SDK for JavaScript
    12. MinIO Client SDK for JavaScript
    13. OpenAI
    14. Anthropic
    15. Ollama

    AI recommended 15 alternatives but never named willchen96/mike. 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 willchen96/mike?
    pass
    AI named willchen96/mike explicitly

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

  • If a team adopts willchen96/mike in production, what risks or prerequisites should they evaluate first?
    pass
    AI named willchen96/mike 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 willchen96/mike solve, and who is the primary audience?
    pass
    AI named willchen96/mike explicitly

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

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willchen96/mike — 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