RRepoGEO

REPOGEO REPORT · LITE

willchen96/mike

Default branch main · commit 93f921be · scanned 6/27/2026, 8:37:38 PM

GitHub: 3,820 stars · 1,193 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 the README's opening to emphasize its legal AI platform category

    Why:

    CURRENT
    # Mike

Mike is a legal document assistant with a Next.js frontend, an Express backend, Supabase Auth/Postgres, and Cloudflare R2-compatible object storage.
    COPY-PASTE FIX
    # Mike: An Open-Source AI Legal Platform

Mike is a full-stack legal document assistant designed for legal professionals, built with Next.js, Express, Supabase, and S3-compatible storage.
  • hightopics#2
    Add specific topics to the repository

    Why:

    COPY-PASTE FIX
    legal-tech, ai-assistant, legal-ai, document-analysis, full-stack, nextjs, expressjs, supabase, open-source
  • mediumhomepage#3
    Add the official website as the repository homepage

    Why:

    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
Hugging Face Transformers
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Hugging Face Transformers · recommended 2×
  2. Doccano · recommended 1×
  3. spaCy · recommended 1×
  4. OpenLegal · recommended 1×
  5. Rasa · recommended 1×
  • CATEGORY QUERY
    Looking for an open-source AI platform to assist with legal document analysis.
    you: not recommended
    AI recommended (in order):
    1. Doccano
    2. spaCy
    3. Hugging Face Transformers
    4. OpenLegal
    5. Rasa

    AI recommended 5 alternatives but never named willchen96/mike. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are some full-stack Node.js projects for building an AI legal assistant?
    you: not recommended
    AI recommended (in order):
    1. Next.js
    2. Express.js
    3. OpenAI API
    4. Hugging Face Transformers
    5. PostgreSQL
    6. NestJS
    7. React
    8. LangChain.js
    9. MongoDB
    10. Remix
    11. Supabase
    12. Cohere API
    13. Astro
    14. Fastify
    15. LlamaIndex.js
    16. PlanetScale
    17. AdonisJS
    18. Flask
    19. FastAPI
    20. MySQL

    AI recommended 20 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