RRepoGEO

REPOGEO REPORT · LITE

Open-Legal-Products/mike

Default branch main · commit 93f921be · scanned 7/1/2026, 4:33:16 AM

GitHub: 3,856 stars · 1,205 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 Open-Legal-Products/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
  • hightopics#1
    Add relevant topics to the repository

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    legal-tech, ai-assistant, document-generation, open-source, self-hosted, nextjs, express, supabase, llm, generative-ai, legal-documents, ai-platform
  • highreadme#2
    Reposition the README's opening sentence to emphasize 'platform' and 'self-hostable'

    Why:

    CURRENT
    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 is an open-source, self-hostable AI legal platform designed for document generation and assistance, featuring a Next.js frontend, an Express backend, Supabase Auth/Postgres, and Cloudflare R2-compatible object storage.
  • mediumhomepage#3
    Add the homepage URL to the repository's About section

    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 Open-Legal-Products/mike
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Docassemble
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Docassemble · recommended 1×
  2. OpenLaw · recommended 1×
  3. Akoma Ntoso · recommended 1×
  4. Rasa · recommended 1×
  5. spaCy · recommended 1×
  • CATEGORY QUERY
    What are open source AI platforms for legal document generation and assistance?
    you: not recommended
    AI recommended (in order):
    1. Docassemble
    2. OpenLaw
    3. Akoma Ntoso
    4. Rasa
    5. spaCy
    6. Apache OpenNLP

    AI recommended 6 alternatives but never named Open-Legal-Products/mike. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How to build a self-hosted AI legal assistant with Supabase and LLM integration?
    you: not recommended
    AI recommended (in order):
    1. LangChain (langchain-ai/langchain)
    2. LlamaIndex (run-llama/llama_index)
    3. FastAPI (tiangolo/fastapi)
    4. Next.js (vercel/next.js)
    5. Supabase (supabase/supabase)
    6. Hugging Face Transformers (huggingface/transformers)
    7. Docker (moby/moby)
    8. Kubernetes (kubernetes/kubernetes)

    AI recommended 8 alternatives but never named Open-Legal-Products/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 Open-Legal-Products/mike?
    pass
    AI named Open-Legal-Products/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 Open-Legal-Products/mike in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Open-Legal-Products/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 Open-Legal-Products/mike solve, and who is the primary audience?
    pass
    AI named Open-Legal-Products/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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Open-Legal-Products/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