RRepoGEO

REPOGEO REPORT · LITE

repowise-dev/repowise

Default branch main · commit cdd38af5 · scanned 5/8/2026, 11:32:49 AM

GitHub: 1,418 stars · 212 forks

AI VISIBILITY SCORE
40 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 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 repowise-dev/repowise, 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 H1 to clarify its unique role for AI agents

    Why:

    CURRENT
    **Codebase intelligence for AI-assisted engineering teams.**
    COPY-PASTE FIX
    repowise: Codebase Intelligence Platform for AI Coding Agents.

repowise is a specialized platform that provides deep, structured institutional knowledge and context directly to AI coding agents (like Claude Code and other MCP-compatible AIs), enabling them to answer complex 'why' questions beyond raw code.
  • mediumtopics#2
    Add more specific topics to improve categorization

    Why:

    CURRENT
    ai, claude, code-intelligence, dead-code, developer-tools, documentation, git-analytics, mcp, open-source, python
    COPY-PASTE FIX
    ai, claude, code-intelligence, dead-code, developer-tools, documentation, git-analytics, mcp, open-source, python, ai-agents, llm-context, codebase-context, engineering-intelligence, institutional-knowledge
  • lowlicense#3
    Explicitly state the license in the README

    Why:

    COPY-PASTE FIX
    repowise is licensed under the AGPL-3.0 license. See the [LICENSE](LICENSE) file for full details.

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 repowise-dev/repowise
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
run-llama/llama_index
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. run-llama/llama_index · recommended 1×
  2. langchain-ai/langchain · recommended 1×
  3. GitHub Copilot Enterprise · recommended 1×
  4. OpenAI Assistants API · recommended 1×
  5. weaviate/weaviate · recommended 1×
  • CATEGORY QUERY
    How can I provide better codebase context and institutional knowledge to my AI coding agents?
    you: not recommended
    AI recommended (in order):
    1. LlamaIndex (run-llama/llama_index)
    2. LangChain (langchain-ai/langchain)
    3. GitHub Copilot Enterprise
    4. OpenAI Assistants API
    5. Weaviate (weaviate/weaviate)
    6. Pinecone
    7. Tree-sitter (tree-sitter/tree-sitter)
    8. OpenAI's `text-embedding-ada-002`
    9. Hugging Face Transformers (huggingface/transformers)
    10. FAISS (facebookresearch/faiss)
    11. DocuMentor.ai
    12. Swimm.io

    AI recommended 12 alternatives but never named repowise-dev/repowise. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools help engineering teams generate documentation, detect dead code, and analyze git history?
    you: not recommended
    AI recommended (in order):
    1. Swagger/OpenAPI Generator
    2. Doxygen
    3. Sphinx
    4. JSDoc
    5. TypeDoc
    6. Storybook
    7. SonarQube
    8. ESLint
    9. PMD
    10. Go Report Card
    11. golint
    12. go vet
    13. Clang-Tidy
    14. GitKraken
    15. GitLens
    16. Atlassian Bitbucket
    17. GitHub
    18. GitLab
    19. git log
    20. git blame
    21. git reflog

    AI recommended 21 alternatives but never named repowise-dev/repowise. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    pass

  • 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 repowise-dev/repowise?
    pass
    AI named repowise-dev/repowise explicitly

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

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

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

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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite