RRepoGEO

REPOGEO REPORT · LITE

bhauman/clojure-mcp

Default branch main · commit 27a29c99 · scanned 6/2/2026, 7:36:58 AM

GitHub: 757 stars · 79 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 bhauman/clojure-mcp, 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

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Reposition README's opening sentence to clarify AI assistance role

    Why:

    CURRENT
    ClojureMCP is an MCP server for Clojure!
    COPY-PASTE FIX
    ClojureMCP is an AI assistance tool for REPL-driven development in Clojure, acting as an MCP server that connects LLM clients (like Claude Code or Claude Desktop) to your Clojure project.
  • mediumabout#2
    Expand the repository description for clarity

    Why:

    CURRENT
    Clojure MCP
    COPY-PASTE FIX
    An MCP server providing AI assistance and Clojure-aware tools for REPL-driven development with LLM clients like Claude Desktop.

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 bhauman/clojure-mcp
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
GitHub Copilot
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. GitHub Copilot · recommended 2×
  2. Cursor · recommended 2×
  3. Tabnine · recommended 2×
  4. clj-ai · recommended 1×
  5. clojure-openai-api · recommended 1×
  • CATEGORY QUERY
    How can I integrate AI assistance for REPL-driven development in my Clojure projects?
    you: not recommended
    AI recommended (in order):
    1. clj-ai
    2. clojure-openai-api
    3. GitHub Copilot
    4. ChatGPT
    5. GPT-4
    6. Cursor
    7. Tabnine
    8. Codeium

    AI recommended 8 alternatives but never named bhauman/clojure-mcp. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools provide LLM-powered code completion and refactoring for Clojure's complex syntax?
    you: not recommended
    AI recommended (in order):
    1. Cursor
    2. GitHub Copilot
    3. VS Code (microsoft/vscode)
    4. IntelliJ IDEA
    5. Calva (BetterThanTomorrow/calva)
    6. Cursive
    7. Codeium (Exafunction/codeium)
    8. Tabnine
    9. AI Assistant
    10. Emacs
    11. lsp-mode (emacs-lsp/lsp-mode)
    12. clojure-lsp (clojure-lsp/clojure-lsp)
    13. copilot.el (zerolfx/copilot.el)
    14. tabnine.el (emacs-tabnine/tabnine.el)

    AI recommended 14 alternatives but never named bhauman/clojure-mcp. 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 bhauman/clojure-mcp?
    pass
    AI named bhauman/clojure-mcp explicitly

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

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

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

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bhauman/clojure-mcp — RepoGEO report