RRepoGEO

REPOGEO REPORT · LITE

muthuishere/mcp-server-bash-sdk

Default branch main · commit 74fa3106 · scanned 6/14/2026, 8:27:27 AM

GitHub: 510 stars · 48 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 muthuishere/mcp-server-bash-sdk, 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
    Clarify 'MCP' in README H1 to specify 'Model Context Protocol'

    Why:

    CURRENT
    # 🐚 MCP Server in Bash
    COPY-PASTE FIX
    # 🐚 Model Context Protocol (MCP) Server in Bash for AI Tools
  • hightopics#2
    Add comprehensive topics to the repository

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    ai-tools, llm-agents, bash, json-rpc, protocol-server, model-context-protocol, zero-overhead, shell-scripting
  • mediumabout#3
    Enhance the repository description

    Why:

    CURRENT
    Yes Mcp server in bash
    COPY-PASTE FIX
    A lightweight, zero-overhead Model Context Protocol (MCP) server implemented purely in Bash, enabling AI systems and LLM agents to call custom tools via JSON-RPC.

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 muthuishere/mcp-server-bash-sdk
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
netcat
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. netcat · recommended 1×
  2. curl · recommended 1×
  3. jq · recommended 1×
  4. python · recommended 1×
  5. grep · recommended 1×
  • CATEGORY QUERY
    How to implement a lightweight AI tool server using only bash scripts?
    you: not recommended
    AI recommended (in order):
    1. netcat
    2. curl
    3. jq
    4. python
    5. grep
    6. awk
    7. sed
    8. Flask
    9. FastAPI
    10. Node.js
    11. Express

    AI recommended 11 alternatives but never named muthuishere/mcp-server-bash-sdk. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking zero-overhead protocol server for AI tools, avoiding heavy language runtimes.
    you: not recommended
    AI recommended (in order):
    1. Rust
    2. Tokio (tokio-rs/tokio)
    3. Hyper (hyperium/hyper)
    4. C++
    5. Boost.Asio (boostorg/asio)
    6. Poco (pocoproject/poco)
    7. Drogon (drogonframework/drogon)
    8. Go
    9. net/http
    10. gRPC (grpc/grpc)
    11. Zig
    12. std.net
    13. C
    14. libuv (libuv/libuv)
    15. mongoose (cesanta/mongoose)

    AI recommended 15 alternatives but never named muthuishere/mcp-server-bash-sdk. 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 muthuishere/mcp-server-bash-sdk?
    pass
    AI named muthuishere/mcp-server-bash-sdk explicitly

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

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

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

Embed your GEO score

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MARKDOWN (README)
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muthuishere/mcp-server-bash-sdk — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
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