RRepoGEO

REPOGEO REPORT · LITE

f/mcptools

Default branch master · commit e7bd7246 · scanned 6/27/2026, 12:02:03 PM

GitHub: 1,597 stars · 124 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)

3 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 f/mcptools, 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 README H1 to clarify 'MCP' and its domain

    Why:

    CURRENT
    <h1 align="center">Swiss Army Knife for MCP Servers</h1>
<p align="center">
    A comprehensive command-line interface for interacting with MCP (Model Context Protocol) servers.
    <br>
    Discover, call, and manage tools, resources, and prompts from any MCP-compatible server.
    <br>
    Supports multiple transport methods, output formats, and includes powerful mock and proxy server capabilities.
  </p>
    COPY-PASTE FIX
    Replace the current H1 and subtitle with: `# MCP Tools: Command-Line Interface for Model Context Protocol Servers` and add a short note immediately after the subtitle: `(Note: This project is for Model Context Protocol, not Mod Coder Pack for Minecraft.)`
  • hightopics#2
    Update topics for clarity and specificity

    Why:

    CURRENT
    mcp, mcp-server, modelcontextprotocol
    COPY-PASTE FIX
    model-context-protocol, mcp-cli, llm-tools, api-client, mock-server
  • mediumhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://fka.dev/mcptools (or a similar dedicated project page/documentation link)

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 f/mcptools
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
curl
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. curl · recommended 1×
  2. jq · recommended 1×
  3. httpie · recommended 1×
  4. Python · recommended 1×
  5. requests · recommended 1×
  • CATEGORY QUERY
    How can I manage and call tools on Model Context Protocol servers via CLI?
    you: not recommended
    AI recommended (in order):
    1. curl
    2. jq
    3. httpie
    4. Python
    5. requests
    6. Newman
    7. gron

    AI recommended 7 alternatives but never named f/mcptools. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What command-line utility helps manage LLM application configurations and mock server responses?
    you: not recommended
    AI recommended (in order):
    1. OpenAPI Generator (OpenAPITools/openapi-generator)
    2. Mockoon (mockoon/mockoon)
    3. WireMock (wiremock/wiremock)
    4. json-server (typicode/json-server)
    5. Postman
    6. Newman (postmanlabs/newman)
    7. HTTPie (httpie/httpie)
    8. cURL (curl/curl)
    9. Docker Compose (docker/compose)

    AI recommended 9 alternatives but never named f/mcptools. 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 f/mcptools?
    pass
    AI named f/mcptools explicitly

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

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

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

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f/mcptools — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

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