REPOGEO REPORT · LITE

f/mcptools

Default branch master · commit e7bd7246 · scanned 5/16/2026, 2:32:03 PM

GitHub: 1,584 stars · 122 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 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 and opening paragraph to clarify 'Model Context Protocol'

Why:

CURRENT

<p align="center">
  <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>
</p>

COPY-PASTE FIX

<p align="center">
  <h1 align="center">MCP Tools: Command-Line Interface for Model Context Protocol (MCP) Servers</h1>
  <p align="center">
    Your comprehensive command-line interface for interacting with Model Context Protocol (MCP) 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>
</p>

hightopics#2

Add more specific topics to improve categorization

Why:

CURRENT

mcp, mcp-server, modelcontextprotocol

COPY-PASTE FIX

mcp, mcp-server, modelcontextprotocol, cli, api-client, mock-server, proxy-server, llm-tools, ai-tools, command-line-interface

mediumhomepage#3
Add a homepage URL to the repository metadata
Why:
COPY-PASTE FIX
```
https://blog.fka.dev
```

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

Of all named tools, what % are you?

Top rival

mcptool

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

mcptool · recommended 1×
curl · recommended 1×
httpie · recommended 1×
wget · recommended 1×
Mockoon · recommended 1×

CATEGORY QUERY
What command-line tool can I use to interact with Model Context Protocol servers?
you: not recommended
AI recommended (in order):
1. mcptool
2. curl
3. httpie
4. wget
AI recommended 4 alternatives but never named f/mcptools. This is the gap to close.
Show full AI answer
CATEGORY QUERY
How to set up a mock or proxy server for Model Context Protocol development?
you: not recommended
AI recommended (in order):
1. Mockoon
2. WireMock
3. JSON Server
4. Nginx
5. Express.js
6. Postman
AI recommended 6 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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MARKDOWN (README)

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HTML

<a href="https://repogeo.com/en/r/f/mcptools"><img src="https://repogeo.com/badge/f/mcptools.svg" alt="RepoGEO" /></a>

Pro

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f/mcptools — 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