RRepoGEO

REPOGEO REPORT · LITE

openclaw/mcporter

Default branch main · commit 1c5e9648 · scanned 5/26/2026, 1:02:09 PM

GitHub: 4,501 stars · 294 forks

AI VISIBILITY SCORE
33 /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
2 / 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 openclaw/mcporter, 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
    Add explicit clarification to README's opening about Model Context Protocol

    Why:

    CURRENT
    # MCPorter 🧳 - Call MCPs from TypeScript or as CLI

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

<p align="center">
  <a href="https://www.npmjs.com/package/mcporter"></a>
  <a href="https://github.com/steipete/mcporter/actions/workflows/ci.yml"></a>
  <a href="https://github.com/steipete/mcporter"></a>
  <a href="LICENSE"></a>
</p>

_TypeScript runtime, CLI, and code-generation toolkit for the Model Context Protocol._

MCPorter helps you lean into the "code execution" workflows highlighted in Anthropic's **Code Execution with MCP** guidance: discover the MCP servers already configured on your system, call them directly, compose richer automations in TypeScript, and mint single-purpose CLIs when you need to share a tool. All of that works out of the box -- no boilerplate, no schema spelunking.
    COPY-PASTE FIX
    # MCPorter 🧳 - Call MCPs from TypeScript or as CLI

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

<p align="center">
  <a href="https://www.npmjs.com/package/mcporter"></a>
  <a href="https://github.com/steipete/mcporter/actions/workflows/ci.yml"></a>
  <a href="https://github.com/steipete/mcporter"></a>
  <a href="LICENSE"></a>
</p>

**MCPorter is a TypeScript runtime, CLI, and code-generation toolkit for the Model Context Protocol (MCP). It is NOT related to Minecraft.**

MCPorter helps you lean into the "code execution" workflows highlighted in Anthropic's **Code Execution with MCP** guidance: discover the MCP servers already configured on your system, call them directly, compose richer automations in TypeScript, and mint single-purpose CLIs when you need to share a tool. All of that works out of the box -- no boilerplate, no schema spelunking.
  • hightopics#2
    Update repository topics to be more specific to AI/LLM and Model Context Protocol

    Why:

    CURRENT
    cli, mcp, ts-api
    COPY-PASTE FIX
    cli, model-context-protocol, ai-agents, llm-tools, typescript-api, code-execution
  • mediumabout#3
    Refine the repository description to explicitly mention AI/LLM context

    Why:

    CURRENT
    Call MCPs via TypeScript, masquerading as simple TypeScript API. Or package them as cli.
    COPY-PASTE FIX
    Call Model Context Protocol (MCP) servers via TypeScript, masquerading as simple TypeScript API for AI agents and LLMs. Or package them as CLIs for AI code execution workflows.

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 openclaw/mcporter
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain.js
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain.js · recommended 1×
  2. LangChain for Python · recommended 1×
  3. OpenAI API · recommended 1×
  4. LlamaIndex.TS · recommended 1×
  5. Hugging Face Transformers.js · recommended 1×
  • CATEGORY QUERY
    How to integrate AI model context protocols into a TypeScript application easily?
    you: not recommended
    AI recommended (in order):
    1. LangChain.js
    2. LangChain for Python
    3. OpenAI API
    4. LlamaIndex.TS
    5. Hugging Face Transformers.js
    6. Zustand
    7. Redux
    8. React Context API

    AI recommended 8 alternatives but never named openclaw/mcporter. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tool to generate command-line interfaces for AI code execution workflows?
    you: not recommended
    AI recommended (in order):
    1. Typer (tiangolo/typer)
    2. Click (pallets/click)
    3. Argparse
    4. Cobra (spf13/cobra)
    5. Commander.js (tj/commander.js)
    6. Python Fire (google/python-fire)

    AI recommended 6 alternatives but never named openclaw/mcporter. 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 openclaw/mcporter?
    pass
    AI did not name openclaw/mcporter — likely talking about a different project

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

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

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

Embed your GEO score

Drop this badge into the README of openclaw/mcporter. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/openclaw/mcporter.svg)](https://repogeo.com/en/r/openclaw/mcporter)
HTML
<a href="https://repogeo.com/en/r/openclaw/mcporter"><img src="https://repogeo.com/badge/openclaw/mcporter.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

openclaw/mcporter — 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