REPOGEO REPORT · LITE

CopilotKit/open-mcp-client

Default branch main · commit c8ea97b2 · scanned 6/27/2026, 6:18:10 PM

GitHub: 1,645 stars · 251 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)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

AI VISIBILITY SCORE

23 /100

Critical

Category recall

0 / 2

Not recommended in any query

Rule findings

1 pass · 0 warn · 1 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 CopilotKit/open-mcp-client, 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

highlicense#1

Create a LICENSE file with the MIT License

Why:

COPY-PASTE FIX

Add the standard MIT License text to a new file named `LICENSE` at the root of the repository.

highabout#2

Add a concise description and relevant topics to the repository

Why:

CURRENT

Description: (none)
Topics: (none)

COPY-PASTE FIX

Set the repository description to: 'A full-stack starter project demonstrating how to integrate CopilotKit to build an AI agent-powered web application with a React frontend and Python backend.' Add the following topics: `ai-agent`, `copilotkit`, `full-stack`, `react`, `python`, `llm`, `starter-project`, `web-application`.

mediumreadme#3

Add a clear introductory sentence to the README explaining the project's purpose

Why:

CURRENT

The README starts with `# Open MCP Client` followed by an image and then `# Getting Started`.

COPY-PASTE FIX

Add the following sentence directly under the `# Open MCP Client` heading: 'This repository provides a full-stack starter project demonstrating how to integrate CopilotKit to build an AI agent-powered web application with a React frontend and Python backend.'

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 CopilotKit/open-mcp-client

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

React

Recommended in 2 of 2 queries

COMPETITOR LEADERBOARD

React · recommended 2×
Streamlit · recommended 2×
Gradio · recommended 2×
Vue.js · recommended 2×
Django · recommended 2×

CATEGORY QUERY
How can I quickly set up a full-stack web application with an integrated AI agent?
you: not recommended
AI recommended (in order):
1. Next.js
2. Vercel AI SDK
3. OpenAI API
4. Anthropic API
5. React
6. Vercel
7. Streamlit
8. Hugging Face Transformers
9. Gradio
10. Nuxt.js
11. Vue.js
12. Django
13. Django REST Framework
14. Flask
AI recommended 14 alternatives but never named CopilotKit/open-mcp-client. This is the gap to close.
Show full AI answer
CATEGORY QUERY
Seeking a starter project to build an LLM-powered web interface with a Python backend.
you: not recommended
AI recommended (in order):
1. Gradio
2. Streamlit
3. FastAPI
4. Jinja2
5. HTMX
6. Alpine.js
7. Flask
8. Django
9. Django REST Framework
10. React
11. Vue.js
AI recommended 11 alternatives but never named CopilotKit/open-mcp-client. This is the gap to close.
Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

Metadata completeness
fail
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 CopilotKit/open-mcp-client?
pass
AI did not name CopilotKit/open-mcp-client — 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 CopilotKit/open-mcp-client in production, what risks or prerequisites should they evaluate first?
pass
AI named CopilotKit/open-mcp-client 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 CopilotKit/open-mcp-client solve, and who is the primary audience?
pass
AI named CopilotKit/open-mcp-client 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 CopilotKit/open-mcp-client. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

Live preview

MARKDOWN (README)

[![RepoGEO](https://repogeo.com/badge/CopilotKit/open-mcp-client.svg)](https://repogeo.com/en/r/CopilotKit/open-mcp-client)

HTML

<a href="https://repogeo.com/en/r/CopilotKit/open-mcp-client"><img src="https://repogeo.com/badge/CopilotKit/open-mcp-client.svg" alt="RepoGEO" /></a>

Pro

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CopilotKit/open-mcp-client — 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