REPOGEO REPORT · LITE

TencentCloudBase/CloudBase-MCP

Default branch main · commit aaded97d · scanned 5/20/2026, 6:32:07 PM

GitHub: 1,013 stars · 126 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

40 /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

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 TencentCloudBase/CloudBase-MCP, 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

Insert prominent English tagline and value proposition after H1

Why:

CURRENT

<h1>CloudBase MCP</h1>

COPY-PASTE FIX

**Go from AI prompt to live app.**<br/> Connect AI IDEs with Tencent Cloud CloudBase for instant AI application deployment.<br/> <sup>💡 Like Vercel + Supabase, but fully AI-driven—from prompt to production environment.</sup>

mediumtopics#2

Add more specific topics for AI application deployment

Why:

CURRENT

ai, aicoding, cloudbase, cursor, mcp, miniprogram, serverless, supabase, tencent, vibe-coding, web

COPY-PASTE FIX

ai, aicoding, cloudbase, cursor, mcp, miniprogram, serverless, supabase, tencent, vibe-coding, web, ai-deployment, ai-app-hosting, prompt-to-production, ai-agent-deployment

mediumreadme#3

Explicitly highlight AI-driven automation in the 'Why you need CloudBase MCP?' section

Why:

CURRENT

你只需要在 AI IDE 中，用自然语言完成从"想法"到"上线"的全过程。

COPY-PASTE FIX

你只需要在 AI IDE 中，用自然语言完成从"想法"到"上线"的全过程。 CloudBase MCP leverages AI to automate the entire deployment pipeline, from code generation to infrastructure provisioning, directly within your AI IDE.

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 TencentCloudBase/CloudBase-MCP

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

Vercel

Recommended in 2 of 2 queries

COMPETITOR LEADERBOARD

Vercel · recommended 2×
Netlify · recommended 2×
Google Cloud Run · recommended 2×
Render · recommended 1×
AWS Amplify · recommended 1×

CATEGORY QUERY
How can I quickly deploy applications generated by AI coding assistants to a live environment?
you: not recommended
AI recommended (in order):
1. Vercel
2. Netlify
3. Render
4. Google Cloud Run
5. AWS Amplify
6. Heroku
7. Railway
AI recommended 7 alternatives but never named TencentCloudBase/CloudBase-MCP. This is the gap to close.
Show full AI answer
CATEGORY QUERY
Seeking a platform to go from AI prompt to a deployed live application quickly.
you: not recommended
AI recommended (in order):
1. Gradio (gradio-app/gradio)
2. Streamlit (streamlit/streamlit)
3. Hugging Face Spaces
4. Vercel
5. Next.js (vercel/next.js)
6. React (facebook/react)
7. OpenAI API
8. Anthropic API
9. Google AI Studio
10. Replicate
11. Netlify
12. Google Cloud Run
13. Flask (pallets/flask)
14. FastAPI (tiangolo/fastapi)
AI recommended 14 alternatives but never named TencentCloudBase/CloudBase-MCP. 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 TencentCloudBase/CloudBase-MCP?
pass
AI named TencentCloudBase/CloudBase-MCP explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts TencentCloudBase/CloudBase-MCP in production, what risks or prerequisites should they evaluate first?
pass
AI named TencentCloudBase/CloudBase-MCP 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 TencentCloudBase/CloudBase-MCP solve, and who is the primary audience?
pass
AI named TencentCloudBase/CloudBase-MCP 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 TencentCloudBase/CloudBase-MCP. 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/TencentCloudBase/CloudBase-MCP.svg)](https://repogeo.com/en/r/TencentCloudBase/CloudBase-MCP)

HTML

<a href="https://repogeo.com/en/r/TencentCloudBase/CloudBase-MCP"><img src="https://repogeo.com/badge/TencentCloudBase/CloudBase-MCP.svg" alt="RepoGEO" /></a>

Pro

Subscribe to Pro for deep diagnoses

TencentCloudBase/CloudBase-MCP — 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