MCP Server Quality Scores
Independent quality analysis of 33332 public MCP servers
Last updated 1 hour, 20 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 32901 |
remembrallmcp
Claim
Persistent knowledge memory layer for AI agents. Hybrid semantic + full-text se…
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| 32902 |
mcphello-mcp-server
Claim
Provides access to a curated database of over 1,500 MCP tools with quality scor…
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| 32903 |
Sentry MCP Server
Claim
A stateless FastMCP server that enables interaction with multiple Sentry instan…
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| 32904 |
Feather Code MCP Server
Claim
A GitHub integration for Claude Desktop that provides access to GitHub features…
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| 32905 |
Apple RAG MCP
Claim
Provides AI agents with instant access to official Apple developer documentatio…
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| 32906 |
VASTOps MCP Server
Claim
Enables AI assistants to interact with VAST Data clusters for monitoring, listi…
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| 32907 |
mcp-electron-driver
Claim
Drive Electron apps from AI agents via MCP - click, type, drag, screenshot, eva…
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| 32908 |
openai-images-mcp
Claim
An MCP server for generating and editing images using OpenAI's GPT Image and DA…
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| 32909 |
calibre-mcp
Claim
An MCP server for managing local Calibre libraries using the calibredb CLI. It …
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| 32910 |
evmquery-mcp
Claim
Read any contract on any EVM chain through a single MCP endpoint.
Ask question…
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| 32911 |
mcp-open-library
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| 32912 |
Synapse
Claim
MCP server that connects any AI to your Obsidian vault. Save articles from your…
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| 32913 |
test
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| 32914 |
yt
Claim
An MCP server that provides YouTube data access without API keys or quotas. It …
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| 32915 |
@git-fabric/aiana
Claim
A composable semantic memory layer that provides cross-project recall and sessi…
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| 32916 |
toleno-network
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| 32917 |
Figma-Context-MCP-AIR
Claim
Figma MCP server for AI agents. 9 tools: design context, variables, screenshots…
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| 32918 |
Demo Server
Claim
A simple MCP server built with Python's FastMCP that exposes a calculator tool …
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| 32919 |
qa-mcp
Claim
An MCP server that enables Claude to create and manage TestRail test cases dire…
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| 32920 |
AgentShare Price API
Claim
AgentShare delivers structured product search and pricing signals for AI agents…
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| 32921 |
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| 32922 |
KeyCloak MCP
Claim
MCP server for KeyCloak Admin REST API via Service Account
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| 32923 |
notion-local-ops-mcp
Claim
Enables Notion AI to interact with local files, execute shell commands, and del…
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| 32924 |
Enables querying Google Search Console data including rankings, clicks, and imp…
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| 32925 |
MCPpedia
Claim
Search, evaluate, and compare 17,000+ MCP servers from the [MCPpedia](https://m…
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| 32926 |
tiktok
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| 32927 |
saas-brain-mcp
Claim
Open-source MCP server for Claude AI that connects Stripe and Supabase to enabl…
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| 32928 |
MCP File Reader
Claim
A local AI-powered file reader that connects a Python MCP server with Ollama's …
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| 32929 |
GetWinnyMCP
Claim
Winstack is a persistent career vault that lives inside your AI assistant. Inge…
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| 32930 |
Public MCP server for UK company filing guidance, products, deadlines, and know…
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| 32931 |
NyxID
Claim
Agent Connectivity Gateway — turn any authenticated API into an MCP Server. Sel…
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| 32932 |
Ravira MCP Server
Claim
Connects AI assistants like Claude to Ravira's dental practice AI receptionist.…
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| 32933 |
Catalunya 2022
Claim
**Catalunya 2022 - RESET: Crida per reactivar el país**
Un pla d'acció estra…
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| 32934 |
rspace
Claim
R.Space — the real estate OS for the UAE.
The platform powers every side of th…
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| 32935 |
FantasyPros API Server
Claim
Access sports data, news, rankings, and projections seamlessly. Retrieve the la…
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| 32936 |
TuringCorp MCP Server
Claim
A remote MCP server template for Cloudflare Workers that enables deployment of …
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| 32937 |
contextflow-mcp
Claim
Enables semantic code search and AI-powered Q\&A over vectorized repositories d…
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| 32938 |
IA-QA as an MCP Server
Use IA-QA's developer tools directly from Cursor, Claude…
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| 32939 |
Shopify MCP Server
Claim
Enables interaction with Shopify store data via the GraphQL Admin API for manag…
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| 32940 |
Router-MCP
Claim
Routes natural language queries to appropriate MCP tools and planners with high…
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| 32941 |
swarmvault
Claim
Inspired by Karpathy's LLM Wiki. Local-first RAG knowledge base compiler with M…
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| 32942 |
Ares DevOps MCP Server
Claim
Enables seamless interaction with Azure DevOps for managing Git repositories, b…
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| 32943 |
Canvas
Claim
Canvas MCP is a collection of Canvas LMS tools for the model context protocol. …
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| 32944 |
Unique identifier generation API for AI agents. Generate UUID v4 (random), UUID…
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| 32945 |
BotSpot
Claim
Full-lifecycle algorithmic trading MCP server. AI strategy generation from plai…
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| 32946 |
A Playwright-based MCP server that prioritizes browser observation over automat…
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| 32947 |
kultur-dev
Claim
Cultural intelligence for AI: protect brands from reputational damage across 19…
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| 32948 |
Swiss Public Transport
Claim
Swiss public transport — journey planning, live stationboards, delays, and SBB …
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| 32949 |
sdadasads
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| 32950 |
b24-dev-git
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