MCP Server Quality Scores

Independent quality analysis of 33332 public MCP servers

33332
Discovered
24739
Scored
1349
Verified
16957
Complete

Last updated 1 hour, 20 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
32901
Persistent knowledge memory layer for AI agents. Hybrid semantic + full-text se…
32902
Provides access to a curated database of over 1,500 MCP tools with quality scor…
32903
Pyda-AI
A stateless FastMCP server that enables interaction with multiple Sentry instan…
81
32904
neovasky
A GitHub integration for Claude Desktop that provides access to GitHub features…
81
32905
devbifta
Provides AI agents with instant access to official Apple developer documentatio…
81
32906
Enables AI assistants to interact with VAST Data clusters for monitoring, listi…
32907
Drive Electron apps from AI agents via MCP - click, type, drag, screenshot, eva…
N/A N/A
32908
An MCP server for generating and editing images using OpenAI's GPT Image and DA…
32909
xmkevinchen
calibre-mcp Claim
An MCP server for managing local Calibre libraries using the calibredb CLI. It …
N/A N/A
32910
evmquery-mcp Claim
Read any contract on any EVM chain through a single MCP endpoint. Ask question…
32911 N/A N/A 95
32912
Synapse Claim
MCP server that connects any AI to your Obsidian vault. Save articles from your…
32913
almir.kvakic
test Claim
N/A N/A 95
32914
yt Claim
An MCP server that provides YouTube data access without API keys or quotas. It …
N/A N/A
32915
git-fabric
A composable semantic memory layer that provides cross-project recall and sessi…
81
32916 N/A N/A 95
32917
compassalessandrolorenz
Figma MCP server for AI agents. 9 tools: design context, variables, screenshots…
N/A N/A
32918
Demo Server Claim
A simple MCP server built with Python's FastMCP that exposes a calculator tool …
N/A N/A
32919
joaopedro17
qa-mcp Claim
An MCP server that enables Claude to create and manage TestRail test cases dire…
32920
AgentShare delivers structured product search and pricing signals for AI agents…
32921
@ZhaoDiankui
mariadb-mcp Claim
N/A N/A 95
32922
shigechika
KeyCloak MCP Claim
MCP server for KeyCloak Admin REST API via Service Account
N/A N/A
32923
Enables Notion AI to interact with local files, execute shell commands, and del…
32924
Enables querying Google Search Console data including rankings, clicks, and imp…
32925
MCPpedia Claim
Search, evaluate, and compare 17,000+ MCP servers from the [MCPpedia](https://m…
32926
lekt9
tiktok Claim
N/A N/A 95
32927
Open-source MCP server for Claude AI that connects Stripe and Supabase to enabl…
32928
A local AI-powered file reader that connects a Python MCP server with Ollama's …
N/A N/A
32929
WinStackMCP
GetWinnyMCP Claim
Winstack is a persistent career vault that lives inside your AI assistant. Inge…
32930
standardaccounting
Public MCP server for UK company filing guidance, products, deadlines, and know…
32931
NyxID Claim
Agent Connectivity Gateway — turn any authenticated API into an MCP Server. Sel…
32932
Connects AI assistants like Claude to Ravira's dental practice AI receptionist.…
32933
**Catalunya 2022 - RESET: Crida per reactivar el país** Un pla d'acció estra…
32934
r-space-technology-ltd
rspace Claim
R.Space — the real estate OS for the UAE. The platform powers every side of th…
81
32935
dynamicendpoints
Access sports data, news, rankings, and projections seamlessly. Retrieve the la…
N/A N/A
32936
TuringCorp-net
A remote MCP server template for Cloudflare Workers that enables deployment of …
81
32937
MILLERMARRU
Enables semantic code search and AI-powered Q\&A over vectorized repositories d…
32938
ia-qa
IA-QA as an MCP Server Use IA-QA's developer tools directly from Cursor, Claude…
32939
anass319
Enables interaction with Shopify store data via the GraphQL Admin API for manag…
81
32940
gungunj
Router-MCP Claim
Routes natural language queries to appropriate MCP tools and planners with high…
N/A N/A
32941
swarmclawai
swarmvault Claim
Inspired by Karpathy's LLM Wiki. Local-first RAG knowledge base compiler with M…
N/A N/A
32942
MCP-Mirror
Enables seamless interaction with Azure DevOps for managing Git repositories, b…
81
32943
null
Canvas Claim
Canvas MCP is a collection of Canvas LMS tools for the model context protocol. …
81
32944
Unique identifier generation API for AI agents. Generate UUID v4 (random), UUID…
32945
BotSpot Claim
Full-lifecycle algorithmic trading MCP server. AI strategy generation from plai…
32946
KvFxKaido
A Playwright-based MCP server that prioritizes browser observation over automat…
N/A N/A 95
32947
Global-InTech-AS
kultur-dev Claim
Cultural intelligence for AI: protect brands from reputational damage across 19…
32948
Swiss public transport — journey planning, live stationboards, delays, and SBB …
N/A N/A
32949
soundstear
sdadasads Claim
N/A N/A 95
32950
ExaltedTrou6
b24-dev-git Claim
N/A N/A 95
Showing 32901–32950 of 33332 servers
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