MCP Server Quality Scores
Independent quality analysis of 66549 public MCP servers
Last updated 3 hours, 3 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 32151 |
Automatically classify and triage GitHub issues using AI to apply labels, post …
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| 32152 |
crossref-mcp-server
Claim
Resolve DOIs, search ~155M scholarly works, and fetch references via the Crossr…
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| 32153 |
material-web-mcp
Claim
Provides programmatic access to Material Web documentation and components for A…
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| 32154 |
mcp-metals-api
Claim
Wraps the Metals-API to provide real-time precious metals data (gold, silver, p…
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| 32155 |
jira-mcp
Claim
This MCP server enables interaction with Atlassian products (Jira and Confluenc…
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| 32156 |
mcp-agent-app
Claim
Converts GeoJSON geometries into 3D triangulated meshes using a local LLM (Olla…
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| 32157 |
Sozio Thin
Claim
Enables reproducible analysis of 100 curated Swiss open-data resources by searc…
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| 32158 |
Multi-engine container and system vulnerability scanning for AI agents. Wraps T…
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| 32159 |
fitness-agent-mcp
Claim
A universal fitness intelligence layer for AI assistants like Claude, ChatGPT, …
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| 32160 |
data-explore
Claim
An MCP server for dataset exploration and analysis, enabling LLM clients to per…
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| 32161 |
Arc Browser MCP
Claim
Enables inspection and control of Arc Browser spaces and tabs on macOS, includi…
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| 32162 |
engram-mcp
Claim
An MCP server that enables semantic and keyword search over Claude Code convers…
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| 32163 |
Solana DEX pool liquidity API for AI agents. Analyze pool depth across Raydium,…
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| 32164 |
Enables AI-driven interaction with Twilio call services, including initiating o…
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| 32165 |
AgentScore
Claim
Trust scoring for AI agents via MCP. Check any agent's reputation before transa…
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| 32166 |
czxs5
Claim
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| 32167 |
mcp_test
Claim
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| 32168 |
Caplia
Claim
MCP server for VC pitch-deck scoring, thesis-fit matching, and deal-flow manage…
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| 32169 |
Vertical Search MCP
Claim
A scalable MCP server for searching multiple platforms (WeChat, Zhihu, Google) …
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| 32170 |
ainu-mcp
Claim
A hosted Model Context Protocol server for the Ainu-language toolchain, enablin…
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| 32171 |
openbanking-mcp
Claim
Enables read-only access to personal bank accounts via the TrueLayer API, allow…
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| 32172 |
Enables LLMs to manage Clerk applications, domains, application transfers, inst…
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| 32173 |
InfluxDB-v1-MCP
Claim
InfluxDB-v1-MCP is a powerful Model Context Protocol (MCP) interface specifical…
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| 32174 |
interactive-edtech-mcp
Claim
MCP server suite that lets coding agents generate deep instructional content fr…
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| 32175 |
Enables searching clinical trials, PubMed, Open Targets, and openFDA data, with…
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| 32176 |
Webpage MCP Server
Claim
Enables querying and retrieving webpage content from websites by parsing sitema…
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| 32177 |
sharepoint-mcp
Claim
A Model Context Protocol server that connects AI assistants to SharePoint via M…
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| 32178 |
Flagship aquaculture crosswalk — one evidence pack satisfies ASC + RSPCA Assure…
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| 32179 |
blast-scope
Claim
Contextual blast-radius scoring for shell commands an AI agent is about to run
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| 32180 |
Google MCP Server
Claim
Enables appending formatted content to Google Docs and creating styled Gmail dr…
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| 32181 |
neighbors
Claim
Enables multiple Claude Code sessions to communicate and coordinate through bro…
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| 32182 |
mcp-docs-server
Claim
Serves Markdown documentation as an MCP server, enabling AI agents to answer qu…
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| 32183 |
OpenGrok AOSP MCP
Claim
Enables intelligent code navigation and analysis for AOSP development using Ope…
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| 32184 |
AI Image Analysis MCP
Claim
AI-powered image analysis using Google Gemini 2.0 Flash with enterprise securit…
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| 32185 |
Myrcael
Claim
A TypeScript framework for building MCP servers with features for client sessio…
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| 32186 |
wafle MCP server
Claim
The first MCP server for the wafle commerce platform. It enables Claude, agents…
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| 32187 |
opf-br-mcp
Claim
MCP server for token-efficient access to Open Finance Brasil rules, enabling co…
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| 32188 |
MCP SSH Server
Claim
A centralized MCP server that enables LLM agents to securely execute commands a…
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| 32189 |
Jira MCP Server
Claim
Enables Jira integration for comprehensive issue management, board operations, …
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| 32190 |
Ollama MCP Wrapper
Claim
Enables AI agents to interact with local Ollama models for text generation and …
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| 32191 |
Labradoc MCP Server
Claim
Enables AI assistants to interact with Labradoc's document management, email in…
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| 32192 |
Metro MCP
Claim
A unified MCP server for US transit systems, supporting Washington DC Metro and…
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| 32193 |
mcp-server
Claim
An example MCP server with StreamableHTTPServerTransport, providing calculator …
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| 32194 |
Coralogix MCP Server
Claim
A command-line tool for monitoring and analyzing Coralogix logs using the Model…
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| 32195 |
yfinance-mcp-server
Claim
Provides AI-friendly stock analysis using Yahoo Finance data, including technic…
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| 32196 |
google-drive-mcp-server
Claim
Enables AI assistants to interact with Google Drive, including reading, searchi…
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| 32197 |
mythos-reasoning-mcp
Claim
A deterministic verification gate for MCP clients that independently checks mod…
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| 32198 |
Demonstrates how to develop and run a serverless MCP server using Netlify Funct…
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| 32199 |
domestic-motion
Claim
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| 32200 |
fattly
Claim
MCP server that enables AI assistants to generate images, video, and audio via …
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