MCP Server Quality Scores
Independent quality analysis of 66534 public MCP servers
Last updated 2 hours, 14 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 40501 |
Enables searching clinical trials, PubMed, Open Targets, and openFDA data, with…
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| 40502 |
Local coordination hub for coding agents: durable shared memory, tasks, and han…
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| 40503 |
blast-scope
Claim
Contextual blast-radius scoring for shell commands an AI agent is about to run
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| 40504 |
wafle MCP server
Claim
The first MCP server for the wafle commerce platform. It enables Claude, agents…
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| 40505 |
Jira MCP Server
Claim
Enables Jira integration for comprehensive issue management, board operations, …
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| 40506 |
Labradoc MCP Server
Claim
Enables AI assistants to interact with Labradoc's document management, email in…
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| 40507 |
MCP SSH Server
Claim
A centralized MCP server that enables LLM agents to securely execute commands a…
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| 40508 |
Ollama MCP Wrapper
Claim
Enables AI agents to interact with local Ollama models for text generation and …
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| 40509 |
neighbors
Claim
Enables multiple Claude Code sessions to communicate and coordinate through bro…
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| 40510 |
mcp-docs-server
Claim
Serves Markdown documentation as an MCP server, enabling AI agents to answer qu…
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| 40511 |
Myrcael
Claim
A TypeScript framework for building MCP servers with features for client sessio…
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| 40512 |
Metro MCP
Claim
A unified MCP server for US transit systems, supporting Washington DC Metro and…
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| 40513 |
Google MCP Server
Claim
Enables appending formatted content to Google Docs and creating styled Gmail dr…
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| 40514 |
OpenGrok AOSP MCP
Claim
Enables intelligent code navigation and analysis for AOSP development using Ope…
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| 40515 |
opf-br-mcp
Claim
MCP server for token-efficient access to Open Finance Brasil rules, enabling co…
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| 40516 |
AI Image Analysis MCP
Claim
AI-powered image analysis using Google Gemini 2.0 Flash with enterprise securit…
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| 40517 |
autobrowserapproval-mcp
Claim
A paid remote MCP for AI agent browser approval MCP, built to return verdicts, …
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| 40518 |
Coralogix MCP Server
Claim
A command-line tool for monitoring and analyzing Coralogix logs using the Model…
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| 40519 |
yfinance-mcp-server
Claim
Provides AI-friendly stock analysis using Yahoo Finance data, including technic…
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| 40520 |
mcp-server
Claim
An example MCP server with StreamableHTTPServerTransport, providing calculator …
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| 40521 |
google-drive-mcp-server
Claim
Enables AI assistants to interact with Google Drive, including reading, searchi…
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| 40522 |
Demonstrates how to develop and run a serverless MCP server using Netlify Funct…
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| 40523 |
domestic-motion
Claim
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| 40524 |
mythos-reasoning-mcp
Claim
A deterministic verification gate for MCP clients that independently checks mod…
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| 40525 |
Enables searching academic papers, exploring citation graphs, and discovering r…
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| 40526 |
Devil MCP Server
Claim
An MCP server that provides programmatic access to devil hosting platform manag…
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| 40527 |
Torn MCP Server
Claim
Remote MCP server for the Torn City API v2, enabling querying of player, factio…
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| 40528 |
MCP Memory Server
Claim
A simple memory storage server for Claude using the Model Context Protocol (MCP…
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| 40529 |
fattly
Claim
MCP server that enables AI assistants to generate images, video, and audio via …
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| 40530 |
Simple Memory MCP Server
Claim
A lightweight MCP server that provides persistent knowledge graph storage for A…
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| 40531 |
AWS FinOps MCP Server
Claim
Enables natural language analysis of AWS cloud costs, waste audits, and budget …
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| 40532 |
notmuchproxy
Claim
Enables LLMs to search and read email from a notmuch archive, providing tools f…
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| 40533 |
dart-risk-mcp
Claim
Analyzes Korean DART (Financial Supervisory Service) public disclosures to dete…
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| 40534 |
Rami-Kali MCP Server
Claim
Wraps Kali Linux penetration testing tools for authorized security assessments,…
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| 40535 |
arcgis-flagstaff
Claim
Enables querying City of Flagstaff open geospatial data via ArcGIS, including s…
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| 40536 |
DomainPilot MCP Server
Claim
A Model Context Protocol server that connects AI assistants to your Domain Pilo…
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| 40537 |
SeekLink
Claim
Local-first Markdown vault retrieval for agents. Read-only MCP stdio server exp…
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| 40538 |
hsk-mcp
Claim
A remote Model Context Protocol (MCP) server that gives AI assistants structure…
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| 40539 |
Linode MCP Server
Claim
MCP server for managing Linode cloud resources via the Linode API, enabling LLM…
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| 40540 |
codex-mcp-server
Claim
An open-source MCP server that connects your IDE or AI assistant to the Codex C…
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| 40541 |
polskidegen-hl-tracker
Claim
MCP server for Hyperliquid that provides read-only on-chain wallet analytics. E…
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| 40542 |
Nest Protect MCP Server
Claim
A production-ready FastMCP server that integrates Google Nest Protect devices w…
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| 40543 |
GitHub MCP Server
Claim
MCP server for accessing GitHub documentation via API, allowing users to fetch …
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| 40544 |
advanced-reason-mcp
Claim
Enables advanced reasoning and reflection using the Gemini API and OpenRouter m…
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| 40545 |
RAG MCP Server
Claim
Indexes PDF documents into Qdrant and exposes semantic search as MCP tools, ena…
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| 40546 |
J-Quants Free MCP Server
Claim
Enables access to Japanese stock market data via the free J-Quants API, providi…
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| 40547 |
Ad Library MCP
Claim
Searches and analyzes competitor ads and content across Meta, Google, Instagram…
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| 40548 |
Apple Notes
Claim
Semantic search + connection-discovery across your own Apple Notes (bridges, sy…
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| 40549 |
bitbucket-mcp-server
Claim
A Model Context Protocol (MCP) server that provides tools for interacting with …
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| 40550 |
OpenSkill
Claim
An MCP server that makes Anthropic Skills universally accessible across coding …
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