MCP Server Quality Scores
Independent quality analysis of 60196 public MCP servers
Last updated 1 hour, 54 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◐ Assessed Scores | ||||||||||
| 22951 |
minime-mcp
Claim
Universal infinite memory layer for Developer AI assistants. One shared brain a…
|
C 62 4⁄3 | ||||||||
| 22952 |
Integrates Simplenote with Claude Desktop, allowing AI assistants to read, crea…
|
C 62 4⁄4 | ||||||||
| 22953 |
kudosflow
Claim
Visual workflow editor for building node-based AI agent workflows with drag-and…
|
C 62 4⁄3 | ||||||||
| 22954 |
secure-mcp-server
Claim
|
C 62 3⁄3 | ||||||||
| 22955 |
monolith
Claim
MCP plugin for Unreal Engine 5.7 — gives AI assistants full read/write access t…
|
C 62 4⁄3 | ||||||||
| 22956 |
Enables AI assistants to manage tasks through YAML-based storage with subtask s…
|
C 62 4⁄4 | ||||||||
| 22957 |
CodeMap
Claim
Roslyn-powered MCP server for C#/VB.NET. Query symbols, call graphs, and facts.…
|
C 62 3⁄3 | ||||||||
| 22958 |
An MCP server that automates Aspen Custom Modeler (ACM) via COM, enabling stead…
|
C 62 3⁄3 | ||||||||
| 22959 |
Enables comprehensive NIST Cybersecurity Framework 2.0 assessments with 40+ MCP…
|
C 62 4⁄4 | ||||||||
| 22960 |
Enables AI assistants to perform petroleum engineering calculations including P…
|
C 62 4⁄4 | ||||||||
| 22961 |
MCP server for Gearcoleco ColecoVision emulator
|
C 62 3⁄3 | ||||||||
| 22962 |
A Python-based server providing persistent memory management for AI models with…
|
C 62 4⁄3 | ||||||||
| 22963 |
glider
Claim
Roslyn-powered C# code analysis server for LLMs. Supports stdio and HTTP transp…
|
C 62 4⁄3 | ||||||||
| 22964 |
MCP server for Komodo - manage Docker containers, servers, stacks, and deployme…
|
C 62 4⁄3 | ||||||||
| 22965 |
A JetBrains IDE plugin that exposes an MCP server, giving AI coding assistants …
|
C 62 3⁄3 | ||||||||
| 22966 |
Enhances user interaction through a persistent memory system that remembers inf…
|
C 62 4⁄4 | ||||||||
| 22967 |
MySQL MCP Server enables Claude Desktop and Claude Code to execute SQL queries,…
|
C 62 4⁄3 | ||||||||
| 22968 |
A minimal CRUD API for items that exposes FastAPI endpoints as MCP tools, enabl…
|
C 62 4⁄4 | ||||||||
| 22969 |
Enables querying and exploring Cribl Stream and Edge deployments, providing acc…
|
C 62 4⁄4 | ||||||||
| 22970 |
wren-engine
Claim
The Semantic Engine for Model Context Protocol(MCP) Clients and AI Agents
|
C 62 4⁄3 | ||||||||
| 22971 |
API marketplace for AI agents — 100 services, 87 free, one API key
|
C 62 3⁄3 | ||||||||
| 22972 |
HIPAA-aware healthcare AI. Clinical documentation, compliance checks, audit pre…
|
C 62 3⁄3 | ||||||||
| 22973 |
An MCP server that provides comprehensive access to the GitLab API for project …
|
C 62 4⁄4 | ||||||||
| 22974 |
UltimateCoder
Claim
Transform your local machine into a powerful code command center. Automate file…
|
C 62 4⁄3 | ||||||||
| 22975 |
An MCP server for integrating with the Rezdy Agent API to manage travel marketp…
|
C 62 4⁄4 | ||||||||
| 22976 |
Codebase MCP
Claim
An open-source AI-powered development assistant that connects Claude Desktop to…
|
C 62 4⁄3 | ||||||||
| 22977 |
MCP server for the OEIS (Online Encyclopedia of Integer Sequences) API
|
C 62 3⁄3 | ||||||||
| 22978 |
AAS LanceDB MCP Server
Claim
Provides AI agents with database-like operations over LanceDB with automatic BG…
|
C 62 4⁄4 | ||||||||
| 22979 |
Enables natural language meeting scheduling by searching IMAP emails for meetin…
|
C 62 4⁄4 | ||||||||
| 22980 |
Provide AI assistants with access to comprehensive financial data, stock inform…
|
C 62 4⁄3 | ||||||||
| 22981 |
Exposes Futu API client capabilities as an MCP (Model Context Protocol) tool, a…
|
C 62 4⁄4 | ||||||||
| 22982 |
Enables network information lookup through WHOIS and RIPE Database queries. Sup…
|
C 62 4⁄4 | ||||||||
| 22983 |
An MCP server that enables users to manage, search, and apply specialized AI pe…
|
C 62 4⁄3 | ||||||||
| 22984 |
Anthropic’s Model Context Protocol implementation for Oat++
|
C 62 3⁄3 | ||||||||
| 22985 |
An MCP server that renders rich HTML widgets directly in ChatGPT for conference…
|
C 62 3⁄3 | ||||||||
| 22986 |
Provides programmatic access to Pydantic-AI documentation as an MCP server, ena…
|
C 62 4⁄3 | ||||||||
| 22987 |
A practical, community-driven checklist for pentesting MCP servers. Covers traf…
|
C 62 3⁄3 | ||||||||
| 22988 |
A Model Context Protocol server that integrates with Phabricator and Phorge API…
|
C 62 4⁄4 | ||||||||
| 22989 |
semantic-edit-mcp
Claim
semantic-edit-mcp
|
C 62 4⁄4 | ||||||||
| 22990 |
Enables LLMs to retrieve and analyze sleep, recovery, and physiological cycle d…
|
C 62 4⁄4 | ||||||||
| 22991 |
Seedance video generation MCP server for Polza.ai.
|
C 62 3⁄3 | ||||||||
| 22992 |
Enables Claude and other AI assistants to generate high-quality images up to 4K…
|
C 62 4⁄4 | ||||||||
| 22993 |
TalkiTo lets developers interact with AI systems through speech across multiple…
|
C 62 4⁄3 | ||||||||
| 22994 |
MCP server for DACH accounting automation. Connect AI assistants to sevDesk and…
|
C 62 3⁄3 | ||||||||
| 22995 |
speech.sh
Claim
Let the agent speak things out loud, notify you when he's done working with a q…
|
C 62 3⁄3 | ||||||||
| 22996 |
MCP server for the Geomelon geographic API — stdio and remote HTTP transports
|
C 62 3⁄3 | ||||||||
| 22997 |
A Model Context Protocol server that provides tools for managing providers, cli…
|
C 62 4⁄4 | ||||||||
| 22998 |
LLM-assisted biomedical literature screening and extraction for PubMed, GEO, an…
|
C 62 3⁄3 | ||||||||
| 22999 |
Provides tools to analyze test failures, cluster similar failures, and detect f…
|
C 62 3⁄3 | ||||||||
| 23000 |
A Model Context Protocol server that generates prompts based on Git repository …
|
C 62 4⁄3 | ||||||||