MCP Server Quality Scores
Independent quality analysis of 46347 public MCP servers
Last updated 39 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 41901 |
rdap-mcp
Claim
Enables domain lookups using the RDAP protocol, returning structured registrati…
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| 41902 |
Project Manager MCP
Claim
Enables AI agents to manage projects, epics, and tasks with atomic locking, rea…
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| 41903 |
UPS MCP Server
Claim
Enables AI agents to create shipments, track packages, get rates, validate addr…
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| 41904 |
mcp-music-forge
Claim
MCP server for downloading and processing audio from SoundCloud and other sourc…
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| 41905 |
MaxCompute MCP Server
Claim
MCP server for MaxCompute, enabling table listing, schema inspection, partition…
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| 41906 |
junto-memory
Claim
A shared memory and coordination server for multiple AI coding agents, built on…
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| 41907 |
Provides tools for scaffolding, validating, and maintaining Metalsmith plugins …
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| 41908 |
mapleflow
Claim
Unified AI API — 30+ models from OpenAI, Anthropic, Google, Groq, and xAI throu…
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| 41909 |
KanbanFlow MCP Server
Claim
Enables managing KanbanFlow boards, tasks, and workflows directly from Cursor/C…
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| 41910 |
gdbmcp
Claim
Exposes GDB operations over the Model Context Protocol, allowing management of …
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| 41911 |
redmine-mcp-server
Claim
Enables AI assistants to interact with Redmine for task management, time loggin…
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| 41912 |
ringback
Claim
Lets the LLM reach you on your phone: live, interruptible voice calls and tiere…
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| 41913 |
NOAA SWPC space weather: storm scales, Kp index, aurora forecasts, solar wind, …
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| 41914 |
Give Claude direct access to your AWS account, SSH into your servers, run shell…
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| 41915 |
Kova Mind MCP Server
Claim
Enables AI memory persistence and secure credential management via vault tools …
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| 41916 |
Datashift MCP Server
Claim
Enables AI agents to submit tasks for human or AI review and receive decisions …
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| 41917 |
paper-mcp
Claim
Enables retrieval of academic paper metadata, PDFs, full text, citations, and r…
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| 41918 |
An MCP server implementation that allows using Google's Gemini AI models (speci…
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| 41919 |
An MCP server for securely executing Python code, supporting STDIO, Streamable …
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| 41920 |
mermaid-mcp-server
Claim
Provides MCP tools to validate Mermaid diagram syntax, render diagrams to SVG, …
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| 41921 |
GitBranchMCP
Claim
A local-first MCP server for AI programming branch notes and mainline decision …
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| 41922 |
HoudiniMCP
Claim
Connects Claude AI to Houdini through the Model Context Protocol, enabling dire…
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| 41923 |
TheAlmanac
Claim
Enables programmers to search, download, and access up-to-date API and software…
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| 41924 |
Rive MCP Server
Claim
Orchestrates Rive animations by enabling discovery, integration, and compositio…
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| 41925 |
MCP Database Server
Claim
A secure multi-database MCP server supporting MySQL, PostgreSQL, and SQLite wit…
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| 41926 |
Moorcheh MCP Server
Claim
Enables interaction with Moorcheh AI services including namespace management, d…
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| 41927 |
vyos-mcp
Claim
MCP server for managing VyOS routers via the VyOS HTTP API, allowing AI assista…
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| 41928 |
AXT-MCP
Claim
A Model Context Protocol service registry and connector framework that enables …
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| 41929 |
zt
Claim
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| 41930 |
mcp-server
Claim
stories.yaml — an open specification for software requirements, enforced by CI.
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| 41931 |
A comprehensive system that helps organizations track, manage, and respond to s…
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| 41932 |
NYC FHV Intelligence API
Claim
Real-time NYC TLC for-hire vehicle license verification and renewal-window lead…
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| 41933 |
Enables AI agents to track and manage product development projects through stru…
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| 41934 |
live-music
Claim
AI agents experience music as math — stream concerts, react, chat, upgrade tier…
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| 41935 |
wsdot-mcp-server
Claim
WA highway conditions, ferry schedules, vessel locations, toll rates, and borde…
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| 41936 |
memo
Claim
Local MLX-native memory for AI agents — markdown-on-disk, sqlite-vec + BM25 hyb…
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| 41937 |
Convert currencies, get FX rates, and query historical ECB exchange rate data.
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| 41938 |
A secure, sandboxed MCP server that provides Void Editor with safe filesystem a…
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| 41939 |
Wireshark MCP Server
Claim
A comprehensive MCP server that provides AI assistants with professional-grade …
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| 41940 |
Enables AI models to retrieve user geolocation information through EdgeOne Page…
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| 41941 |
Polymarket MCP Server
Claim
Enables interaction with Polymarket prediction markets through read-only access…
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| 41942 |
Influship
Claim
Find and analyze influencers with creator search, lookalikes, profiles, posts, …
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| 41943 |
meditation-guide-ai-mcp
Claim
meditation-guide-ai-mcp MCP server by MEOK AI Labs
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| 41944 |
openmetadata-mcp-server
Claim
OpenMetadata MCP — 170 tools for metadata, lineage, search, data quality, and O…
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| 41945 |
sparkit-mcp
Claim
MCP server for [SPARKIT](https://sparkit.science), a scientific research agent …
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| 41946 |
inkbloc
Claim
Collaborative document workspace with interactive AI blocks
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| 41947 |
starwars
Claim
Provides access to the SWAPI Star Wars API, enabling users to query characters,…
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| 41948 |
mcp-ffmpeg
Claim
A job queue-based FFmpeg wrapper enabling AI assistants to perform video proces…
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| 41949 |
1trippulse
Claim
1trip PULSE: 21-tool AI travel planner. Flights, hotels, visa, safety, weather,…
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| 41950 |
Memory MCP
Claim
Persistent project memory for AI models and coding agents. Memory MCP stores ar…
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