MCP Server Quality Scores
Independent quality analysis of 58073 public MCP servers
Last updated 2 hours, 6 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◉ Complete Scores | ||||||||||
| 7951 |
mcp-fetch
|
C 69 5⁄5 | ||||||||
| 7952 |
Enables AI assistants to access World Cube Association speedcubing data includi…
|
C 69 5⁄5 | ||||||||
| 7953 |
A Model Context Protocol server that provides a standardized interface for AI m…
|
C 69 5⁄5 | ||||||||
| 7954 |
Enables AI assistants to interact with Vertica Analytics Databases for querying…
|
C 69 5⁄5 | ||||||||
| 7955 |
A server that enables seamless integration between local Ollama LLM instances a…
|
C 69 5⁄4 | ||||||||
| 7956 |
A TypeScript-based MCP server that enables Claude Desktop to perform file opera…
|
C 69 5⁄5 | ||||||||
| 7957 |
Archive Agent is an open-source semantic file tracker with OCR + AI search (RAG…
|
C 69 5⁄5 | ||||||||
| 7958 |
A locally-run MCP server that enables downloading images, videos, and LivePhoto…
|
C 69 5⁄4 | ||||||||
| 7959 |
A Model Context Protocol (MCP) implementation for connecting to and working wit…
|
C 69 5⁄5 | ||||||||
| 7960 |
Intelligent LLM orchestrator that automatically routes tasks to the most approp…
|
C 69 5⁄5 | ||||||||
| 7961 |
A smart news search server that automatically switches between multiple news AP…
|
C 69 5⁄5 | ||||||||
| 7962 |
A Model Context Protocol server for Hatch API integration that provides tools f…
|
C 69 5⁄5 | ||||||||
| 7963 |
Enables AI assistants to search and query Lucene/NRTSearch indexes using natura…
|
C 69 5⁄5 | ||||||||
| 7964 |
A Model Context Protocol server that integrates with ServiceNow instances, allo…
|
C 69 5⁄4 | ||||||||
| 7965 |
An MCP server that enables Claude and other MCP clients to interact with Matter…
|
C 69 5⁄5 | ||||||||
| 7966 |
Enables interaction with decentralized exchanges (DEXs) through OpenOcean, allo…
|
C 69 5⁄5 | ||||||||
| 7967 |
Provides a secure environment for executing shell commands with restricted dire…
|
C 69 5⁄4 | ||||||||
| 7968 |
Enables AI tools to manage containerized applications through Podman, supportin…
|
C 69 5⁄5 | ||||||||
| 7969 |
A custom Memory MCP Server that acts as a cache for Infrastructure-as-Code info…
|
C 69 5⁄5 | ||||||||
| 7970 |
Enables direct integration with YApi API documentation platform in MCP-compatib…
|
C 69 5⁄5 | ||||||||
| 7971 |
A Model Context Protocol server that retrieves CVE information from the Nationa…
|
C 69 5⁄5 | ||||||||
| 7972 |
A server that implements the Model Completion Protocol (MCP) to allow LLMs to i…
|
C 69 5⁄5 | ||||||||
| 7973 |
Persistent codebase knowledge layer for AI coding agents. Pre-digests codebases…
|
C 69 5⁄4 | ||||||||
| 7974 |
MCP-APIKit
Claim
A microservice control plane server that integrates with Windsurf IDE by fetchi…
|
C 69 5⁄5 | ||||||||
| 7975 |
arXiv MCP Server
Claim
Enables searching and retrieving arXiv papers by topic, fetching abstracts by p…
|
C 69 5⁄4 | ||||||||
| 7976 |
Provides Cheat Engine-like capabilities for game hacking and reverse engineerin…
|
C 69 5⁄4 | ||||||||
| 7977 |
An MCP-compliant server that enables AI agents to perform accurate Pokémon batt…
|
C 69 5⁄5 | ||||||||
| 7978 |
A boilerplate project for quickly developing Model Context Protocol (MCP) serve…
|
C 69 5⁄4 | ||||||||
| 7979 |
Enables comprehensive Microsoft To Do task management through Microsoft Graph A…
|
C 69 5⁄5 | ||||||||
| 7980 |
Mermaid Chart MCP
Claim
A powerful Model Context Protocol server that automatically generates Mermaid d…
|
C 69 5⁄5 | ||||||||
| 7981 |
Automates interactions with the PAF-IAST University LMS to provide AI assistant…
|
C 69 5⁄4 | ||||||||
| 7982 |
Transforms PDF collections into a searchable knowledge base using TF-IDF indexi…
|
C 69 5⁄4 | ||||||||
| 7983 |
Instantly understand what real users think and why by querying our network of 1…
|
C 69 5⁄4 | ||||||||
| 7984 |
Mediastack News Server
Claim
Provide up-to-date news retrieval and source listing capabilities by integratin…
|
C 69 5⁄4 | ||||||||
| 7985 |
mcp-go
Claim
Build Model Context Protocol (MCP) servers in Go
|
C 69 5⁄4 | ||||||||
| 7986 |
Comprehensive personal data aggregation MCP server with Steam, YouTube, Bilibil…
|
C 69 5⁄5 | ||||||||
| 7987 |
An MCP server that enables interaction with Google Drive through the Google Clo…
|
C 69 6⁄6 | ||||||||
| 7988 |
An MCP server that evaluates prompts using AI to provide detailed feedback on c…
|
C 69 5⁄5 | ||||||||
| 7989 |
Enables AI assistants to query and interact with Microsoft SQL Server LocalDB d…
|
C 69 5⁄4 | ||||||||
| 7990 |
An MCP server that aggregates data from six weather sources to provide current …
|
C 69 5⁄5 | ||||||||
| 7991 |
A server that enables interaction with YouTube data through the Model Context P…
|
C 69 5⁄5 | ||||||||
| 7992 |
Enables AI assistants to interact with Dev Proxy for creating configurations, f…
|
C 69 5⁄4 | ||||||||
| 7993 |
AI code generation service for KPC component library that solves hallucination …
|
C 69 5⁄5 | ||||||||
| 7994 |
Provides tools to query flight and train information including flight searches,…
|
C 69 5⁄5 | ||||||||
| 7995 |
Enables AI-powered music generation through natural language commands, supporti…
|
C 69 5⁄5 | ||||||||
| 7996 |
Instagram MCP server for analytics and insights. Get account overviews, posts, …
|
C 69 5⁄4 | ||||||||
| 7997 |
Shared memory bus for MCP-compatible agents with permissions, subscriptions, an…
|
C 69 5⁄4 | ||||||||
| 7998 |
Provides cryptographic signing and verification for AI decisions to generate ve…
|
C 69 5⁄5 | ||||||||
| 7999 |
Provides traditional Chinese metaphysics analysis capabilities including I Chin…
|
C 69 5⁄4 | ||||||||
| 8000 |
Provides a read-only interface for querying InstantDB data with tools to execut…
|
C 69 5⁄4 | ||||||||