MCP Server Quality Scores
Independent quality analysis of 33891 public MCP servers
Last updated 56 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◉ Complete Scores | ||||||||||
| 14951 |
solan docs context
|
F 30 5⁄4 | ||||||||
| 14952 |
A lightweight MCP test server for verifying client connectivity, providing tool…
|
F 30 6⁄6 | ||||||||
| 14953 |
Lightweight Linux sandbox for AI agents. Kernel-native isolation (namespaces, c…
|
F 30 5⁄4 | ||||||||
| 14954 |
Universal MCP server that transforms any CLI tool into an MCP server. Works wit…
|
F 30 5⁄4 | ||||||||
| 14955 |
Transforms SAP S/4HANA or ECC systems into conversational AI interfaces by expo…
|
F 30 5⁄5 | ||||||||
| 14956 |
Builds and manages a cardiology-focused knowledge graph in Neo4j by extracting …
|
F 30 5⁄5 | ||||||||
| 14957 |
An MCP server that utilizes Google Gemini and the educhain library to generate …
|
F 30 5⁄4 | ||||||||
| 14958 |
Enables interaction with the Swagger Petstore API (Petclinic v2) to fetch and m…
|
F 30 5⁄5 | ||||||||
| 14959 |
IBM watsonx.ai MCP server for Claude integration
|
F 30 5⁄5 | ||||||||
| 14960 |
MCP server for YouTube — search videos, channels, playlists, and transcripts. W…
|
F 30 6⁄4 | ||||||||
| 14961 |
A Model Context Protocol server that provides persistent task management capabi…
|
F 30 5⁄4 | ||||||||
| 14962 |
Enables LLMs to fetch and process web content by converting HTML into markdown …
|
F 30 5⁄5 | ||||||||
| 14963 |
Interact with the Discord platform.
|
F 30 5⁄5 | ||||||||
| 14964 |
Full-resolution vision for LLMs. Tiles large images and captures web pages via …
|
F 30 5⁄4 | ||||||||
| 14965 |
Connects Claude to Google Docs, allowing users to list, read, create, update, s…
|
F 30 5⁄4 | ||||||||
| 14966 |
Enables interaction with the Monad blockchain to analyze smart contract source …
|
F 30 5⁄5 | ||||||||
| 14967 |
A browser monitoring and interaction tool that enables AI applications to captu…
|
F 30 6⁄4 | ||||||||
| 14968 |
Free Bing search MCP server - No API key required
|
F 30 5⁄4 | ||||||||
| 14969 |
A Model Context Protocol (MCP) server that automates generating LinkedIn post d…
|
F 30 5⁄5 | ||||||||
| 14970 |
A Model Context Protocol server that enables high-quality image generation usin…
|
F 30 5⁄5 | ||||||||
| 14971 |
Enables users to generate PlantUML code for UML Class and Sequence diagrams usi…
|
F 30 5⁄5 | ||||||||
| 14972 |
Provides AI assistants with access to sales data tools, including fetching quar…
|
F 30 5⁄4 | ||||||||
| 14973 |
Awesome Claude Desktop Extensions (dxt) (not only Claude) mcpb
|
F 30 5⁄4 | ||||||||
| 14974 |
Unreal-Blender MCP is a unified server for controlling both Blender and Unreal …
|
F 30 5⁄5 | ||||||||
| 14975 |
A Model Context Protocol server that provides Flutter UI templates for developm…
|
F 30 5⁄4 | ||||||||
| 14976 |
Exposes Sysinternals and NirSoft Windows diagnostic binaries as MCP tools with …
|
F 30 5⁄4 | ||||||||
| 14977 |
Enables AI assistants to search products, manage shopping carts, place orders, …
|
F 30 5⁄4 | ||||||||
| 14978 |
Discover and query 15,500+ classified subgraphs on The Graph Network
|
F 30 5⁄4 | ||||||||
| 14979 |
Refine messy backlog items into structured, actionable work items with titles, …
|
F 30 5⁄5 | ||||||||
| 14980 |
A Model Context Protocol server utilizing Claude AI for generating intelligent …
|
F 30 5⁄5 | ||||||||
| 14981 |
This MCP server provides a tool to generate manual test cases in Markdown or CS…
|
F 30 5⁄5 | ||||||||
| 14982 |
Integrates Google Gemini API capabilities into Claude Code, supporting text gen…
|
F 30 5⁄5 | ||||||||
| 14983 |
An MCP server that integrates with Claude to provide smart documentation search…
|
F 30 5⁄5 | ||||||||
| 14984 |
A server that connects to the Databricks Genie API, allowing LLMs to ask natura…
|
F 30 5⁄5 | ||||||||
| 14985 |
An MCP server that helps developers integrate Vonage API capabilities by provid…
|
F 30 5⁄5 | ||||||||
| 14986 |
MCP C++ SDK - Model Context Protocol implementation in CPP with enterprise-grad…
|
F 30 5⁄4 | ||||||||
| 14987 |
A Model Context Protocol server that provides LLMs with read and write access t…
|
F 30 5⁄5 | ||||||||
| 14988 |
Converts images, PDFs, Word documents, and Excel spreadsheets to structured mar…
|
F 30 5⁄5 | ||||||||
| 14989 |
Cashfree MCP server for cashfree docs and APIs
|
F 30 5⁄5 | ||||||||
| 14990 |
A ModelContextProtocol server providing high-quality translation services with …
|
F 30 5⁄5 | ||||||||
| 14991 |
Retrieve context from your [Ragie](https://www.ragie.ai) (RAG) knowledge base c…
|
F 30 6⁄6 | ||||||||
| 14992 |
Provides programmatic access to Arcas OnlineEDA platform for electronic design …
|
F 30 5⁄5 | ||||||||
| 14993 |
Provides AI agents with seamless access to Filecoin's decentralized storage net…
|
F 30 5⁄5 | ||||||||
| 14994 |
Enables AI agents to autonomously manage and improve execution processes for re…
|
F 30 5⁄4 | ||||||||
| 14995 |
A Python-based execution tool that mimics a Jupyter notebook environment. It ac…
|
F 30 5⁄5 | ||||||||
| 14996 |
An AI-powered MCP server for analyzing Japanese legal contracts and identifying…
|
F 30 5⁄4 | ||||||||
| 14997 |
Run your own runbooks from Claude Desktop.
You can create your runbooks and ex…
|
F 30 5⁄5 | ||||||||
| 14998 |
A production-ready Python scaffold for building Model Context Protocol (MCP) se…
|
F 30 5⁄4 | ||||||||
| 14999 |
Enables AI assistants to navigate and query hierarchical documentation structur…
|
F 30 5⁄5 | ||||||||
| 15000 |
A multi-agent framework that models complex social systems through a coordinate…
|
F 30 5⁄5 | ||||||||