MCP Server Quality Scores
Independent quality analysis of 67226 public MCP servers
Last updated 3 hours, 43 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◐ Assessed Scores | ||||||||||
| 24151 |
Integrates Yahoo Finance API with LLaMA 3.2 3B, allowing users to retrieve real…
|
D 54 4⁄3 | ||||||||
| 24152 |
Enables AI interaction with Microsoft Access and SQLite databases to perform SQ…
|
D 54 4⁄3 | ||||||||
| 24153 |
Enables AI agents to manage server infrastructure through the 1Panel API, inclu…
|
D 54 4⁄4 | ||||||||
| 24154 |
kitwork
Claim
Automate kit workflows effortlessly with a lightweight, high-performance, fast,…
|
D 54 4⁄3 | ||||||||
| 24155 |
Enables LLMs to interact with Atlassian Jira Data Center through natural langua…
|
D 54 4⁄4 | ||||||||
| 24156 |
An MCP server that provides detailed information about your development environ…
|
D 54 4⁄3 | ||||||||
| 24157 |
Let the grumpy senior dev review your code with this MCP server
|
D 54 4⁄3 | ||||||||
| 24158 |
A lightweight bridge extension that enables Claude Desktop to connect to VSCode…
|
D 54 4⁄3 | ||||||||
| 24159 |
A local vector database system that provides LLM coding agents with fast, effic…
|
D 54 4⁄3 | ||||||||
| 24160 |
Manage Docker infrastructure across multiple homelab hosts including Unraid, Pr…
|
D 54 4⁄4 | ||||||||
| 24161 |
AI-News-Briefing
Claim
📰 An automated, multi-agent research ops AI pipeline that gathers daily AI news…
|
D 54 4⁄3 | ||||||||
| 24162 |
Provides sandboxed access to local filesystem operations including directory an…
|
D 54 4⁄3 | ||||||||
| 24163 |
Compute log mean temperature difference for heat exchanger analysis. Choose Cel…
|
D 54 3⁄3 | ||||||||
| 24164 |
Enables comprehensive video and audio processing using FFmpeg, supporting tasks…
|
D 54 4⁄3 | ||||||||
| 24165 |
Enables interaction with Google Calendar through OAuth 2.0 authentication. Supp…
|
D 54 4⁄4 | ||||||||
| 24166 |
Integrates Korean APIs (Naver, Kakao, TMAP) into LLM applications for search, m…
|
D 54 4⁄3 | ||||||||
| 24167 |
A bridge that connects the Model Context Protocol to the Gemini CLI via the Age…
|
D 54 4⁄4 | ||||||||
| 24168 |
Auto-generated MCP server that enables interaction with the Firebase App Distri…
|
D 54 4⁄4 | ||||||||
| 24169 |
Enables interaction with Last.fm music data including searching for artists, al…
|
D 54 4⁄4 | ||||||||
| 24170 |
SuiAgentic
Claim
A FastAPI-based application that enables document embedding and semantic retrie…
|
D 54 4⁄4 | ||||||||
| 24171 |
Enables AI assistants to create, validate, and visualize ArchiMate 3.2 enterpri…
|
D 54 4⁄4 | ||||||||
| 24172 |
Enables AI agents to manage Umbraco CMS content through natural language, inclu…
|
D 54 4⁄3 | ||||||||
| 24173 |
|
D 54 3⁄3 | ||||||||
| 24174 |
umbraco-mcp
Claim
A model context protocol (MCP) server for Umbraco
|
D 54 4⁄4 | ||||||||
| 24175 |
Enables interaction with the Turbopuffer vector database to manage namespaces a…
|
D 54 4⁄3 | ||||||||
| 24176 |
Enables comprehensive control of iOS simulators and real devices through AI ass…
|
D 54 4⁄3 | ||||||||
| 24177 |
A Model Context Protocol server that integrates AI assistants like Claude and C…
|
D 54 4⁄3 | ||||||||
| 24178 |
A Solana blockchain interaction server that allows AI tools to query blockchain…
|
D 54 4⁄4 | ||||||||
| 24179 |
A Model Context Protocol server that enables interaction with the Gmail API thr…
|
D 54 4⁄3 | ||||||||
| 24180 |
Enables AI assistants to generate UML diagrams through natural language by rend…
|
D 53 4⁄4 | ||||||||
| 24181 |
An MCP server that automates converting diverse content sources like WeChat art…
|
D 53 4⁄4 | ||||||||
| 24182 |
Stop stitching context for Copilot and Cursor. With Sequa MCP, your AI tools kn…
|
D 53 4⁄4 | ||||||||
| 24183 |
RAG MCP Server
Claim
An API that enables document querying through a Retrieval-Augmented Generation …
|
D 53 4⁄4 | ||||||||
| 24184 |
A Cloudflare Worker that analyzes source code to provide comprehensive explanat…
|
D 53 4⁄4 | ||||||||
| 24185 |
An MCP (Multi-Agent Conversation Protocol) Server that provides an interface to…
|
D 53 4⁄3 | ||||||||
| 24186 |
Enables interaction with the Turbopuffer vector database, providing tools for m…
|
D 53 4⁄3 | ||||||||
| 24187 |
Provides AI security guardrails through Javelin's platform to detect harmful co…
|
D 53 4⁄4 | ||||||||
| 24188 |
A Multi-Agent Conversation Protocol Server that provides a natural language int…
|
D 53 4⁄4 | ||||||||
| 24189 |
MCP Server Chart MinIO
Claim
基于 NestJS 的图表生成服务，集成 MinIO 对象存储，支持 22+ 种图表类型的服务器端渲染。
|
D 53 4⁄3 | ||||||||
| 24190 |
Skillz MCP Server
Claim
Enables LLMs to dynamically discover and execute tools through a structured ski…
|
D 53 4⁄4 | ||||||||
| 24191 |
Enables users to query ClinicalTrials.gov using natural language instead of com…
|
D 53 4⁄4 | ||||||||
| 24192 |
mcp-open-webresearch
Claim
A proxy-aware MCP server that enables web searching across multiple engines and…
|
D 53 4⁄4 | ||||||||
| 24193 |
A self-hosted remote MCP server that provides reusable prompts and development …
|
D 53 4⁄4 | ||||||||
| 24194 |
gpt2099.nu
Claim
a Nushell cross.stream extension to interact with LLMs and MCP servers
|
D 53 4⁄3 | ||||||||
| 24195 |
An MCP server for building, validating, and publishing Ice Puzzle levels with A…
|
D 53 4⁄4 | ||||||||
| 24196 |
A third-party MCP server for interacting with HashiCorp Vault to manage ACL pol…
|
D 53 4⁄4 | ||||||||
| 24197 |
awesome-mcp
Claim
A carefully curated collection of high-quality tools, libraries, research paper…
|
D 53 4⁄3 | ||||||||
| 24198 |
A multi-agent system that analyzes meeting transcripts to generate summaries, e…
|
D 53 4⁄4 | ||||||||
| 24199 |
Enables working with 3D models by converting GLTF/GLB files into React Three Fi…
|
D 53 4⁄4 | ||||||||
| 24200 |
Provides read-only access to query and retrieve information about devices, flee…
|
D 53 4⁄4 | ||||||||