MCP Server Quality Scores
Independent quality analysis of 33537 public MCP servers
Last updated 54 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◉ Complete Scores | ||||||||||
| 8151 |
A MCP server that uses [gitingest](https://github.com/cyclotruc/gitingest) to c…
|
C 69 5⁄4 | ||||||||
| 8152 |
Gmail MCP Summarizer
Claim
Enables AI models to fetch and summarize Gmail messages, send emails with attac…
|
C 69 5⁄5 | ||||||||
| 8153 |
MCP server for Cucumber Studio - test scenarios, action words, and execution da…
|
C 69 5⁄5 | ||||||||
| 8154 |
Weather MCP Server
Claim
Provides weather forecasts and alerts for US locations using the National Weath…
|
C 69 5⁄5 | ||||||||
| 8155 |
Enables AI assistants to help users manage their reading experience by searchin…
|
C 69 5⁄4 | ||||||||
| 8156 |
An AI-guided conversation-driven development framework that helps build MVPs an…
|
C 69 5⁄5 | ||||||||
| 8157 |
Enables comprehensive cybersecurity vulnerability assessment by searching GitHu…
|
C 69 5⁄5 | ||||||||
| 8158 |
A rich MCP server for Things
|
C 69 5⁄5 | ||||||||
| 8159 |
Transforms PDF collections into a searchable knowledge base using TF-IDF indexi…
|
C 69 5⁄4 | ||||||||
| 8160 |
File Search MCP
Claim
Enables blazingly fast file and content searching in large codebases using ripg…
|
C 69 5⁄4 | ||||||||
| 8161 |
Enables semantic search and retrieval over local Markdown/MDX documentation usi…
|
C 69 5⁄4 | ||||||||
| 8162 |
Enables users to manage their Zaim household account data through OAuth 1.0a au…
|
C 69 5⁄5 | ||||||||
| 8163 |
A Model Context Protocol server that facilitates seamless communication between…
|
C 69 5⁄5 | ||||||||
| 8164 |
ProductMaster MCP Server
Claim
Enables natural language search and management of product information through a…
|
C 69 5⁄5 | ||||||||
| 8165 |
A Spec-Driven Development toolkit that transforms LLMs into development agents …
|
C 69 5⁄4 | ||||||||
| 8166 |
MCP Template
Claim
A generic template for developing MCP servers with basic examples including ech…
|
C 69 5⁄4 | ||||||||
| 8167 |
Gmail MCP Agent
Claim
Enables automated Gmail lead nurturing campaigns with intelligent follow-ups, r…
|
C 69 5⁄5 | ||||||||
| 8168 |
AI code generation service for KPC component library that solves hallucination …
|
C 69 5⁄5 | ||||||||
| 8169 |
Model Context Protocol server that enables Claude Desktop (or any MCP client) t…
|
C 69 5⁄5 | ||||||||
| 8170 |
An MCP server for EVE Online that provides EVE Server Time (EST) information an…
|
C 69 5⁄5 | ||||||||
| 8171 |
Enables browser automation and web page interaction using Playwright's accessib…
|
C 69 5⁄5 | ||||||||
| 8172 |
An MCP server that enables users to add translation keys to Lokalise projects u…
|
C 69 5⁄5 | ||||||||
| 8173 |
Islands on the Air MCP server. Group lookup, island search, DXCC mapping, nearb…
|
C 69 5⁄4 | ||||||||
| 8174 |
An MCP server providing semantic memory storage and retrieval using vector embe…
|
C 69 5⁄5 | ||||||||
| 8175 |
Parse and query investment statements from multiple institutions (Questrade, In…
|
C 69 5⁄4 | ||||||||
| 8176 |
Enables interaction with the WhkerDB shared PDF editor to manage collaborative …
|
C 69 5⁄5 | ||||||||
| 8177 |
Geospatial MCP Server
Claim
Enables advanced geospatial analysis including elevation queries, line-of-sight…
|
C 69 5⁄5 | ||||||||
| 8178 |
Provides Windows system diagnostic capabilities to AI agents, allowing them to …
|
C 69 5⁄5 | ||||||||
| 8179 |
Enables managing AI meeting bots that can join, record, transcribe meetings, sp…
|
C 69 5⁄5 | ||||||||
| 8180 |
A full-stack template for building Model Context Protocol (MCP) servers with a …
|
C 69 5⁄5 | ||||||||
| 8181 |
A powerful executable server for running Model Context Protocol services that s…
|
C 69 5⁄5 | ||||||||
| 8182 |
A Model Context Protocol server for Hatch API integration that provides tools f…
|
C 69 5⁄5 | ||||||||
| 8183 |
MantisBT MCP Server
Claim
Enables interaction with MantisBT bug tracking systems through the REST API. Su…
|
C 69 5⁄5 | ||||||||
| 8184 |
Connects an Emby media server to AI clients like Claude Desktop, enabling natur…
|
C 69 5⁄5 | ||||||||
| 8185 |
An MCP server connects your AI assistants to Infrahub using the open MCP standa…
|
C 69 5⁄5 | ||||||||
| 8186 |
MCP server for OriginalVoices - Ask AI twins questions about any audience
|
C 69 5⁄4 | ||||||||
| 8187 |
Facilitates retrieval of National Park Services data using the NPS API, allowin…
|
C 69 5⁄5 | ||||||||
| 8188 |
An MCP server that enables LLMs to query data from various NASA APIs, allowing …
|
C 69 5⁄5 | ||||||||
| 8189 |
A ledger-cli integration for managing financial transactions and generating rep…
|
C 69 5⁄4 | ||||||||
| 8190 |
An MCP server that enables batch conversion of images to WebP format with confi…
|
C 69 5⁄5 | ||||||||
| 8191 |
Compose and send emails directly from your LLM applications without the hassle …
|
C 69 5⁄4 | ||||||||
| 8192 |
Enables interaction with Jira and Confluence APIs to search, create, and manage…
|
C 69 5⁄5 | ||||||||
| 8193 |
Provides natural language search capabilities for Spryker GitHub repositories, …
|
C 69 5⁄5 | ||||||||
| 8194 |
Exposes local Ollama instances as tools for Claude Code, allowing users to offl…
|
C 69 5⁄4 | ||||||||
| 8195 |
An MCP server that enables AI models to control electronic music instruments by…
|
C 69 5⁄5 | ||||||||
| 8196 |
Enables AI assistants to interact with Vertica Analytics Databases for querying…
|
C 69 5⁄5 | ||||||||
| 8197 |
A lightweight, stateless MCP server utilizing Puppeteer for web searches, retur…
|
C 69 5⁄4 | ||||||||
| 8198 |
VRChat MCP OSC
Claim
Provides a bridge between AI assistants and VRChat, enabling AI-driven avatar c…
|
C 69 5⁄4 | ||||||||
| 8199 |
A server that enables remote command execution over SSH through the Model Conte…
|
C 69 5⁄5 | ||||||||
| 8200 |
MCP server for Industrial IoT, SCADA and PLC systems. Unifies MQTT sensors, Mod…
|
C 69 5⁄4 | ||||||||