MCP Server Quality Scores
Independent quality analysis of 69093 public MCP servers
Last updated 44 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◉ Complete Scores | ||||||||||
| 11301 |
An MCP server that enables searching for messages and listing channels within a…
|
C 63 5⁄5 | ||||||||
| 11302 |
책 싫어하는 제가 책에 대해 아는척하고 싶어서 만들었습니다.. 내 주변 도서관 실시간 대출 확인 읽고 싶은 책을 검색하면 주변 도서관 대출 가…
|
C 63 6⁄6 | ||||||||
| 11303 |
Enables semantic code search across codebases with automatic incremental indexi…
|
C 63 6⁄6 | ||||||||
| 11304 |
Enable AI agents to query and manage cloud-connected data sources using SQL, me…
|
C 63 6⁄4 | ||||||||
| 11305 |
Connects to Jira instances to generate weekly reports based on issue activity, …
|
C 63 5⁄4 | ||||||||
| 11306 |
A template for deploying authentication-free MCP servers on Cloudflare Workers,…
|
C 63 5⁄5 | ||||||||
| 11307 |
Connect your video workflows to cloud storage. Organize and access video assets…
|
C 63 6⁄6 | ||||||||
| 11308 |
Provides privacy-focused browser automation using a specialized Firefox fork wi…
|
C 63 5⁄5 | ||||||||
| 11309 |
A Model Context Protocol server that enables LLMs to understand BigQuery datase…
|
C 63 5⁄5 | ||||||||
| 11310 |
G4 Data Model MCP Server
Claim
Enables deployment of a customizable MCP server on Cloudflare Workers without a…
|
C 63 5⁄5 | ||||||||
| 11311 |
kaggle
Claim
This Kaggle MCP Server makes Kaggle more accessible by letting you browse compe…
|
C 63 5⁄4 | ||||||||
| 11312 |
GitLab MCP server with 44 tools for projects, MRs, pipelines, and more
|
C 63 6⁄4 | ||||||||
| 11313 |
Enables safe Python code execution in isolated Docker containers through the Ag…
|
C 63 5⁄5 | ||||||||
| 11314 |
Provides Model Context Protocol access to the ICON MCP v101 API with support fo…
|
C 63 5⁄5 | ||||||||
| 11315 |
An MCP server for managing career experience data using the JSON Resume schema …
|
C 63 5⁄4 | ||||||||
| 11316 |
Enables scraping and comparing pricing information for LLM inference services a…
|
C 63 5⁄4 | ||||||||
| 11317 |
A template for deploying an authentication-free MCP server on Cloudflare Worker…
|
C 63 5⁄5 | ||||||||
| 11318 |
An MCP server that provides weather information like forecasts and alerts for U…
|
C 63 5⁄5 | ||||||||
| 11319 |
Provides virtual filesystem workspaces with full file operations (read, write, …
|
C 63 5⁄5 | ||||||||
| 11320 |
A template for deploying MCP servers on Cloudflare Workers without authenticati…
|
C 63 5⁄5 | ||||||||
| 11321 |
Enables AI systems to remember interactions, understand document context throug…
|
C 63 5⁄5 | ||||||||
| 11322 |
A specialized architecture design MCP server that enables AI-assisted developer…
|
C 63 5⁄5 | ||||||||
| 11323 |
This MCP server provides comprehensive read and write access to Google Classroo…
|
C 63 5⁄5 | ||||||||
| 11324 |
Hue MCP Server
Claim
Enables control of Philips Hue lights through VS Code Copilot or Claude Desktop…
|
C 63 5⁄4 | ||||||||
| 11325 |
Pre-trade risk validation and position sizing for AI trading agents via G-formu…
|
C 63 6⁄6 | ||||||||
| 11326 |
A template for deploying an authentication-free remote MCP server on Cloudflare…
|
C 63 5⁄5 | ||||||||
| 11327 |
An MCP server that enables AI models to read, search, and send emails via IMAP …
|
C 63 5⁄4 | ||||||||
| 11328 |
Exposes ASCIIFlow drawing primitives as tools to enable AI assistants to genera…
|
C 63 5⁄5 | ||||||||
| 11329 |
An MCP server that converts text inputs into visualized flowcharts, enabling AI…
|
C 63 5⁄5 | ||||||||
| 11330 |
A demonstration MCP server that provides a simple addition tool for learning ho…
|
C 63 5⁄5 | ||||||||
| 11331 |
A Model Context Protocol server that enables generating and managing Robot Fram…
|
C 63 5⁄5 | ||||||||
| 11332 |
Integrates Perplexity AI's search-enhanced language models with Claude Desktop,…
|
C 63 5⁄4 | ||||||||
| 11333 |
A serverless solution for deploying Model Context Protocol (MCP) servers on Clo…
|
C 63 5⁄5 | ||||||||
| 11334 |
Enables text-to-speech playback with multiple Japanese character voices using V…
|
C 63 5⁄4 | ||||||||
| 11335 |
Provides interactive Python REPL capabilities with persistent sessions, virtual…
|
C 63 5⁄5 | ||||||||
| 11336 |
World geographic data for AI agents. 261 countries with 20+ statistics and 13.4…
|
C 63 6⁄6 | ||||||||
| 11337 |
Bangladeshi legislation via MCP — full-text search across statutes and provisio…
|
C 63 6⁄4 | ||||||||
| 11338 |
Meta-MCP server that unifies AI coding assistants (Codex, Claude Code, Cursor, …
|
C 63 5⁄5 | ||||||||
| 11339 |
Provides AI-enhanced code search capabilities by integrating with Sourcegraph, …
|
C 63 5⁄5 | ||||||||
| 11340 |
Provides seamless integration with macOS native applications including Messages…
|
C 63 5⁄4 | ||||||||
| 11341 |
DBT Manifest MCP Server
Claim
Enables the analysis of DBT manifests with automatic schema version detection a…
|
C 63 5⁄5 | ||||||||
| 11342 |
Integrates the Planning Center Online API with an MCP server to enable natural …
|
C 63 5⁄5 | ||||||||
| 11343 |
The VanMoof MCP Server implements the MCP specification to create a seamless co…
|
C 63 5⁄5 | ||||||||
| 11344 |
An MCP server built with Smithery that provides a foundation for real estate da…
|
C 63 5⁄5 | ||||||||
| 11345 |
A template for deploying an authentication-free MCP server on Cloudflare Worker…
|
C 63 5⁄5 | ||||||||
| 11346 |
A minimal, production-ready TypeScript template for building Model Context Prot…
|
C 63 5⁄5 | ||||||||
| 11347 |
A Model Context Protocol server enabling AI agents to access and manipulate Ser…
|
C 63 5⁄5 | ||||||||
| 11348 |
Provides tools to retrieve and compare detailed information about countries, in…
|
C 63 5⁄5 | ||||||||
| 11349 |
GullakAI MCP Server
Claim
Enables personal finance management through conversational AI, including expens…
|
C 63 5⁄5 | ||||||||
| 11350 |
Provides integration with Gerrit code review system, allowing AI assistants to …
|
C 63 5⁄5 | ||||||||