MCP Server Quality Scores
Independent quality analysis of 33842 public MCP servers
Last updated 1 hour, 52 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◉ Complete Scores | ||||||||||
| 15351 |
VikingDB integration with collection and index introduction, vector store and s…
|
F 30 5⁄5 | ||||||||
| 15352 |
Provides LLMs with persistent memory across conversations using a knowledge gra…
|
F 30 5⁄5 | ||||||||
| 15353 |
Analyze stocks and SEC filings to surface key insights, from price and volume t…
|
F 30 6⁄6 | ||||||||
| 15354 |
Provides tools to summarize README files from local paths or public Git reposit…
|
F 30 5⁄5 | ||||||||
| 15355 |
Provides AI-powered development tools including code generation, refactoring, d…
|
F 30 5⁄5 | ||||||||
| 15356 |
Self-hosted memory and governance layer for AI coding agents. 28 MCP tools with…
|
F 30 5⁄5 | ||||||||
| 15357 |
Enables interaction with macOS Reminders app through AppleScript, allowing user…
|
F 30 5⁄4 | ||||||||
| 15358 |
Connects the Pipedrive API v2 to LLM applications, providing read-only access t…
|
F 30 5⁄5 | ||||||||
| 15359 |
A production-ready Django app implementing Firebase Model Context Protocol (MCP…
|
F 30 5⁄4 | ||||||||
| 15360 |
A TypeScript-based MCP server that provides web search and webpage scraping cap…
|
F 30 5⁄4 | ||||||||
| 15361 |
Provides AI agents with seamless access to Filecoin's decentralized storage net…
|
F 30 5⁄5 | ||||||||
| 15362 |
|
F 30 5⁄4 | ||||||||
| 15363 |
Spec-driven Go MCP server template for building domain MCPs with AI-agent onboa…
|
F 30 5⁄4 | ||||||||
| 15364 |
An MCP server for retrieving and filtering logs from Mezmo with a quota-conscio…
|
F 30 5⁄5 | ||||||||
| 15365 |
An MCP server that wraps the Telegram Bot API into semantic tools for LLM agent…
|
F 30 5⁄4 | ||||||||
| 15366 |
A lightweight MCP server that connects AI assistants to Kintone applications fo…
|
F 30 5⁄5 | ||||||||
| 15367 |
Enables AI agents to write and execute Python code in an isolated sandbox that …
|
F 30 5⁄4 | ||||||||
| 15368 |
A production-ready Python scaffold for building Model Context Protocol (MCP) se…
|
F 30 5⁄4 | ||||||||
| 15369 |
An MCP server that provides PDF file conversion
|
F 30 5⁄4 | ||||||||
| 15370 |
Enables AI assistants to navigate and query hierarchical documentation structur…
|
F 30 5⁄5 | ||||||||
| 15371 |
A server that connects Claude to your documentation via Inkeep's API, enabling …
|
F 30 5⁄5 | ||||||||
| 15372 |
Enables AI models to interactively prompt users for input or clarification dire…
|
F 30 5⁄5 | ||||||||
| 15373 |
A starter template for building Model Context Protocol (MCP) servers using Type…
|
F 30 5⁄4 | ||||||||
| 15374 |
A MCP Server that allows AI such as Claude to read from the directory structure…
|
F 30 5⁄4 | ||||||||
| 15375 |
mcp server to run scripts on adobe illustrator
|
F 30 5⁄4 | ||||||||
| 15376 |
A FastMCP server that proxies the Poe.com API, allowing users to query various …
|
F 30 5⁄5 | ||||||||
| 15377 |
This MCP server provides seamless access to Malaysia's government open data, in…
|
F 30 6⁄6 | ||||||||
| 15378 |
Exposes an internal engineering knowledge base to AI assistants, allowing users…
|
F 30 5⁄5 | ||||||||
| 15379 |
Search and retrieve news articles and trending keywords from Google News and Go…
|
F 30 5⁄5 | ||||||||
| 15380 |
An MCP server that enables interaction with CalDAV calendars to manage events a…
|
F 30 5⁄5 | ||||||||
| 15381 |
Enables management of Amazon Bedrock Knowledge Bases including creation, data s…
|
F 30 5⁄5 | ||||||||
| 15382 |
Automates error tracking workflow by finding code owners in Bitbucket, retrievi…
|
F 30 5⁄5 | ||||||||
| 15383 |
Collection of B2B sales intelligence MCP servers. Includes website analysis, te…
|
F 30 5⁄4 | ||||||||
| 15384 |
Provides access to FluentLab's funding database, enabling users to search for f…
|
F 30 5⁄5 | ||||||||
| 15385 |
Enhance your applications with intelligent context-aware capabilities. Leverage…
|
F 30 5⁄4 | ||||||||
| 15386 |
Incident management, on-call scheduling, and intelligent analysis powered by Ro…
|
F 30 6⁄6 | ||||||||
| 15387 |
MCP server for AI-powered UI component discovery on ui-layouts.com — search, do…
|
F 30 5⁄4 | ||||||||
| 15388 |
Bridges Claude Desktop with Claude Code CLI to delegate complex coding tasks li…
|
F 30 5⁄4 | ||||||||
| 15389 |
Enables LLMs to interact with PostgreSQL databases by providing tools to inspec…
|
F 30 5⁄5 | ||||||||
| 15390 |
Provides unified ABAP and RAP documentation search, document retrieval, and ABA…
|
F 30 6⁄6 | ||||||||
| 15391 |
Enables MCP clients to interact with Sally AI assistant using x402 blockchain-b…
|
F 30 5⁄5 | ||||||||
| 15392 |
MCP server that turns articles, transcripts, and markdown into LinkedIn carouse…
|
F 30 5⁄4 | ||||||||
| 15393 |
An MCP server that allows Claude to use OpenAI's image generation capabilities …
|
F 30 5⁄5 | ||||||||
| 15394 |
A Model Context Protocol server that connects GitHub code to Claude.ai. This se…
|
F 30 5⁄5 | ||||||||
| 15395 |
A production-ready unified entry point for AI agents that implements the Model …
|
F 30 5⁄5 | ||||||||
| 15396 |
Bridges locally installed Raycast extensions to any MCP-compatible client via s…
|
F 30 5⁄5 | ||||||||
| 15397 |
MCP server that connects your IDE or AI assistant to GitHub Copilot CLI for cod…
|
F 30 5⁄5 | ||||||||
| 15398 |
An MCP server that registers customizable prompt templates as tools for natural…
|
F 30 5⁄5 | ||||||||
| 15399 |
A Model Context Protocol (MCP) server that enables natural language queries to …
|
F 30 6⁄6 | ||||||||
| 15400 |
Enables AI assistants to build and query temporally-aware knowledge graphs from…
|
F 30 5⁄5 | ||||||||