MCP Server Quality Scores
Independent quality analysis of 33537 public MCP servers
Last updated 1 hour, 39 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◐ Assessed Scores | ||||||||||
| 21801 |
Enables interaction with GitHub repositories through the GitHub API using fastM…
|
C 61 4⁄4 | ||||||||
| 21802 |
Graphiti MCP Server
|
C 61 4⁄4 | ||||||||
| 21803 |
MCP server for Styx — intelligent AI routing across OpenAI, Anthropic, Google, …
|
C 61 4⁄3 | ||||||||
| 21804 |
Generates DeepWiki-style documentation for private code repositories with RAG-b…
|
C 61 4⁄3 | ||||||||
| 21805 |
Provides tools for managing quantitative research knowledge graphs, enabling st…
|
C 61 4⁄4 | ||||||||
| 21806 |
Githru
Claim
Analyze GitHub repositories to uncover contributor impact, PR complexity, and a…
|
C 61 4⁄3 | ||||||||
| 21807 |
Index of all Model Context Protocol (MCP) clients and their capabilities
|
C 61 4⁄3 | ||||||||
| 21808 |
Enables enhanced decision-making through hierarchical LLM analysis, using three…
|
C 61 4⁄4 | ||||||||
| 21809 |
A FastAPI-based application that implements the Model Context Protocol for lead…
|
C 61 4⁄4 | ||||||||
| 21810 |
Enhanced graph-based memory with a focus on AI role-play and story generation
|
C 61 4⁄3 | ||||||||
| 21811 |
A server that exposes DigitalOcean App Platform functionality through standardi…
|
C 61 4⁄4 | ||||||||
| 21812 |
Live Marketing Data MCP
Claim
Connect AI assistants to live Meta Ads, GA4, and Google Search Console data. 10…
|
C 61 3⁄3 | ||||||||
| 21813 |
Enables LLM tools to control iOS Simulator, manage Expo/Metro development serve…
|
C 61 4⁄3 | ||||||||
| 21814 |
Getting Started with Remote MCP Servers using Azure Functions (Python)
|
C 61 4⁄3 | ||||||||
| 21815 |
AI Agent payment protocol on CKB Fiber Network. Zero-gas micropayments with Hol…
|
C 61 4⁄3 | ||||||||
| 21816 |
Intelligent agent memory with automatic extraction, consolidation, and bi-tempo…
|
C 61 4⁄3 | ||||||||
| 21817 |
ANTLR4 MCP Server
|
C 61 3⁄3 | ||||||||
| 21818 |
Provides comprehensive market data, fundamental analysis, and technical indicat…
|
C 61 4⁄4 | ||||||||
| 21819 |
A Model Context Protocol server for managing, monitoring, and querying data in …
|
C 61 4⁄4 | ||||||||
| 21820 |
A universal bridge that turns legacy backend services and modern APIs into AI-a…
|
C 61 4⁄4 | ||||||||
| 21821 |
An MCP server that provides access to common Cisco Modeling Labs (CML) operatio…
|
C 61 4⁄3 | ||||||||
| 21822 |
A Model Context Protocol server for Atlassian Jira and Confluence that supports…
|
C 61 4⁄4 | ||||||||
| 21823 |
Implements the Proxell Exchange Protocol (PXP) to enable AI agents to autonomou…
|
C 61 4⁄3 | ||||||||
| 21824 |
MCP server for AI-driven console application automation and monitoring
|
C 61 4⁄3 | ||||||||
| 21825 |
An auto-generated MCP server that enables interaction with Google Cloud Private…
|
C 61 4⁄3 | ||||||||
| 21826 |
Unity-AI-Tools-Template
Claim
Unity MCP Tool template project
|
C 61 3⁄3 | ||||||||
| 21827 |
Generate academic citations from DOI, arXiv, titles, or URLs in BibTeX, APA, ML…
|
C 61 4⁄3 | ||||||||
| 21828 |
osaurus
Claim
Own your AI. The native macOS harness for AI agents -- any model, persistent me…
|
C 61 4⁄3 | ||||||||
| 21829 |
groundhog
Claim
Groundhog's primary purpose is to teach people how Cursor and all these other c…
|
C 61 4⁄3 | ||||||||
| 21830 |
Swagger MCP Server
Claim
A lightweight server that enables interaction with the Swagger Petstore API usi…
|
C 61 4⁄3 | ||||||||
| 21831 |
Sandboxed workspace MCP: file ops, argv-only run_command, list_files; BYO LLM p…
|
C 61 3⁄3 | ||||||||
| 21832 |
TIA-Portal MCP-Server
Claim
Enables interaction with Siemens TIA Portal projects directly from VS Code or C…
|
C 61 4⁄3 | ||||||||
| 21833 |
Provides access to Formula 1 data including driver and constructor championship…
|
C 61 4⁄4 | ||||||||
| 21834 |
MCP server for Yandex GPT API — text completion, async completion, tokenization.
|
C 61 3⁄3 | ||||||||
| 21835 |
mcp-server
Claim
34 stock valuation, financial data, and portfolio management tools for AI agent…
|
C 61 3⁄3 | ||||||||
| 21836 |
monitor
Claim
BetterDB MCP server - Valkey observability for Claude Code and other MCP clients
|
C 61 4⁄3 | ||||||||
| 21837 |
Human-to-AI code review bridge. Review UI in the browser, AI agents fix code vi…
|
C 61 3⁄3 | ||||||||
| 21838 |
FreeCAD MCP - Open-source Model Context Protocol server for FreeCAD automation
|
C 61 4⁄3 | ||||||||
| 21839 |
aegis-protocol
Claim
Trustless escrow for AI agent-to-agent transactions on Base L2 with ERC-8004 id…
|
C 61 4⁄3 | ||||||||
| 21840 |
Converts eFax documents (PDF, TIFF, CCD XML) from OpenText Fax Server Software …
|
C 61 4⁄3 | ||||||||
| 21841 |
csharp-runner
Claim
fast, secure c# runner
|
C 61 3⁄3 | ||||||||
| 21842 |
An MCP server that enables LLMs to interact with Notion workspaces via the Noti…
|
C 61 4⁄4 | ||||||||
| 21843 |
Provides structured spec-driven development workflow tools for AI-assisted soft…
|
C 61 4⁄4 | ||||||||
| 21844 |
An MCP server that transforms markdown notes into an AI-powered knowledge graph…
|
C 61 3⁄3 | ||||||||
| 21845 |
moling
Claim
MoLing is a computer-use and browser-use based MCP server. It is a locally depl…
|
C 61 4⁄3 | ||||||||
| 21846 |
mcp_rails_template
Claim
A minimal Rails API template for creating MCP (Model Context Protocol) servers …
|
C 61 3⁄3 | ||||||||
| 21847 |
MCP server for MTS Exolve API — SMS, calls. 3 tools.
|
C 61 3⁄3 | ||||||||
| 21848 |
Dune MCP Server connects your AI assistant to Dune Analytics, the leading platf…
|
C 61 4⁄4 | ||||||||
| 21849 |
awesome-mcp-servers
Claim
A collection of MCP servers.
|
C 61 3⁄3 | ||||||||
| 21850 |
Enables comprehensive image processing, stock image search from Pexels and Pixa…
|
C 61 4⁄4 | ||||||||