MCP Server Quality Scores
Independent quality analysis of 66518 public MCP servers
Last updated 2 hours, 49 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◐ Assessed Scores | ||||||||||
| 23151 |
Enables enhanced decision-making through hierarchical LLM analysis, using three…
|
C 61 4⁄4 | ||||||||
| 23152 |
A FastAPI-based application that implements the Model Context Protocol for lead…
|
C 61 4⁄4 | ||||||||
| 23153 |
Unity-AI-Tools-Template
Claim
Unity MCP Tool template project
|
C 61 3⁄3 | ||||||||
| 23154 |
Open Targets MCP server for targets, diseases, drugs, variants, and evidence
|
C 61 4⁄3 | ||||||||
| 23155 |
Browser automation capabilities using Puppeteer, both support local and remote …
|
C 61 4⁄3 | ||||||||
| 23156 |
An MCP server that transforms markdown notes into an AI-powered knowledge graph…
|
C 61 3⁄3 | ||||||||
| 23157 |
monitor
Claim
BetterDB MCP server - Valkey observability for Claude Code and other MCP clients
|
C 61 4⁄3 | ||||||||
| 23158 |
Manage Apple Search Ads campaigns, keywords, budgets, and reports via API v5.
|
C 61 4⁄3 | ||||||||
| 23159 |
Production-ready MCP server for AI-driven console automation and monitoring. 40…
|
C 61 4⁄3 | ||||||||
| 23160 |
MCP server for Apache Iceberg
|
C 61 4⁄3 | ||||||||
| 23161 |
Enables querying and analyzing blockchain data from Dune Analytics with Polars-…
|
C 61 4⁄4 | ||||||||
| 23162 |
groundhog
Claim
Groundhog's primary purpose is to teach people how Cursor and all these other c…
|
C 61 4⁄3 | ||||||||
| 23163 |
Enables AI assistants to access Google's Threat Intelligence suite for file ana…
|
C 61 4⁄4 | ||||||||
| 23164 |
A Model Context Protocol server for managing, monitoring, and querying data in …
|
C 61 4⁄4 | ||||||||
| 23165 |
nvim-gemini-companion
Claim
A Neovim plugin to integrate Gemini CLI well (+ Qwen-code now)
|
C 61 3⁄3 | ||||||||
| 23166 |
Allows AI assistants to manage Docker containers, Linux virtual machines, and K…
|
C 61 4⁄3 | ||||||||
| 23167 |
A TypeScript implementation of the MCP Agent framework, providing tools for bui…
|
C 61 4⁄3 | ||||||||
| 23168 |
Project-scoped semantic workspace memory for AI coding assistants. Watches your…
|
C 61 4⁄4 | ||||||||
| 23169 |
vurb.ts
Claim
TypeScript framework for building production MCP servers. Fluent tool API, FSM …
|
C 61 4⁄3 | ||||||||
| 23170 |
AI Agent payment protocol on CKB Fiber Network. Zero-gas micropayments with Hol…
|
C 61 4⁄3 | ||||||||
| 23171 |
Converts eFax documents (PDF, TIFF, CCD XML) from OpenText Fax Server Software …
|
C 61 4⁄3 | ||||||||
| 23172 |
THU Agent by CyberCraze
Claim
An interactive coding agent and MCP server that provides access to various AI m…
|
C 61 3⁄3 | ||||||||
| 23173 |
rememex
Claim
semantic search for your local files find by meaning, not keywords. 120+ file t…
|
C 61 4⁄3 | ||||||||
| 23174 |
MCP server for Backlog API integration with AI agents.
|
C 61 4⁄3 | ||||||||
| 23175 |
Enables natural language querying of EFSA's OpenFoodTox database containing 8,0…
|
C 61 4⁄3 | ||||||||
| 23176 |
mcprouter
Claim
api router for MCP Servers
|
C 61 4⁄3 | ||||||||
| 23177 |
MCP Email Service
Claim
Enables multi-account email management with AI-powered monitoring, intelligent …
|
C 61 4⁄4 | ||||||||
| 23178 |
Provides mathematical operations (expression evaluation, arithmetic, advanced c…
|
C 61 4⁄4 | ||||||||
| 23179 |
Enables comprehensive management of Tailscale networks including device managem…
|
C 61 4⁄4 | ||||||||
| 23180 |
csharp-runner
Claim
fast, secure c# runner
|
C 61 3⁄3 | ||||||||
| 23181 |
A server that exposes DigitalOcean App Platform functionality through standardi…
|
C 61 4⁄4 | ||||||||
| 23182 |
Enables AI agents to request user decisions and send notifications via Discord …
|
C 61 4⁄3 | ||||||||
| 23183 |
awesome-mcp-servers
Claim
A collection of MCP servers.
|
C 61 3⁄3 | ||||||||
| 23184 |
An MCP server that provides tools for frontend development, including i18n issu…
|
C 61 3⁄3 | ||||||||
| 23185 |
Credential isolation proxy for AI agents. Injects secrets at the network bounda…
|
C 61 4⁄3 | ||||||||
| 23186 |
A simple note-taking MCP server that stores notes and can generate summaries of…
|
C 61 4⁄3 | ||||||||
| 23187 |
Non-custodial x402 payment layer for AI agents. Agents sign transactions from t…
|
C 61 4⁄3 | ||||||||
| 23188 |
Enables AI assistants to interact with Cisco Modeling Labs (CML) using natural …
|
C 61 4⁄3 | ||||||||
| 23189 |
Enables step-through debugging for C#, Node.js/TypeScript, Python, and Dart app…
|
C 61 4⁄3 | ||||||||
| 23190 |
Enables AI-assisted Windows digital forensics analysis including parsing Window…
|
C 61 4⁄4 | ||||||||
| 23191 |
MCP server for Styx — intelligent AI routing across OpenAI, Anthropic, Google, …
|
C 61 4⁄3 | ||||||||
| 23192 |
18 tools: agent memory, API drift detection, and HMAC-signed trust receipts
|
C 61 3⁄3 | ||||||||
| 23193 |
TIA-Portal MCP-Server
Claim
Enables interaction with Siemens TIA Portal projects directly from VS Code or C…
|
C 61 4⁄3 | ||||||||
| 23194 |
ast-grep MCP Server
Claim
Enables AI assistants to search and analyze codebases using Abstract Syntax Tre…
|
C 61 4⁄3 | ||||||||
| 23195 |
MCP server for Mindbox CDP API — customer profiles, orders, segments. 3 tools.
|
C 61 3⁄3 | ||||||||
| 23196 |
An MCP server that enables LLMs to interact with Notion workspaces via the Noti…
|
C 61 4⁄4 | ||||||||
| 23197 |
Enables AI systems to perform full-text and semantic search operations over str…
|
C 61 4⁄4 | ||||||||
| 23198 |
Enables AI assistants to interact with esa.io teams, including reading, creatin…
|
C 61 4⁄3 | ||||||||
| 23199 |
Manage and organize tasks efficiently with AI agent integration. Create, update…
|
C 61 4⁄3 | ||||||||
| 23200 |
MIDI Analyzer MCP Server
Claim
Enables comprehensive analysis of MIDI SMF files including loading, parsing, tr…
|
C 61 4⁄3 | ||||||||