MCP Server Quality Scores
Independent quality analysis of 67226 public MCP servers
Last updated 23 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◐ Assessed Scores | ||||||||||
| 23201 |
A development server that automatically discovers and exposes tools from the sr…
|
C 61 4⁄3 | ||||||||
| 23202 |
Credential isolation proxy for AI agents. Injects secrets at the network bounda…
|
C 61 4⁄3 | ||||||||
| 23203 |
Enables interaction with Android devices via the Android Debug Bridge (ADB), al…
|
C 61 4⁄3 | ||||||||
| 23204 |
stale-gate-janitor
Claim
Daily 04:00 CT housekeeping over data/approval-gates/
|
C 61 3⁄3 | ||||||||
| 23205 |
aegis-protocol
Claim
Trustless escrow for AI agent-to-agent transactions on Base L2 with ERC-8004 id…
|
C 61 4⁄3 | ||||||||
| 23206 |
mcp-server
Claim
SEC filings and financial data for AI agents: 46 tools for financials, valuatio…
|
C 61 3⁄3 | ||||||||
| 23207 |
A server that dynamically exposes FileMaker scripts as tools, providing a Gradi…
|
C 61 4⁄4 | ||||||||
| 23208 |
Enables AI assistants to interact with Databricks Genie Spaces through MCP tool…
|
C 61 4⁄4 | ||||||||
| 23209 |
Provides access to Formula 1 data including driver and constructor championship…
|
C 61 4⁄4 | ||||||||
| 23210 |
Dune MCP Server connects your AI assistant to Dune Analytics, the leading platf…
|
C 61 4⁄4 | ||||||||
| 23211 |
mcp_on_ruby
Claim
💎 A Ruby implementation of the Model Context Protocol
|
C 61 4⁄3 | ||||||||
| 23212 |
Enables comprehensive image processing, stock image search from Pexels and Pixa…
|
C 61 4⁄4 | ||||||||
| 23213 |
A Model Context Protocol server for Atlassian Jira and Confluence that supports…
|
C 61 4⁄4 | ||||||||
| 23214 |
Provides tools for managing quantitative research knowledge graphs, enabling st…
|
C 61 4⁄4 | ||||||||
| 23215 |
Enables enhanced decision-making through hierarchical LLM analysis, using three…
|
C 61 4⁄4 | ||||||||
| 23216 |
Enables comprehensive management of Tailscale networks including device managem…
|
C 61 4⁄4 | ||||||||
| 23217 |
Provides dynamic access to the entire Meraki Dashboard API plus advanced compli…
|
C 60 3⁄3 | ||||||||
| 23218 |
mcp-manager
Claim
simple web ui to manage mcp (model context protocol) servers in the claude app
|
C 60 4⁄3 | ||||||||
| 23219 |
A WeChat robot server based on the Model Context Protocol that enables AI agent…
|
C 60 3⁄3 | ||||||||
| 23220 |
MCP MIDI Bridge
Claim
An Electron desktop application that bridges LLM-driven music generation with D…
|
C 60 4⁄3 | ||||||||
| 23221 |
Connects to Garmin Connect and exposes your fitness and health data (activities…
|
C 60 4⁄4 | ||||||||
| 23222 |
local-rag-mcp-server
Claim
A fully offline local RAG server that utilizes ChromaDB and Ollama to index and…
|
C 60 3⁄3 | ||||||||
| 23223 |
Enables interaction with Vertica databases through SQL queries, schema manageme…
|
C 60 4⁄4 | ||||||||
| 23224 |
metis
Claim
Flight Levels work management with MCP server integration for AI agents. CLI,…
|
C 60 4⁄3 | ||||||||
| 23225 |
mcp-mianshiya-server
Claim
基于 Spring AI 的面试鸭搜索题目的 MCP Server 服务，快速让 AI 搜索企业面试真题和答案
|
C 60 3⁄3 | ||||||||
| 23226 |
|
C 60 4⁄3 | ||||||||
| 23227 |
k8m
Claim
Provides MCP multi-cluster Kubernetes management and operations, featuring a ma…
|
C 60 4⁄4 | ||||||||
| 23228 |
mcp
Claim
Securely access and manage FHIR healthcare data stored in Medplum.
|
C 60 4⁄4 | ||||||||
| 23229 |
A universal database MCP server supporting simultaneous connections to multiple…
|
C 60 4⁄3 | ||||||||
| 23230 |
eKYC Suite
Claim
KYC / eKYC MCP server for face compare, liveness, OCR, and image labeling.
|
C 60 3⁄3 | ||||||||
| 23231 |
Enterprise-grade MCP server with multi-agent system that enables AI-powered bus…
|
C 60 4⁄4 | ||||||||
| 23232 |
An MCP server that scans codebases to extract structural information (classes, …
|
C 60 4⁄4 | ||||||||
| 23233 |
MCP Memory Server
Claim
Provides intelligent memory management capabilities using Qdrant vector databas…
|
C 60 4⁄4 | ||||||||
| 23234 |
MCP server for Ozon Seller API — products, FBS/FBO, finance, analytics, returns
|
C 60 3⁄3 | ||||||||
| 23235 |
Enables AI assistants to interact with SQL Server databases through natural lan…
|
C 60 4⁄4 | ||||||||
| 23236 |
Enables comprehensive management of OpenProject work packages, projects, commen…
|
C 60 4⁄4 | ||||||||
| 23237 |
A specialized server that enables LLMs to gather specific information through s…
|
C 60 4⁄4 | ||||||||
| 23238 |
Provides unified access to multiple homelab services including Nginx Proxy Mana…
|
C 60 4⁄4 | ||||||||
| 23239 |
gRPC-zig
Claim
blazigly fast gRPC/MCP client & server implementation in zig
|
C 60 4⁄3 | ||||||||
| 23240 |
pentestMCP: AI-Powered Penetration Testing via MCP, an MCP designed for penetra…
|
C 60 4⁄3 | ||||||||
| 23241 |
mcpc
Claim
Cross-platform C SDK for Model Context Protocol (MCP), in modern🚀 C23.
|
C 60 3⁄3 | ||||||||
| 23242 |
EDT-MCP
Claim
MCP for 1C:EDT
|
C 60 4⁄3 | ||||||||
| 23243 |
A Model Context Protocol server that provides browser automation capabilities b…
|
C 60 4⁄4 | ||||||||
| 23244 |
cnblogs-mcp
Claim
Enables publishing Markdown blog posts to cnblogs.com via MCP protocol using na…
|
C 60 3⁄3 | ||||||||
| 23245 |
Captures and provides access to React Native console logs from Metro bundler, e…
|
C 60 4⁄3 | ||||||||
| 23246 |
Enhanced MCP server for managing Proxmox virtualization platforms with complete…
|
C 60 4⁄4 | ||||||||
| 23247 |
Persistent semantic memory for AI agents using local ChromaDB vector search. No…
|
C 60 4⁄3 | ||||||||
| 23248 |
Production-ready API server template integrating FastAPI with Model Context Pro…
|
C 60 3⁄3 | ||||||||
| 23249 |
A server that enables creating and editing PowerPoint presentations programmati…
|
C 60 4⁄4 | ||||||||
| 23250 |
An MCP server that enables programmatic interaction with Microsoft Word documen…
|
C 60 4⁄4 | ||||||||