MCP Server Quality Scores
Independent quality analysis of 57357 public MCP servers
Last updated 1 hour, 41 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 54951 |
Generates sound effects from text descriptions using ElevenLabs API and saves t…
|
— | ||||||||
| 54952 |
Enables interacting with Hubspot tools and services through a unified API and t…
|
— | ||||||||
| 54953 |
project-mcp
Claim
MCP server that enables LLMs to read and analyze Microsoft Project schedules, i…
|
— | ||||||||
| 54954 |
Instagram MCP Server
Claim
Connects Claude Desktop and other MCP clients to the Instagram Graph API for re…
|
— | ||||||||
| 54955 |
Local MCP server that scans code for security issues (secrets, dependencies, co…
|
— | ||||||||
| 54956 |
Midnight MCP
Claim
Enables LLM clients to query a comprehensive Midnight knowledge workspace using…
|
— | ||||||||
| 54957 |
Knowledge Master
Claim
A local knowledge graph MCP server that provides AI agents with permanent, stru…
|
— | ||||||||
| 54958 |
dmc-sql-saglik
Claim
Provides read-only SQL Server health diagnostics (server health, blocking queri…
|
— | ||||||||
| 54959 |
ritn3d-mcp
Claim
Enables AI agents to prepare floor plans for Ritn3D and interpret 3D outputs by…
|
— | ||||||||
| 54960 |
iCal MCP Server
Claim
Enables AI assistants to load, query, and manage iCalendar files with full CRUD…
|
— | ||||||||
| 54961 |
Garmin Sailing MCP
Claim
Turns your Garmin watch into a sailing analytics tool by combining GPS data fro…
|
— | ||||||||
| 54962 |
Wave MCP Server
Claim
MCP server for Wave accounting that provides tools for managing chart of accoun…
|
— | ||||||||
| 54963 |
Omotenashi QR MCP Server
Claim
Enables text-to-speech generation through the Omotenashi QR API, supporting mul…
|
— | ||||||||
| 54964 |
mcp-systemctl
Claim
An MCP server that reports on and manages systemd services using systemctl and …
|
— | ||||||||
| 54965 |
The Agents MCP Server
Claim
Connects AI agents to The Agents Hub, visualizing them as pixel characters on a…
|
— | ||||||||
| 54966 |
mcp-carrefour
Claim
MCP server that connects Carrefour Drive to Claude and other MCP clients, enabl…
|
— | ||||||||
| 54967 |
QIDI Studio MCP Server
Claim
Manages QIDI Studio 3D printing profiles locally, enabling AI assistants to rea…
|
— | ||||||||
| 54968 |
mcp-frontiermath
Claim
Enables solving FrontierMath problems and performing advanced mathematical comp…
|
— | ||||||||
| 54969 |
reactome-mcp
Claim
Enables AI assistants to search, browse, analyze, and export biological pathway…
|
— | ||||||||
| 54970 |
gemini-vision-mcp-safe
Claim
A privacy-conscious MCP server that enables image analysis via Google Gemini wi…
|
— | ||||||||
| 54971 |
Playwright MCP Server
Claim
Enables browser automation and web interaction through structured accessibility…
|
— | ||||||||
| 54972 |
Mesh MCP
Claim
Mesh is an MCP server that lets Claude Code, Codex CLI, and Gemini CLI call oth…
|
— | ||||||||
| 54973 |
mcp-reddit-publisher
Claim
MCP server for publishing to Reddit with safety features like dry-run, allowlis…
|
— | ||||||||
| 54974 |
walmart-marketplace-mcp
Claim
An MCP server that lets you manage a Walmart Marketplace seller account in plai…
|
— | ||||||||
| 54975 |
youtube-transcriber-mcp
Claim
Enables intelligent transcription of YouTube videos with automatic optimization…
|
— | ||||||||
| 54976 |
GraphRAG MCP
Claim
A local-first MCP server that transforms crypto whitepapers into a knowledge gr…
|
— | ||||||||
| 54977 |
Enables analysis and management of iOS/macOS apps via the App Store Connect API…
|
— | ||||||||
| 54978 |
This MCP server allows an AI assistants to search for flight information online…
|
— | ||||||||
| 54979 |
skill-search
Claim
Semantic, on-demand skill retrieval for Claude Code that saves tokens and impro…
|
— | ||||||||
| 54980 |
gingr-mcp
Claim
Read-only MCP server for Gingr pet-care facility data, enabling queries about o…
|
— | ||||||||
| 54981 |
mcp-sbb-transport
Claim
Enables querying Swiss public transport (trains, buses, trams, boats) for stati…
|
— | ||||||||
| 54982 |
mcp-knowledge-base
Claim
A personal knowledge base MCP server that allows AI assistants to manage notes,…
|
— | ||||||||
| 54983 |
multimodal-reader-mcp
Claim
MCP server for analyzing local audio and video files with Google Gen AI, return…
|
— | ||||||||
| 54984 |
mcpkit-data
Claim
An MCP server with 66+ tools for data engineering, enabling AI assistants to in…
|
— | ||||||||
| 54985 |
mcp-reddit-publisher
Claim
MCP server to publish on Reddit safely, with automated rule checking, dry-run m…
|
— | ||||||||
| 54986 |
fathom-mcp-server
Claim
Enables Claude Desktop and MCP clients to access Fathom meeting intelligence, i…
|
— | ||||||||
| 54987 |
MCPGoat
Claim
A deliberately insecure MCP server for practicing penetration testing, featurin…
|
— | ||||||||
| 54988 |
sql-steward
Claim
A governed SQL gateway that exposes typed tools to AI agents, compiling safe re…
|
— | ||||||||
| 54989 |
AI-powered research report generator API for AI agents. Generate structured res…
|
— | ||||||||
| 54990 |
Issues, verifies, and exchanges portable cryptographic compliance passports for…
|
— | ||||||||
| 54991 |
Vaultix MCP Server
Claim
Enables Claude to interact with the Vaultix Payment API for managing charges, c…
|
— | ||||||||
| 54992 |
filesystem-mcp-ignore
Claim
A Node.js MCP server for filesystem operations with support for custom ignore f…
|
— | ||||||||
| 54993 |
robotframework-mcp
Claim
Enables generating Robot Framework test cases with SeleniumLibrary, creating pa…
|
— | ||||||||
| 54994 |
MCP Demo Server
Claim
A minimal NestJS MCP server skeleton for experimenting with the Model Context P…
|
— | ||||||||
| 54995 |
Google Tasks MCP Server
Claim
Enables managing Google Tasks (list, add, complete, delete, update) using natur…
|
— | ||||||||
| 54996 |
mcp-google-sheets
Claim
Enables AI assistants to interact with Google Sheets via natural language, supp…
|
— | ||||||||
| 54997 |
Design Style MCP Server
Claim
Provides deterministic design style recommendations and structured tokens for A…
|
— | ||||||||
| 54998 |
MCP Vista CRM Loft
Claim
Enterprise-level MCP server integrating with Vista CRM (Loft Edition) for real …
|
— | ||||||||
| 54999 |
kabu-mcp
Claim
Enables AI assistants to access real-time Japanese and global stock market data…
|
— | ||||||||
| 55000 |
saft-mcp
Claim
An MCP server that enables AI assistants to parse, validate, and analyze Portug…
|
— | ||||||||