MCP Server Quality Scores
Independent quality analysis of 67197 public MCP servers
Last updated 2 hours, 44 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 45951 |
SmartPro MCP Server
Claim
A basic skeleton for building MCP servers with Supabase-based authentication, R…
|
— | ||||||||
| 45952 |
@parserelay/mcp
Claim
Enables document parsing into structured, confidence-scored fields via the scan…
|
— | ||||||||
| 45953 |
matlab-mcp-server
Claim
A Model Context Protocol (MCP) server that enables seamless integration between…
|
— | ||||||||
| 45954 |
LabelBridge MCP
Claim
This MCP server enables human-in-the-loop semantic labeling by creating self-co…
|
— | ||||||||
| 45955 |
admitad-mcp
Claim
Enables AI assistants to browse Admitad affiliate programs, discover product fe…
|
— | ||||||||
| 45956 |
GPT-5 MCP Server
Claim
Brings OpenAI's GPT-5 capabilities to Claude Code with advanced reasoning, cost…
|
— | ||||||||
| 45957 |
spotify-mcp-server
Claim
An unofficial MCP server that provides access to Spotify's Web API through the …
|
— | ||||||||
| 45958 |
LanceDB MCP Server
Claim
A basic serverless MCP server using LanceDB to store and retrieve documents via…
|
— | ||||||||
| 45959 |
Stock Analyzer MCP
Claim
Production-grade MCP server that enables AI assistants to access real-time fina…
|
— | ||||||||
| 45960 |
vault-mcp
Claim
Enables personal knowledge management through Claude Desktop, allowing users to…
|
— | ||||||||
| 45961 |
Hoogle MCP Server
Claim
Enables searching Hoogle, the Haskell documentation search engine, for packages…
|
— | ||||||||
| 45962 |
indian-option-mcp
Claim
MCP Server for Indian Options — Real-time option chains, Greeks, 34+ strategies…
|
— | ||||||||
| 45963 |
synology-office-mcp
Claim
Self-hosted MCP server that exposes Synology Drive, Spreadsheet, MailPlus, and …
|
— | ||||||||
| 45964 |
tradeshub-mcp
Claim
Exposes foldkit's 7-prime spine, 7 κ-bands, and 6 fold operations as MCP tools …
|
— | ||||||||
| 45965 |
Segmind MCP Server
Claim
Enables AI image and video generation using Segmind's API with 30+ models inclu…
|
— | ||||||||
| 45966 |
McMaster-Carr MCP Server
Claim
Enables searching and retrieving detailed product specifications from McMaster-…
|
— | ||||||||
| 45967 |
ecobrowser MCP server
Claim
Enables AI agents to control a browser via MCP with structured perception, veri…
|
— | ||||||||
| 45968 |
mcp-sparql
Claim
MCP server exposing SPARQL query functionalities for LLMs, enabling query execu…
|
— | ||||||||
| 45969 |
apple-notifier-mcp
Claim
Enhanced MCP server for sending native macOS notifications with terminal-notifi…
|
— | ||||||||
| 45970 |
OEE Enterprise Agent
Claim
MCP-based production monitoring agent for manufacturing OEE, providing real-tim…
|
— | ||||||||
| 45971 |
ltspice-mcp
Claim
MCP server for automating LTspice on macOS, enabling simulation, schematic gene…
|
— | ||||||||
| 45972 |
SEO Research MCP
Claim
Enables AI-powered IDEs to perform SEO research including backlink analysis, ke…
|
— | ||||||||
| 45973 |
mcp2
Claim
|
— | ||||||||
| 45974 |
Custom MCP server exposing an internet_search tool that fetches DuckDuckGo resu…
|
— | ||||||||
| 45975 |
Enables LLM agents to find and safely delete duplicate files using content-base…
|
— | ||||||||
| 45976 |
ComfyMCP Local
Claim
Local-first MCP server for controlling a loopback ComfyUI instance from same-ma…
|
— | ||||||||
| 45977 |
Healthy Pokes
Claim
A calorie tracking MCP server that processes food photos and text descriptions …
|
— | ||||||||
| 45978 |
simple-qqdocs-mcp
Claim
Operates Tencent Docs spreadsheet cells by reading boundaries, clicking, and in…
|
— | ||||||||
| 45979 |
outline-mcp
Claim
Connects MCP clients to Outline workspaces, enabling agents to safely read, upd…
|
— | ||||||||
| 45980 |
UE Audio MCP
Claim
Enables AI-powered game audio creation for Unreal Engine 5.7, integrating Wwise…
|
— | ||||||||
| 45981 |
Enables retrieval of YouTube video transcripts/subtitles and titles using yt-dl…
|
— | ||||||||
| 45982 |
wp-ultra-mcp
Claim
Turns any WordPress site into an MCP server, allowing AI clients to directly co…
|
— | ||||||||
| 45983 |
zeroidagent-mcp
Claim
A paid remote MCP for ZeroID, built to return verdicts, receipts, usage logs, a…
|
— | ||||||||
| 45984 |
Chess MCP
Claim
Play interactive chess games through conversation with move validation, Stockfi…
|
— | ||||||||
| 45985 |
LLM Council MCP
Claim
A lightweight, local MCP server for Mac that replicates a 3-stage LLM council w…
|
— | ||||||||
| 45986 |
avengers-squad
Claim
|
— | ||||||||
| 45987 |
attackforge-mcp
Claim
Connects AI assistants to AttackForge's Self-Service API with full endpoint cov…
|
— | ||||||||
| 45988 |
Enables AI clients like Claude Desktop to search J-Quants API endpoints, get de…
|
— | ||||||||
| 45989 |
maic-server-fs-mcp
Claim
Provides LLMs with local filesystem operations (read/write files, list director…
|
— | ||||||||
| 45990 |
Airtable MCP Server
Claim
Lets Claude read, create, update, and search records in an Airtable base using …
|
— | ||||||||
| 45991 |
llama-mcp-server
Claim
MCP server bridging Claude Code to local llama.cpp. Run local LLMs alongside Cl…
|
— | ||||||||
| 45992 |
MCP server that automates YouTube research by finding viral videos, analyzing t…
|
— | ||||||||
| 45993 |
BasinVault
Claim
BasinVault Sales MCP gives AI assistants accurate, up-to-date facts about Basin…
|
— | ||||||||
| 45994 |
FastMCP MySQL Server
Claim
A secure and efficient MCP server for MySQL database operations, enabling LLMs …
|
— | ||||||||
| 45995 |
Provides Claude with access to NYC public property data including property deta…
|
— | ||||||||
| 45996 |
Vybog MCP Server
Claim
MCP server for the Fund Tracking System, enabling agents to manage lending busi…
|
— | ||||||||
| 45997 |
mem0-local-mcp
Claim
A fully local, self-hosted memory server for MCP clients (Claude Code, Cursor, …
|
— | ||||||||
| 45998 |
Gmail MCP Server
Claim
Integrates with Gmail APIs to manage emails and labels, including sending, dele…
|
— | ||||||||
| 45999 |
searchts
Claim
Enables AI agents to read any URL by using an escalating open-source unlocker t…
|
— | ||||||||
| 46000 |
mcp-for-redash
Claim
MCP server that connects AI assistants to Redash, enabling listing of assets, r…
|
— | ||||||||