MCP Server Quality Scores
Independent quality analysis of 66518 public MCP servers
Last updated 43 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 47951 |
Surfaces your Calibre e-book catalog to Claude via the Model Context Protocol, …
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| 47952 |
avymcp
Claim
Provides avalanche forecasts, danger ratings, and field observations for US ava…
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| 47953 |
supercollider-mcp
Claim
Bridges MCP clients to a running SuperCollider IDE, enabling code evaluation, s…
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| 47954 |
siyuan-mcp-server
Claim
Enables AI models to interact with SiYuan Note systems, allowing management of …
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| 47955 |
go-docs-mcp
Claim
Multi-format document MCP server — read, search, OCR, and extract from PDF, TXT…
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| 47956 |
question-market
Claim
MCP server for question.market prediction markets on Algorand. Enables market b…
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| 47957 |
mcp-chart
Claim
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| 47958 |
PowerShell MCP Server
Claim
A comprehensive Model Context Protocol (MCP) server that enables Claude and oth…
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| 47959 |
ChromeCP
Claim
A standalone MCP server for Chrome automation with multi-session support, enabl…
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| 47960 |
berserk-mcp
Claim
Enables LLMs to answer Berserk observability questions by calling verified KQL …
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| 47961 |
ffdecmcp
Claim
MCP wrapper for JPEXS Free Flash Decompiler (FFDec) that exposes SWF decompilat…
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| 47962 |
Converts ComfyUI workflows into MCP tools for AI agents to generate images, vid…
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| 47963 |
Astatide Conductor
Claim
Orchestrates persistent task graphs and enforces approval policies for MCP-driv…
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| 47964 |
oitvoip-mcp-server
Claim
A Model Context Protocol (MCP) server that provides AI agents with seamless acc…
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| 47965 |
mcp-data-bloomington
Claim
Enables querying and exploring Bloomington Open Data catalog with tools for sea…
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| 47966 |
Enables AI agents to fetch and search news from multiple sources including RSS/…
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| 47967 |
kakunin-mcp
Claim
Enables AI agents to self-verify their authorized scope, check risk scores, and…
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| 47968 |
A persistent, human-like memory system for AI companions in LM Studio, using SQ…
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| 47969 |
Chromanche
Claim
Lets any MCP-capable coding agent drive your real, logged-in Chrome through a l…
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| 47970 |
sakenowa-mcp
Claim
Enables LLMs to search, profile, and compare Japanese sake using a flavor-space…
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| 47971 |
BusinessMap MCP Server
Claim
Integrates BusinessMap (formerly Kanbanize) project management capabilities wit…
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| 47972 |
MCP OneNote Server
Claim
Enables AI agents to read, create, and analyze Microsoft OneNote notebooks, sec…
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| 47973 |
yapi-mcp
Claim
Exposes YApi's API management capabilities to MCP clients, enabling operations …
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| 47974 |
explee-mcp
Claim
MCP server wrapping the Explee B2B data API, enabling AI agents to search compa…
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| 47975 |
OTrust issues cryptographic PDRs (Provenance Data Records) — proving a digital …
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| 47976 |
Jama MCP Server
Claim
Enables LLM clients to semantically search and query metadata within Jama requi…
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| 47977 |
Agent Core
Claim
A local capability layer for AI agents providing persistent memory, credential …
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| 47978 |
Scout MCP Server
Claim
Enables web search, scraping, extraction, and crawling through an MCP interface…
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| 47979 |
whisper-mcp
Claim
MCP server that provides a transcribe_audio tool to convert voice messages from…
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| 47980 |
lunchmoney-mcp
Claim
A comprehensive MCP server that enables AI assistants to manage Lunch Money fin…
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| 47981 |
cbl-mcp-server
Claim
A COBOL-based MCP server that provides 7.5% sales tax calculations, demonstrati…
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| 47982 |
sports-feeds
Claim
Enables AI agents to browse curated sports news feeds, read feed items, and fet…
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| 47983 |
Provides domain mock tools (81) and skill VDB search/load/run tools for a Monim…
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| 47984 |
StarUML MCP Server
Claim
Enables creating diagrams or generating code from diagrams in StarUML via promp…
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| 47985 |
LightRAG Code Brain MCP
Claim
Provides a durable memory layer for coding agents like Claude Code and Codex by…
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| 47986 |
mcp-api-bridge
Claim
Enables AI assistants like Claude to interact with any REST API through typed, …
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| 47987 |
Alpha Vantage MCP Server
Claim
A comprehensive MCP server that provides access to Alpha Vantage's financial da…
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| 47988 |
IcePanel MCP Server
Claim
Enables interaction with IcePanel for architectural diagram management via MCP …
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| 47989 |
Capacities MCP Worker
Claim
A Cloudflare Worker that wraps the Capacities API as a remote MCP server, enabl…
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| 47990 |
Zillow MCP for AI agents: property data, Zestimates & listings — 300+ fields pe…
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| 47991 |
seedream-mcp
Claim
Enables creating, polling, and checking pricing for Seedream image generation t…
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| 47992 |
mcp-novus-aevum
Claim
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| 47993 |
Project Planner MCP
Claim
MCP server for structured Laravel project planning. Scans projects, creates tic…
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| 47994 |
tesseract-26-eyeshot-mcp
Claim
Enables AI-driven CAD operations through natural language, integrating LLM and …
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| 47995 |
edgar-events-mcp
Claim
Provides live SEC filing events including resolved activist stakes (13D) and ty…
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| 47996 |
mcp-examples
Claim
Provides reference implementations of MCP servers using FastAPI and FastMCP, in…
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| 47997 |
mssql-mcp
Claim
An MCP server that enables AI assistants to query and manage Microsoft SQL Serv…
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| 47998 |
meteo-swiss-mcp
Claim
Exposes Swiss weather forecast data as MCP tools, including rainfall, sunshine,…
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| 47999 |
OpenChronicle
Claim
Persistent memory database for LLM agents with hybrid semantic and keyword sear…
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| 48000 |
reddit-rss-mcp
Claim
A dependency-free MCP server that reads Reddit through its RSS feeds, enabling …
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