MCP Server Quality Scores

Independent quality analysis of 33593 public MCP servers

33593
Discovered
27791
Scored
1869
Verified
16957
Complete

Last updated 4 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
9401
merge-api
Merge MCP Server Claim
Provides integration between Merge API and LLM providers supporting the MCP pro…
C 67 55 78 45 27 82 94
9402
standardbeagle
A high-performance server that provides clipboard access for AI assistants, spe…
C 67 54 70 33 N/A 49 92 91
9403
berrydev-ai
JSON MCP Server Claim
Provides powerful JSON manipulation tools through Model Context Protocol, enabl…
C 67 55 78 56 19 81 87
9404
aeiyannn
Enables AI assistants to query and manage local PostgreSQL databases through SQ…
C 67 54 54 56 N/A 38 87 100
9405
danjam
MCP LaunchBox Claim 1
An MCP server that enables AI assistants to search and query your LaunchBox gam…
C 67 54 63 32 N/A 47 95 96
9406
latiftplgu
Spotify MCP Server Claim 2
A Model Context Protocol server that enables AI assistants like Claude Desktop …
C 67 55 57 72 19 83 94
9407
kfrzr
A starter template for building MCP servers with FastMCP, providing testing, li…
C 67 54 54 51 N/A 41 95 94
9408
renant
A Model Context Protocol server that enables AI tools to interact with TabNews,…
C 67 55 63 100 46 81 32
9409
GarethCott
A Model Context Protocol server providing both read and write access to Postgre…
C 67 55 69 53 32 81 94
9410
mcp-protocol
node-runtime Claim
This package is intended for demonstration only. Maintained by JFrog Security.
C 67 54 52 52 N/A 37 95 100
9411
Yonsn76
MyPos MCP Claim
A Model-Context-Protocol server that connects to MySQL or PostgreSQL databases,…
C 67 54 48 62 N/A 25 95 100
9412
jefercort
Enables AI assistants to fetch current weather conditions and forecasts for any…
C 67 55 78 52 24 81 91
9413
yemi33
Loop Page Viewer Claim
Enables users to view and edit Microsoft Loop pages as interactive markdown wid…
C 67 55 66 58 30 81 93
9414
OddbeakerLLC
Enables AI tools like Claude to interact with a remote machine's file system an…
C 67 55 94 38 27 67 99
9415
asoluka
Enables intelligent ingestion and querying of PDF, Markdown, and text files usi…
C 67 55 54 100 N/A 27 95 45
9416
jack-beanstalk-2022
A remote MCP server built with Node.js and TypeScript that enables tool calls a…
C 67 55 78 37 30 84 100
9417
huoshuiai42
An MCP server that provides document format conversion
C 67 54 45 67 N/A 31 90 97
9418
crunchloop
MCP Devcontainers Claim 1
An MCP server that enables interaction with development containers through the …
C 67 55 47 82 N/A 64 95 44
9419
jkingsman
Enables search, exploration, and analysis of all QAnon posts for sociological s…
C 67 54 64 32 N/A 43 95 98
9420
AVIMBU
Slack MCP Server Claim 1
A connector enabling Claude Desktop or any MCP client to interact with Slack wo…
C 67 55 84 75 31 82 47
9421
sam2332
SQLite MCP Server Claim 2
A Model Context Protocol server that enables AI assistants to interact with SQL…
C 67 55 63 61 29 76 100
9422
anirban1592
MCP-AWS Claim
A custom server with tools that enable AI agents to provision and terminate AWS…
C 67 55 66 57 29 78 98
9423
Rikxed
A Python-based SQLite MCP server supporting database read/write operations with…
C 67 55 72 61 26 81 87
9424
smith-nathanh
yt-fetch Claim 1
An MCP server that enables interaction with the YouTube Data API, allowing user…
C 67 55 71 56 21 81 94
9425
crazyrabbitLTC
MCP Ethers Wallet Claim 1
A Model Context Protocol server that gives LLMs the ability to interact with Et…
C 67 55 81 26 49 77 100
9426
chaofanx
Enables management of Minecraft servers through the MCSManager API. Supports ex…
C 67 55 66 70 23 81 86
9427
yuzuponikemi
Enables completely offline Wikipedia search through locally-indexed content usi…
C 67 54 78 28 N/A 33 95 93
9428
martoc
Provides full-text search and retrieval tools for Apache Spark documentation us…
C 67 55 72 27 66 82 93
9429
Tiago-Alves-Dev
A demonstration server that integrates Model Context Protocol (MCP) with TypeOR…
C 67 55 72 50 21 81 99
9430
itripleg
An AI-powered financial officer that makes autonomous trading decisions, provid…
C 67 55 96 31 29 76 93
9431
Eminemminem
BlenderMCP Claim
Connects Blender to Claude AI through the Model Context Protocol, enabling AI-a…
C 67 54 66 32 N/A 41 95 98
9432
Dwhyte
An MCP server that provides tools to query and interact with MongoDB user colle…
C 67 54 63 52 N/A 21 95 93
9433
zzstoatzz
Enables interaction with Tangled, a git collaboration platform built on AT Prot…
C 67 55 92 66 54 81 28
9434
csonigo
An MCP server that enables interaction with Datagouv APIs, primarily allowing u…
C 67 55 71 55 31 81 90
9435
adhikasp
mcp-reddit Claim
A Model Context Protocol (MCP) server that provides tools for fetching and anal…
C 67 54 66 32 N/A 49 95 94
9436
MadeByNando
Enables AI models to interact with Linear for issue tracking and project manage…
C 67 55 66 66 22 81 89
9437
ucalyptus
Prem AI MCP Server Claim 1
Integrate seamlessly with Prem AI's powerful features for chat completions and …
C 67 55 57 72 N/A 30 80 90
9438
basementstudio
Provides access to classic DOS games like DOOM, Super Mario, Tetris, and Duke N…
C 67 55 54 100 N/A 25 95 48
9439
deeppath-ai
Enables rapid analysis of landing pages for SEO compliance, conversion structur…
C 67 55 58 100 41 81 43
9440
neal3000
MCP Media Server Claim
Enables browsing and playing media files from a local Movies directory through …
C 67 54 78 36 N/A 25 95 92
9441
pickleton89
A server that enables AI assistants to interact with cancer genomics data from …
C 67 55 78 82 49 81 34
9442
phuihock
TA-Lib MCP Server Claim
Provides technical analysis indicators like SMA, EMA, RSI, MACD, Bollinger Band…
C 67 55 90 74 30 81 42
9443
NSANTRA
Enables Claude to perform retrieval-augmented generation using LangChain, Chrom…
C 67 54 70 30 N/A 40 95 97
9444
bryankemp
Weather MCP Server Claim
Provides access to National Weather Service data, enabling users to retrieve re…
C 67 55 76 31 45 83 100
9445
mektigboy
An MCP server implementation that integrates with Hyperliquid exchange, providi…
C 67 55 75 82 38 81 47
9446
browser-use
Vibetest Use Claim
Launches multiple Browser-Use agents to automatically test websites for UI bugs…
C 67 54 60 55 N/A 27 95 91
9447
hemenge133
Screen View MCP Claim
Enables AI assistants to capture and analyze screenshots using Claude Vision AP…
C 67 55 76 68 28 82 69
9448
voska
hass-mcp Claim 1
Home Assistant MCP Server
C 67 55 59 41 N/A 68 81 93
9449
praneybehl
An MCP server that provides code review functionality using OpenAI, Google, and…
C 67 55 57 58 49 81 91
9450
wyattjoh
imessage-mcp Claim 1
A Model Context Protocol server for reading iMessage data from macOS.
C 67 54 45 62 N/A 45 89 94
Showing 9401–9450 of 33593 servers
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