MCP Server Quality Scores

Independent quality analysis of 69070 public MCP servers

69070
Discovered
→
33800
Scored
→
2112
Verified
→
16953
Complete

Last updated 1 hour, 56 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
9301
Sunwood-ai-labs
aira-mcp-server ⚡ Claim 3
A Model Context Protocol server for creating commit messages from git staged fi…
C 67 5⁄4 ◉ ⏳ 57 60 N/A 60 90 70
9302
mkusaka
An MCP server integrating Perplexity AI's API to offer advanced search capabili…
C 67 5⁄5 ◉ ⏳ 45 75 — 37 81 94
9303
aeiyannn
Enables AI assistants to query and manage local PostgreSQL databases through SQ…
C 67 5⁄4 ◉ ⏳ 54 56 — 38 87 100
9304
tolatolatop
A FastMCP-based server providing a comprehensive toolset for the RunningHub AI …
C 67 5⁄5 ◉ ⏳ 54 66 — 30 80 99
9305
Bs4876
Enables AI agents to automate local software management workflows including ins…
C 67 5⁄4 ◉ ⏳ 60 56 N/A 30 87 97
9306
YannickTM
DocuMCP ⚡ Claim 1
An MCP server that enables Claude to generate, search, and manage documentation…
C 67 5⁄5 ◉ ⏳ 69 58 — 26 81 93
9307
Joshnaacsha
Enables AI agents to interact with your personal WhatsApp account, allowing the…
C 67 5⁄4 ◉ ⏳ 54 62 N/A 24 95 91
9308
browser-use
vibetest-use ⚡ Claim
Vibetest MCP - automated QA testing using Browser-Use agents
C 67 5⁄4 ◉ ⏳ 60 55 N/A 27 95 91
9309
latiftplgu
Spotify MCP Server ⚡ Claim 2
A Model Context Protocol server that enables AI assistants like Claude Desktop …
C 67 5⁄5 ◉ ⏳ 57 72 — 19 83 94
9310
kfrzr
A starter template for building MCP servers with FastMCP, providing testing, li…
C 67 5⁄4 ◉ ⏳ 54 51 N/A 41 95 94
9311
BACH-AI-Tools
Enables access to real-time news articles through search, topic headlines, full…
C 67 5⁄5 ◉ ⏳ 56 100 — 45 81 44
9312
sbl-sdsc
MCP Server Proto-OKN ⚡ Claim 1
A Model Context Protocol server that provides tools for querying SPARQL endpoin…
C 67 5⁄5 ◉ ⏳ 61 38 — 69 81 93
9313
bryankemp
Weather MCP Server ⚡ Claim
Provides access to National Weather Service data, enabling users to retrieve re…
C 67 5⁄5 ◉ ⏳ 76 31 — 45 83 100
9314
Eminemminem
BlenderMCP ⚡ Claim
Connects Blender to Claude AI through the Model Context Protocol, enabling AI-a…
C 67 5⁄4 ◉ ⏳ 66 32 N/A 41 95 98
9315
BACH-AI-Tools
Provides access to synonyms and antonyms for words through the API Ninjas Thesa…
C 67 5⁄5 ◉ ⏳ 56 100 — 42 81 48
9316
mattapperson
poof-mcp Claim 1
An MCP server that enables AI agents to control the macOS Terminal.app using Ap…
C 67 5⁄4 ◉ ⏳ 51 58 N/A 32 89 100
9317
Aganium
agenium ⚡ Claim
Bridge MCP servers to the agent:// network so other agents can discover and cal…
C 67 6⁄6 ◉ ⏳ 94 72 0 55 80 99
9318
tjameswilliams
AI Charts Claim 2
An MCP server that enables AI assistants to programmatically create and manage …
C 67 5⁄5 ◉ ⏳ 81 27 — 45 82 99
9319
zayedansari2
Weather Server ⚡ Claim
Provides access to weather alerts and forecasts for US locations using the Nati…
C 67 5⁄5 ◉ ⏳ 68 38 — 44 84 99
9320
LBJWt
FFmpeg MCP Tool ⚡ Claim
Enables image and video processing through FFmpeg, including compression, forma…
C 67 5⁄4 ◉ ⏳ 72 51 N/A 19 95 87
9321
pavel-kirienko
Webcam MCP ⚡ Claim 1
An MCP server that provides LLM agents with direct access to webcam hardware fo…
C 67 5⁄4 ◉ ⏳ 49 31 N/A 71 94 99
9322
Govind-git-123
A Model Context Protocol (MCP) server that provides joke-fetching capabilities,…
C 67 5⁄5 ◉ ⏳ 48 55 — 52 82 100
9323
damonhess
Enables integration with OpenProject for project management tasks including wor…
C 67 5⁄5 ◉ ⏳ 60 65 — 22 82 97
9324
mctrinh
mcp-chatbot ⚡ Claim
MCP Chatbot powered by Anthropic Claude. Delivering on‐demand literature search…
C 67 5⁄4 ◉ ⏳ 82 32 N/A 24 95 89
9325
xxflux
A TypeScript server that implements the Model Context Protocol, enabling AI-pow…
C 67 5⁄5 ◉ ⏳ 92 31 — 19 80 100
9326
CaptainCrouton89
MCP Maker ⚡ Claim
A specialized server that helps users create new Model Context Protocol (MCP) s…
C 67 5⁄5 ◉ ⏳ 72 82 N/A 23 95 44
9327
antonioschaffert
Provides AWS service recommendations based on use case descriptions and allows …
C 67 5⁄5 ◉ ⏳ 78 47 — 25 81 94
9328
DAWNCR0W
affine-mcp-server ⚡ Claim
Model Context Protocol server for AFFiNE. Connect AI assistants to AFFiNE works…
C 67 6⁄6 ◉ ⏳ 78 68 0 88 81 97
9329
Buu-AI
Buu AI MCP Server
C 67 5⁄5 ◉ ⏳ 56 67 — 44 81 84
9330
Hormold
MCP Command Proxy ⚡ Claim 1
A proxy server that enables AI assistants to run and interact with command-line…
C 67 5⁄5 ◉ ⏳ 54 57 — 56 80 92
9331
T-Campbell18
Mixpanel MCP Server ⚡ Claim 1
An MCP server that provides access to the Mixpanel REST API, enabling AI agents…
C 67 5⁄5 ◉ ⏳ 45 71 — 53 76 91
9332
VibeCoding4-JC
PDP MCP Server ⚡ Claim 2
An MCP server that provides RAG-powered Q\&A regarding Indonesia's Law No. 27 o…
C 67 5⁄5 ◉ ⏳ 45 82 — 24 82 94
9333
jmhron
FastMail MCP Server ⚡ Claim 2
An MCP server that integrates with FastMail's JMAP API to manage mailboxes, sea…
C 67 5⁄5 ◉ ⏳ 57 66 — 36 80 91
9334
tesla0225
MCP Create Server ⚡ Claim 1
A dynamic service that creates and manages Model Context Protocol (MCP) servers…
C 67 5⁄5 ◉ ⏳ 78 75 — 47 81 41
9335
youdotcom-oss
dx-toolkit Claim 1
Open-source toolkit enabling developers to integrate You.com's AI capabilities …
C 67 6⁄4 ◉ ⏳ 71 90 0 55 95 90
9336
QAStudio-Dev
QA Studio MCP Server ⚡ Claim 1
Enables interaction with QA Studio test management platform directly from Claud…
C 67 6⁄6 ◉ ⏳ 86 71 0 71 78 99
9337
Sogrey
SQLite MCP Server ⚡ Claim
A universal SQLite database management tool that enables SQL query execution th…
C 67 5⁄4 ◉ ⏳ 60 40 N/A 37 95 100
9338
crunchloop
MCP Devcontainers ⚡ Claim 1
An MCP server that enables interaction with development containers through the …
C 67 5⁄5 ◉ ⏳ 47 82 N/A 64 95 44
9339
jhanglim
Enables Claude to interact with Mattermost through search functionality, user m…
C 67 5⁄5 ◉ ⏳ 88 83 — 26 81 39
9340
genm
An MCP server that enables posting messages to Discord webhooks, allowing custo…
C 67 5⁄5 ◉ ⏳ 71 58 — 51 81 72
9341
JoshuaRileyDev
An MCP server to list and launch applications on MacOS
C 67 5⁄4 ◉ ⏳ 65 57 N/A 20 82 100
9342
fish0710
Excel MCP Server ⚡ Claim
Provides Excel file manipulation capabilities without requiring Microsoft Excel…
C 67 5⁄5 ◉ ⏳ 78 36 — 39 80 97
9343
Kshitij-21
Enables AI assistants to interact with the Zerodha trading platform for placing…
C 67 5⁄5 ◉ ⏳ 60 68 — 19 81 95
9344
cexll
Executes TypeScript code in a secure sandbox with IPC-bridged access to MCP too…
C 67 5⁄4 ◉ ⏳ 72 33 N/A 32 95 95
9345
sdancy10
Slack MCP Server ⚡ Claim 1
This MCP server provides integration with the Slack API via HTTP transport, all…
C 67 5⁄5 ◉ ⏳ 86 38 — 24 80 95
9346
avahowell
offeryn Claim 1
Build tools for LLMs in Rust using Model Context Protocol
C 67 5⁄4 ◉ ⏳ 78 32 N/A 47 92 83
9347
praneybehl
An MCP server that provides code review functionality using OpenAI, Google, and…
C 67 5⁄5 ◉ ⏳ 57 58 — 49 81 91
9348
arunrajece
Integrates Google Maps routing and traffic capabilities with Claude AI for adva…
C 67 5⁄5 ◉ ⏳ 86 53 — 18 78 86
9349
rmarji
google-docs-mcp ⚡ Claim
C 67 6⁄4 ◉ ⏳ 88 75 0 47 92 95
9350
tengfone
A TypeScript-based MCP server for handling a simple notes system with NextJS th…
C 67 5⁄5 ◉ ⏳ 78 52 — 20 81 90
Showing 9301–9350 of 69070 servers
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