MCP Server Quality Scores

Independent quality analysis of 57597 public MCP servers

57597
Discovered
29848
Scored
2112
Verified
16953
Complete

Last updated 19 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
16001
SpanishST
Hue MCP Server Claim 1
Enables AI assistants to interact with Hadoop Hue for executing SQL queries usi…
F 25 55 60 65 29 76 92
16002
lpenguin
Enables image generation using OpenAI's DALL-E and GPT-Image models directly th…
F 25 55 92 60 43 80 95
16003
SmoothSend
SmoothSend MCP Server Claim 1
Enables AI assistants to help developers integrate gasless transactions on the …
F 25 55 84 67 30 82 97
16004
baidubce
baidu-ai-search Claim 1
Search web using baidu with AI.
F 25 55 84 40 74 76 67
16005
Sunwood-ai-labs
Luma MCP Server Claim 1 3
A server that provides Luma AI's video generation API as the Model Context Prot…
F 25 55 72 72 20 80 100
16006
m2rads
A Model Context Protocol server that enables automated end-to-end testing with …
F 25 54 77 68 N/A 54 87 99
16007
apollographql
GraphOS MCP Tools Claim 1 2
Search Apollo docs, specs, and best practices
F 25 54 56 43 92 92 41
16008
rishipradeep-think41
A Model Context Protocol server that provides tools for interacting with Gmail …
F 25 55 63 58 43 78 93
16009
kritsxxxiva-sudo
Mureka MCP Server Claim 2
Enables interaction with Mureka's AI music generation APIs to create lyrics, so…
F 25 55 78 41 44 76 94
16010
Akrasia0
An MCP server that provides access to Stern, a philosophical AI mentor combinin…
F 25 55 57 63 20 76 83
16011
concierge-hq
concierge Claim 1 2
🚀 Universal SDK for building next-gen MCP servers
F 25 54 92 32 N/A 67 90 96
16012
BandaruDheeraj
Enables AI assistants to access TestFlight beta tester feedback, including scre…
F 25 55 70 68 35 76 99
16013
martijnpieters
eduframe-mcp Claim 1 2
An MCP server that exposes Eduframe resources as tools, allowing users to manag…
F 25 55 51 72 81 82 94
16014
eyaab
CV Resume Builder MCP Claim 1 2
Automatically generates and updates CVs/resumes by aggregating data from git co…
F 25 54 90 53 N/A 46 90 92
16015
handaas
estore-mcp-server Claim 1 2
Provides comprehensive enterprise e-commerce data including global store profil…
F 25 66 60 40 0 18 76 55
16016
hetpatel-11
Connects Claude Desktop to Tableau Server for natural language interactions wit…
F 25 55 72 60 37 78 100
16017
bio-mcp
Bio-MCP BLAST Claim 1
Enables AI assistants to perform NCBI BLAST sequence similarity searches throug…
F 25 66 100 61 0 17 81 99
16018
wanzunz
A server that allows you to explore the GitHub GraphQL schema and execute Graph…
F 25 55 72 37 22 76 89
16019
andreagroferreira
InvoiceExpress MCP Claim 1 2
Provides complete Portuguese invoice management with 60+ specialized tools incl…
F 25 55 42 46 44 80 93
16020
ctaylor86
Enables asynchronous transcription of long audio and video files using Deepgram…
F 25 55 78 71 29 82 94
16021
sshh12
mcp-demo Claim 2
URL MCP is a proof of concept stateless MCP server builder that allows users to…
F 25 55 74 31 N/A 39 76 71 HT
16022
TeXmeijin
Manalink MCP Server Claim 1 3
A Model Context Protocol server implementation that enables AI assistants to se…
F 25 54 51 57 N/A 28 89 75
16023
sib-swiss
sparql-llm Claim 1
🦜✨ Chat system, MCP server, and reusable components to improve LLMs capabilitie…
F 25 54 72 67 N/A 82 90 91 JU
16024
stevengonsalvez
Todoist MCP Server Claim 1 2
A Model Context Protocol server that enables advanced task and project manageme…
F 25 55 71 67 70 78 79
16025
ripgrim
Paper MCP Server Claim 1 3
An MCP server that connects to the Paper WebSocket API for managing canvas node…
F 25 55 63 68 27 80 96
16026
signbee
signbee-mcp Claim 1
Document signing for AI agents. Send markdown or PDF for two-party e-signing wi…
F 25 55 66 70 37 78 91
16027
Akira-Papa
macOS GUI Control MCP Claim 1 2
Enables comprehensive control over macOS GUI elements including mouse, keyboard…
F 25 54 72 57 N/A 28 87 98
16028
mattzcarey
Cloudflare MCP Claim 2
Enables interaction with the complete Cloudflare API using a codemode pattern t…
F 25 55 86 0 59 76 82
16029
rhylthyme
Enables the creation of interactive schedule visualizations on rhylthyme.com fe…
F 25 66 96 86 96 65 82 88
16030
tanishra
Enables AI assistants to manage personal finances by storing, analyzing, and ex…
F 25 54 70 31 N/A 27 90 98
16031
fredpsantos33
mcp-iteratools Claim 1 2
Multi-tool API for AI agents with MCP support: image generation (Flux), web scr…
F 25 55 90 82 N/A 33 87 43
16032
apify
An MCP server for Apify's open-source RAG Web Browser Actor to perform web sear…
F 25 55 65 10 72 80 48
16033
SaM-92
This repository demonstrates how to use AutoGen to integrate local and remote M…
F 25 55 54 35 N/A 16 76 100
16034
rivradev
recite-mcp Claim 1
MCP server for the Recite API, enabling receipt scanning, transaction managemen…
F 25 55 72 82 N/A 52 84 21
16035
hoonzinope
Python MySQL MCP Claim 2
A FastMCP-based server that enables interaction with MySQL databases, supportin…
F 25 55 50 25 28 76 66
16036
henghonglee
MCP Secrets Claim 2 3
A secure secrets management server that enables LLMs to execute CLI commands us…
F 25 54 90 71 N/A 30 89 92
16037
ztxtxwd
A Model Context Protocol (MCP) server with built-in Feishu OAuth authentication…
F 25 55 60 68 60 80 78
16038
ClueoFoundation
ClueoMCP Claim 1
🎭 The Personality Layer for LLMs- Transform any MCP-compatible AI with rich, co…
F 25 55 90 71 N/A 52 80 92
16039
lakyia
MCP Demo Claim 1
A FastMCP-based server providing tools for weather queries, random number gener…
F 25 55 50 25 25 80 96
16040
TSavo
Unity-MCP Claim 1
A bridge between Unity and AI assistants that enables AI to interact with Unity…
F 25 55 90 58 44 76 73
16041
G-Hensley
Myself MCP Server Claim 1 2
Provides a comprehensive interface to a personal knowledge base, including tool…
F 25 55 94 66 32 74 96
16042
tg-tian
Enables users to generate professional Chinese resume PDFs from JSON data with …
F 25 55 62 51 24 81 84
16043
kukapay
token-minter-mcp Claim 1 2
An MCP server providing tools for AI agents to mint ERC-20 tokens across multip…
F 25 55 63 72 43 74 94
16044
proxy-intell
This MCP server searches Google's public ads database and uses AI to analyze ad…
F 25 55 72 0 43 78 96
16045
philschmid
A secure Model Context Protocol server that allows AI assistants and LLM applic…
F 25 54 60 55 N/A 48 89 97
16046
quality-network
FineData MCP Server Claim 2 3
Enables AI agents to scrape any website by providing tools for JavaScript rende…
F 25 55 78 68 48 78 92
16047
auchenberg
Claude Code MCP Claim 2 3
An implementation of Claude Code as a Model Context Protocol server that enable…
F 25 55 54 100 55 76 38
16048
TarminaRX
req-mcp-server Claim 1
A Bun-based MCP server providing a persistent HTTP request toolset for testing …
F 25 55 66 68 27 76 99
16049
gkgaurav31
MCP Terminal Tool Server Claim 2 3
An MCP server that enables users to execute arbitrary shell commands on their l…
F 25 54 27 22 N/A 21 75 96
16050
AIM-Intelligence
AIM Guard Claim 1
Provide AI-powered security analysis and safety instruction tools to protect AI…
F 25 54 84 60 N/A 73 89 91
Showing 16001–16050 of 57597 servers
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