MCP Server Quality Scores

Independent quality analysis of 33641 public MCP servers

33641
Discovered
28634
Scored
2047
Verified
16957
Complete

Last updated 1 hour, 44 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
10351
panz2018
FastAPI MCP SSE Claim 1
A Server-Sent Events implementation using FastAPI framework that integrates Mod…
C 65 55 76 26 45 81 94
10352
mohdhaji87
Exposes Nmap network scanning capabilities through a Model Context Protocol (MC…
C 65 55 66 82 N/A 29 95 40
10353
kiseki-technologies
A Model Context Protocol Server that enables language models to access and mani…
C 65 55 53 66 24 82 93
10354
juyitingmcp
聚义厅MCP Claim
An AI personality collaboration tool based on Model Context Protocol (MCP) that…
C 65 55 60 100 56 81 17
10355
sergey-fintech
Enables searching for files by name fragments via JSON-RPC or an HTTP REST API,…
C 65 55 72 91 16 81 46
10356
Voidious
A lightweight, multi-tenant blob storage and diff server that helps LLM coding …
C 65 55 72 37 37 82 95
10357
samson-art
transcriptor-mcp Claim 1
Transcriptor MCP is your choice when you need transcripts and metadata for AI, …
C 65 66 75 71 0 81 80 93
10358
sandraschi
Provides comprehensive monitoring and observability for MCP server ecosystems w…
C 65 55 60 62 26 81 87
10359
fatwang2
search1api-mcp Claim
Search via search1api (requires paid API key)
C 65 66 84 68 0 74 81 91
10360
vgnshiyer
Apple Books Claim
Access your Apple Books library, annotations, reading progress, and highlights …
C 65 54 62 15 N/A 62 95 100
10361
tesla0225
An MCP server that enables LLMs to interact with Agent-to-Agent (A2A) protocol …
C 65 55 63 100 25 81 39
10362
radial-hks
MCP Unreal Server Claim
A server implementation that enables remote Python code execution in Unreal Eng…
C 65 55 96 33 22 80 77
10363
seansoreilly
ABS MCP Server Claim 3
An MCP server that provides AI assistants with access to Australian Bureau of S…
C 65 55 71 58 18 82 85
10364
afrise
Academic Paper Search MCP Server for Claude Desktop integration. Allows Claude …
C 65 54 64 33 N/A 45 92 90
10365
Supermaxman
OpenAI MCP Server Claim
Provides tools to manage OpenAI API keys and spending through the OpenAI API. R…
C 65 55 54 100 43 81 38
10366
edisoncruz
Provides structured access to actionable insights, frameworks, and leadership a…
C 65 54 70 22 N/A 45 92 95
10367
matchs
Enables AI assistants to interact with Terraform Cloud workspaces and runs, inc…
C 65 55 66 100 24 81 38
10368
Sunwood-ai-labs
This TypeScript-based MCP server enables users to manage and summarize text not…
C 65 55 78 67 21 80 66
10369
creating-cat
Utilizes the Google Gemini API to generate context-specific categories and dive…
C 65 55 66 67 62 81 43
10370
ronantakizawa
Enables access to and searching of browser history from major browsers (Brave, …
C 65 54 66 37 N/A 23 95 98
10371
LelonDelonMelon
DiagramMCP Claim
Enables the dynamic generation of various software development diagrams, such a…
C 65 55 72 56 16 81 90
10372
dan24ou-cpu
palate-mcp-server Claim 2
MCP server for Palate Network — query trust-weighted venue recommendations from…
C 65 55 45 68 32 80 96
10373
jimfilippou
things-mcp Claim 1
A Model Context Protocol (MCP) server that provides seamless integration with t…
C 65 54 78 35 N/A 29 95 80
10374
neatobandit0
Qt Pilot Claim 1
An MCP server for headless Qt/PySide6 GUI testing that enables AI assistants to…
C 65 54 53 33 N/A 57 90 97
10375
fourcolors
Provides a 'reflect' tool that creates cognitive checkpoints for AI assistants,…
C 65 55 60 57 24 81 96
10376
CarlosIbCu
Expose Polymarket's public Central Limit Order Book REST API as callable tools …
C 65 54 72 31 N/A 19 95 100
10377
MarveleE
RAP2 MCP Server Claim
Enables AI assistants to access and search RAP2 API documentation, allowing use…
C 65 55 80 75 51 81 28
10378
0x-Professor
CTFtime MCP Server Claim
Provides programmatic access to CTFtime.org data for retrieving information abo…
C 65 55 72 35 29 81 100
10379
neep305
Integrates Google Tag Manager with Claude to automate the creation and manageme…
C 65 55 84 38 22 77 91
10380
grafana
Grafana UI MCP Server Claim
Provides AI assistants with comprehensive access to Grafana's React component l…
C 65 66 90 76 0 59 76 91
10381
slawekradzyminski
A server that provides a website fetching tool via SSE transport, allowing user…
C 65 55 60 52 26 80 99
10382
ricleedo
A starter template for building MCP (Model Context Protocol) servers with TypeS…
C 65 55 60 82 N/A 29 95 46
10383
yap-audio
Provides a robust interface for searching TikTok videos by hashtags and retriev…
C 65 55 78 28 43 81 91
10384
rickyb30
DataPilot MCP Server Claim 2
A Model Context Protocol server that enables natural language interaction with …
C 65 55 63 82 39 81 52
10385
r3-yamauchi
blastengine-mailer Claim
A TypeScript-based MCP server that implements an email sending system, allowing…
C 65 54 72 25 N/A 37 95 94
10386
Wunrry
Enables secure interaction with multiple SQL database engines (MySQL, PostgreSQ…
C 65 55 60 41 42 81 99
10387
ryanhall00
A deployable MCP (Model Context Protocol) server on Cloudflare Workers that doe…
C 65 54 48 67 N/A 26 95 82
10388
sociallayer-im
A stateless HTTP server implementing the Model Context Protocol (MCP) that enab…
C 65 55 68 55 27 81 85
10389
IKoreyoshiI
NetBrain MCP Claim
An open-source network operations integration platform that connects large lang…
C 65 55 66 53 28 77 96
10390
moma1992
Enables access to Yaizu City's open data and smart city APIs through Claude Des…
C 65 55 84 43 26 80 80
10391
huseyindol
User Info MCP Server Claim 1
An MCP server providing tools for user information management with capabilities…
C 65 54 45 55 N/A 25 95 99
10392
RobinBreugelmans-S
Enables checking npm packages for known security vulnerabilities using the OSV …
C 65 55 54 62 25 81 97
10393
juliengrelet
Enables interaction with the Wisembly API to fetch and manage event data, inclu…
C 65 55 54 100 23 81 53
10394
mayronjr
Enables task management and Kanban board tracking using Google Sheets as a data…
C 65 55 54 62 29 82 91
10395
mudit14224
Enables users to preprocess, analyze, and visualize CSV data through comprehens…
C 65 54 72 33 N/A 21 95 97
10396
AkekaratP
Enables searching for flights (one-way, round-trip, multi-city) and hotels usin…
C 65 55 88 82 23 81 30
10397
shbaek2474
A starter template designed to jumpstart the development of Model Context Proto…
C 65 54 66 63 N/A 27 95 63
10398
automation-ai-labs
MCP-Wait Claim
A simple MCP server that provides waiting functionality to pause until other ta…
C 65 55 60 100 25 84 40
10399
Three-Little-Birds
Enables control system analysis and testing through PID controller evaluation a…
C 65 55 48 70 45 81 79
10400
needle-ai
needle-mcp Claim
Needle MCP Server for easy RAG.Long-term memory for LLMs.
C 65 66 96 65 0 48 84 97
Showing 10351–10400 of 33641 servers
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