MCP Server Quality Scores

Independent quality analysis of 30006 public MCP servers

30006
Discovered
24039
Scored
1224
Verified
16961
Complete

Last updated 3 weeks, 3 days ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
12501
JackKuo666
🔍 Enable AI assistants to search and access Google Scholar papers through a sim…
C 61 55 70 27 24 83 96
12502
MessengerFlow
Enables AI assistants to manage marketing campaigns, Facebook accounts, and lea…
C 61 66 76 68 0 55 80 92
12503
radzevich
FFmpeg MCP Server Claim
Enables secure video and audio processing using FFmpeg commands in an isolated …
C 61 54 48 25 N/A 43 95 99
12504
jootsuki
Backlog MCP Server Claim 3
An MCP server that connects to Backlog API, providing functionality to search, …
C 61 55 57 67 22 78 72
12505
kwanGDss
Bizinfo MCP Server Claim
Enables users to search and query Korean business announcements from 기업마당 (Bizi…
C 61 55 66 82 26 81 37
12506
sathwikabbaraju
MCP Server Claim
Manages query validation, database connection, and security for a system that t…
C 61 55 66 33 18 81 99
12507
codacy
Codacy MCP Server Claim
Enables access to Codacy's code quality platform through natural language, prov…
C 61 66 86 65 0 48 78 87
12508
markjukerburg
MCP Server Demo Claim
A getting started guide and template for creating Python-based MCP servers usin…
C 61 54 56 12 N/A 45 94 100
12509
Omkar4141
Enables natural language expense management with SQLite storage, allowing users…
C 61 54 56 25 N/A 27 95 98
12510
the1carver
A deployable MCP server on Cloudflare Workers that doesn't require authenticati…
C 61 55 48 68 21 81 81
12511
mikeysrecipes
Aiven MCP Server Claim 1
A Model Context Protocol server that provides access to Aiven's managed service…
C 61 54 39 30 N/A 44 95 100
12512
daiji-sshr
Stateless Redmine MCP server. Credentials are passed per-request via HTTP heade…
C 61 55 72 0 N/A 59 81 100
12513
eluc1a
MCP News Server Claim
A server providing access to news articles from various categories including te…
C 61 55 78 26 22 81 88
12514
will-garrett
debugpy-mcp Claim 1
An MCP server that enables agents to attach debugpy to running Python processes…
C 61 54 45 62 N/A 30 87 75
12515
ajragusa
perfsonar-mcp Claim 2
An MCP server for perfSONAR that enables querying historical network measuremen…
C 61 55 71 33 30 80 87
12516
highlight-ing
Extracts diffs from GitHub Pull Requests, allowing users to retrieve and analyz…
C 61 55 72 33 13 81 94
12517
hannesj
openapi-schema Claim 1
OpenAPI Schema Model Context Protocol Server
C 61 55 65 31 24 86 93
12518
zzstoatzz
A serverless MCP (Model Context Protocol) server deployed on Cloudflare Workers…
C 61 55 48 66 21 81 84
12519
weidwonder
Crawl4AI MCP Server is an intelligent information retrieval server offering rob…
C 61 55 60 33 51 80 83
12520
yfcyfc123234
ShowDoc MCP Server Claim
Automatically fetches API documentation from ShowDoc and generates Android code…
C 61 55 72 38 24 81 83
12521
chris-enea
A Cloudflare Workers-based MCP server that enables deployment of custom tools a…
C 61 55 48 68 21 81 81
12522
BIFROTEK-com
Docker-deployable server that enables interaction with Supabase databases via H…
C 61 64 90 46 0 52 95 81
12523
infobip
PlantUML Diagrams Claim
Create PlantUML diagrams with automatic syntax validation and auto-fix suggesti…
C 61 66 72 100 0 53 81 57
12524
madhurprash
This server enables interaction with PostgreSQL databases through the Model Con…
C 61 54 66 22 N/A 25 95 89
12525
rkmonarch
SVM-MCP Claim 1
A Model Context Protocol server that connects Claude AI with SOON and other SVM…
C 61 55 39 55 27 81 100
12526
nebula-contrib
A Model Context Protocol server implementation that enables LLMs to interact wi…
C 61 55 53 21 64 81 93
12527
KronosWasTaken
Enables secure integration between GitHub and Jira with permission controls, al…
C 61 55 72 82 21 81 31
12528
Jay4242
An MCP server that enables web searches using a SearxNG instance, allowing MCP-…
C 61 55 61 30 39 81 92
12529
dravidsajinraj-iex
Code Runner Claim
Execute JavaScript and Python code securely in isolated environments with compr…
C 61 64 80 67 0 29 90 92
12530
tomkingchen
A deployable authentication-free MCP (Model Context Protocol) server on Cloudfl…
C 61 55 48 65 22 81 82
12531
mashrur-rahman-fahim
AI-powered delivery dispatch management system with 29 tools for managing order…
C 61 66 84 71 0 27 80 95
12532
Whitemarmot
markly Claim
Add text or logo watermarks to images via the Markly.cloud API. Batch supported.
C 61 64 72 66 0 51 83 94
12533
mrrobotke
A Model Context Protocol service that wraps Django's migration commands as MCP …
C 61 55 60 48 18 81 91
12534
btomartelli
Fetches jokes from multiple APIs including Chuck Norris, Dad jokes, and Yo Mama…
C 61 55 60 17 52 83 100
12535
Luko248
This server integrates with Mozilla Developer Network (MDN) documentation to su…
C 61 66 78 62 0 53 81 93
12536
adamosk
A Model Context Protocol server that provides secure, multi-database MySQL acce…
C 61 55 63 36 39 81 86
12537
cgrdavies
mcp-clickhouse-long-running
C 61 55 54 31 45 81 97
12538
curtis-d-williams
A deterministic, network-free MCP server for validating repository release hygi…
C 61 54 54 22 N/A 50 95 90
12539
Ricky610329
mup Claim
MCP server that turns HTML MUP panels into interactive UI tools for LLMs.
C 61 54 90 0 N/A 48 89 76
12540
morimorig3
Overwatch2 MCP Server Claim 1
An MCP server that provides Overwatch 2 hero data, allowing users to retrieve h…
C 61 55 63 82 23 81 41
12541
ACSGenUI
Enables access to AEM block metadata by reading structured information from blo…
C 61 54 56 25 N/A 28 95 100
12542
dennismartis
An MCP server that provides tools and resources for managing a coding project's…
C 61 54 39 58 N/A 12 95 96
12543
stephenjhsu
A FastAPI-based server that provides tools for local file management and Databr…
C 61 55 66 41 16 81 94
12544
Nebula-Block-Data
integrates with the fastmcp library to expose the full range of NebulaBlock API…
C 61 54 54 35 N/A 22 90 99
12545
agentventure
Weather MCP Server Claim 1
An MCP server that provides weather information and alerts for US locations usi…
C 61 55 57 40 23 81 100
12546
cameronking4
A sample MCP server implementation for Next.js projects that uses the Vercel MC…
C 61 66 72 68 0 44 81 100
12547
vfarcic
dot-ai Claim 2
AI-powered development platform for Kubernetes deployments and intelligent auto…
C 61 66 86 45 0 97 61 92
12548
violet4795
Provides AI coding agents with access to Figma design data through the Figma AP…
C 61 66 74 71 0 55 81 86
12549
rexfelix
Enables reading and extracting content from PDF documents including text (as Ma…
C 61 54 48 41 N/A 27 95 91
12550
jarvismaximum-hue
ProfitPlay MCP Server Claim 1
Enables AI agents to interact with the ProfitPlay prediction market to trade sh…
C 61 66 90 62 0 30 76 99
Showing 12501–12550 of 30006 servers
« Prev 1 249 250 251 252 253 601 Next »