MCP Server Quality Scores

Independent quality analysis of 66495 public MCP servers

66495
Discovered
31823
Scored
2112
Verified
16953
Complete

Last updated 2 hours, 33 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
11301
rftsngl
Provides job search functionality using Careerjet API with features for keyword…
C 63 55 60 58 16 81 92
11302
devkotab
A deployable MCP server on Cloudflare Workers that provides tools without requi…
C 63 55 48 67 26 84 84
11303
razvan1326
Provides AI tutoring capabilities for Romanian police academy entrance exam pre…
C 63 66 96 68 0 37 81 88
11304
santiagopereda
Provides a secure bridge for AI assistants to interact with the Google Sheets A…
C 63 55 76 45 19 76 89
11305
MCNeteaseDevs
Enables document retrieval, code generation, and code review for Minecraft Chin…
C 63 55 72 23 47 81 93
11306
ZhipingYang
FFS MCP Server Claim 1
An MCP server for managing RingCentral's Feature Flag Service (FFS) that enable…
C 63 55 45 58 27 81 100
11307
GrahamMcBain
MCPizza Claim 2
An MCP server that allows AI assistants to order Domino's Pizza through an unof…
C 63 55 71 33 26 80 99
11308
marlinkcyber
BBOT MCP Server Claim
Enables users to run and manage BBOT security scans through the MCP interface. …
C 63 55 60 33 42 81 98
11309
mcpc-tech
mcpc Claim
Build agentic-MCP servers by composing existing MCP tools.
C 63 66 84 60 0 69 82 90
11310
rainyuniverse
MCP WebScout Claim 3
A Model Context Protocol server that provides web search capabilities via DuckD…
C 63 55 69 66 30 80 56
11311
mcollina
PermShell MCP Claim 1
A Model Context Protocol server that allows LLMs to execute shell commands with…
C 63 55 39 100 N/A 34 95 39
11312
ndjordjevic
pinrag Claim
RAG for PDFs, YouTube, GitHub repos, Discord exports; index documents and query…
C 63 55 84 0 N/A 78 64 95
11313
dr12hes
engrm Claim
Shared memory across devices, sessions, and agents for OpenClaw, Claude Code, a…
C 63 55 90 0 N/A 50 81 94
11314
Kurasuai-Inc
Enables text-to-speech playback with multiple Japanese character voices using V…
C 63 54 56 53 N/A 23 95 82
11315
lichman0405
PDF2ZH MCP Server Claim 1
An MCP server that translates scientific PDF documents while preserving origina…
C 63 54 51 32 N/A 50 92 95
11316
ecosyste-ms
Enables querying package ecosystem data from ecosyste.ms, including package met…
C 63 66 86 61 0 52 80 100
11317
Exspiravit
Weather MCP Claim
Enables users to get real-time weather information for any city in the world. P…
C 63 55 62 50 42 81 78
11318
jessieorg
YYSK MCP Server Claim
An enterprise internal knowledge base assistant that enables AI models to retri…
C 63 55 72 40 29 78 88
11319
davidyen1124
Caltrain MCP Server Claim 1
A Model Context Protocol server that provides real-time Caltrain schedule infor…
C 63 55 51 33 60 83 95
11320
yihaoWang
ClickUp MCP Server Claim 1
Enables AI assistants to interact with ClickUp's project management platform. S…
C 63 55 84 41 19 80 80
11321
trtyr
MCP-Gateway Claim
MCP-Gateway
C 63 55 60 31 47 81 97
11322
hteek
Serverless MCP Claim
A serverless implementation of the Model Context Protocol that provides AWS Cos…
C 63 64 86 67 0 32 95 89
11323
nikhilgy
A secure, local-first MCP server that enables users to query QuickBooks data su…
C 63 54 88 38 N/A 22 80 71
11324
moohoorama
A tool that enables access to Prometheus metrics data through a Model Context P…
C 63 55 72 41 18 80 93
11325
wb200
Memory-MCP Claim
Provides persistent memory for AI agents using hybrid search (vector embeddings…
C 63 55 60 40 48 81 88
11326
info-rbp
A template for deploying an authentication-free MCP server on Cloudflare Worker…
C 63 55 48 68 27 84 80
11327
09Tns
A humor-focused MCP server that delivers jokes through Microsoft Copilot Studio…
C 63 55 68 17 50 81 100
11328
leopold16
Enables users to search, browse, and retrieve AI prompts from the Tripleshot pu…
C 63 54 62 37 N/A 26 95 90
11329
ai-zerolab
MCP Toolbox Claim
A comprehensive toolkit that enhances LLM capabilities through the Model Contex…
C 63 66 84 58 0 73 76 94
11330
Davad122
Enables AI-powered analysis and prediction of household energy consumption thro…
C 63 55 72 42 23 81 88
11331
wannabidr
A local Retrieval-Augmented Generation system that enables users to ingest mark…
C 63 54 60 36 N/A 29 90 97
11332
professordnyc
Integrates Square sandbox catalog and orders management with voice commands (vi…
C 63 54 60 28 N/A 41 95 91
11333
namtran
diskcleankit-mcp Claim 1
Enables AI assistants to control DiskCleanKit's One Touch feature for scanning …
C 63 64 75 61 0 52 95 97
11334
ttjslbz001
AKShare MCP Server Claim 2
A Model Context Protocol server that enables Claude Desktop to access and analy…
C 63 55 63 55 23 81 83
11335
moeloubani
Provides access to VisiData functionality for data analysis, visualization, and…
C 63 54 54 33 N/A 52 89 89
11336
regismesquita
A2A MCP Server Claim 1
An MCP server that enables Claude Desktop to communicate with A2A protocol agen…
C 63 55 51 63 19 81 95
11337
dreamwithrua
A boilerplate project for quickly developing Model Context Protocol (MCP) serve…
C 63 54 60 58 N/A 26 95 66
11338
HermanErKu
Enables users to view and create events in their iCloud Calendar using natural …
C 63 55 68 40 21 81 95
11339
wolfe-jam
FAF Claim
# claude-faf-mcp FAF MCP server for Claude-compatible clients, with 33 tools f…
C 63 66 60 70 0 87 77 100
11340
Tushar-Shrivastava
MCP Log Analyzer Claim
An AI-powered server that analyzes system log files to identify errors/warnings…
C 63 55 82 27 39 81 79
11341
DanielRSnell
PostgreSQL MCP Server Claim 1
Provides read-only access to PostgreSQL databases, enabling LLMs to inspect dat…
C 63 55 72 50 16 71 97
11342
nathanschepers
Provides interactive Python REPL capabilities with persistent sessions, virtual…
C 63 55 60 82 N/A 21 84 56
11343
yums-gao
Enables users to take screenshots, extract text using OCR, and automatically ge…
C 63 54 54 55 N/A 16 95 87
11344
kodexArg
SyV MCP Tools Claim
Enables validation and retrieval of metadata from Markdown files in the Subordi…
C 63 54 60 36 N/A 29 94 94
11345
mchlkim
Enables users to monitor and query Zabbix infrastructure through natural langua…
C 63 55 66 73 24 81 58
11346
GongRzhe
Enables Claude and other AI assistants to interact with your computer's audio s…
C 63 54 66 31 N/A 37 84 97
11347
PixdataOrg
CodeRide eliminates the context reset cycle once and for all. Through MCP integ…
C 63 66 84 72 0 47 81 90
11348
NeoXider
Web Search Neo Claim
Enables fetching and extracting text from URLs, searching the web via DuckDuckG…
C 63 55 70 41 22 80 93
11349
zongmin-yu
literateMCP Claim
Server for managing academic literature with structured note-taking and organiz…
C 63 54 72 23 N/A 34 95 87
11350
chry8822
A minimal, production-ready TypeScript template for building Model Context Prot…
C 63 55 60 100 43 81 16
Showing 11301–11350 of 66495 servers
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