MCP Server Quality Scores

Independent quality analysis of 57357 public MCP servers

57357
Discovered
29820
Scored
2112
Verified
16953
Complete

Last updated 2 hours, 2 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
14801
jademind
Enables interaction with Amazon's Product Advertising API to search for and ret…
D 40 66 48 22 0 40 81 52
14802
data-skunks
A Model Context Protocol server implementation that integrates with KeywordsPeo…
F 38 66 39 0 0 18 81 94
14803
brentlaster
A cloud platform for registering and using remote tools with GitHub's MCP servi…
F 37 66 42 22 0 18 67 76
14804
bergeramit
Add two numbers instantly and generate friendly greetings on demand. Speed up q…
F 37 66 24 27 0 22 81 70
14805
CoreBaseHQ
coremcp Claim 1
Connect Legacy Databases to AI Agents via Model Context Protocol. Open-source b…
F 30 54 82 43 N/A 82 90 99
14806
cqtrinv
trinvmcp Claim 1
Explore French communes and cadastral parcels based on name and surface
F 30 55 74 52 51 80 93
14807
ekas-io
Collection of B2B sales intelligence MCP servers. Includes website analysis, te…
F 30 54 86 56 43 89 86
14808
abhishekjairath
Sonic Pi MCP Claim 1 2
A Model Context Protocol server that allows AI assistants like Claude and Curso…
F 30 54 51 58 N/A 56 82 95
14809
fzheng0222
Jiminny MCP Server Claim 1
Enables access to Jiminny sales call transcripts, AI-generated summaries, and a…
F 30 55 76 72 27 80 96
14810
Tommertom
sonos-ts-mcp Claim 1 2
Comprehensive Sonos audio system control through pure TypeScript implementation…
F 30 54 92 58 N/A 34 89 71
14811
lenwood
cfbd-mcp-server Claim 1 2
An MCP server enabling CFBD API queries within Claude Desktop.
F 30 55 81 71 N/A 44 78 91
14812
groundcobra009
Hourei MCP Server Claim 1 2
Enables searching and retrieving Japanese legal information from the e-Gov Law …
F 30 55 84 53 33 80 90
14813
ananyaakamat
Integrates with Everything Search Engine to provide lightning-fast file search …
F 30 54 100 65 N/A 42 90 91
14814
aldrin-labs
solan docs context
F 30 54 78 58 N/A 41 89 92
14815
tinyfish-io
agentql-mcp Claim 1 2
MCP server that provides [AgentQL](https://agentql.com)'s data extraction capab…
F 30 55 90 62 67 76 95
14816
firstorderai
authenticator_mcp Claim 1
Enable AI agents to securely access your 2FA codes and passwords for automated …
F 30 54 60 62 N/A 59 90 100
14817
aleksandrkrivolap
Wordware MCP Claim 1 2
A Model Context Protocol server that bridges AI assistants like Claude with Wor…
F 30 55 69 66 21 76 18
14818
chromewillow
MCP Forge Claim 1
A tool that generates MCP servers for Smithery with Cursor IDE integration, all…
F 30 54 60 66 N/A 33 87 95
14819
dkships
pm-copilot Claim 1
Triangulates HelpScout support tickets and ProductLift feature requests to gene…
F 30 55 78 73 71 78 90
14820
johan-perso
MCP Shop Server Claim 1
Enables AI models to find the best online deals by browsing and interacting wit…
F 30 55 72 100 N/A 41 90 63
14821
Yashkashte5
Codelens-MCP Claim 1 2
An MCP server that gives Claude Desktop complete intelligence about any public …
F 30 55 45 53 43 77 99
14822
OmniMCP-AI
MCP Demo Server Claim 1
A minimal fastmcp demonstration server that provides a simple addition tool thr…
F 30 55 60 27 19 83 100
14823
jeffreychuuu
LightRAG MCP Claim 1
Enables querying an internal LightRAG knowledge base to retrieve technical docu…
F 30 55 48 30 24 80 88
14824
NBWolfer
A Node.js-based AI agent system using Model Context Protocol (MCP) that provide…
F 30 54 48 32 N/A 21 87 88
14825
daobataotie
CAD-MCP Claim 1
CAD MCP Server
F 30 54 78 50 N/A 42 90 79
14826
analysta-ai
Playwrightium Claim 1 2
An MCP server for browser automation that allows AI to perform web tasks using …
F 30 54 75 57 N/A 59 90 84
14827
peterparker57
Screenshot MCP Server Claim 1 2
Enables AI assistants running in WSL to capture Windows screenshots of full des…
F 30 55 94 100 N/A 37 87 35
14828
milisp
Awesome Claude Desktop Extensions (dxt) (not only Claude) mcpb
F 30 54 84 57 N/A 65 88 99
14829
kicker315
QGISMCP Claim 1
Connects QGIS to Claude AI through the Model Context Protocol, enabling AI-assi…
F 30 54 72 33 N/A 22 80 95
14830
Vikrant-Khedkar
API Tester MCP Server Claim 1 3
A Model Context Protocol server that allows Claude to make API requests on your…
F 30 55 51 31 20 80 99
14831
LaubPlusCo
WebDAV MCP Server Claim 1 2
A Model Context Protocol server that enables Claude Desktop and other MCP clien…
F 30 55 57 71 43 76 100
14832
alexei-led
k8s-mcp-server Claim 1
A lightweight yet robust server that empowers AI assistants to securely execute…
F 30 54 88 36 N/A 76 90 98
14833
capecoma
WinTerm MCP Claim 1 4
A Model Context Protocol server that provides programmatic access to the Window…
F 30 55 63 83 N/A 34 80 36
14834
garethcull
Enables natural language exploration and querying of Google BigQuery datasets t…
F 30 66 100 41 0 40 74 87
14835
sentien-labs
verdictswarm-mcp Claim 1
Multi-AI crypto token scanner. 6 AI agents independently analyze and debate tok…
F 30 66 72 43 0 73 82 88
14836
jhammant
An MCP server that provides native Discord tools for Claude Code, enabling bidi…
F 30 55 75 68 42 80 99
14837
eaglelandsonce
Provides tools for automated company research, competitor identification, and b…
F 30 55 54 27 25 80 98
14838
limouren01
A lightweight and modular framework for building MCP-based file management syst…
F 30 55 54 25 36 76 82
14839
axliupore
mcp-code-runner Claim 1 2
An MCP server for running code locally via Docker and supporting multiple progr…
F 30 54 21 50 N/A 43 84 100
14840
x51xxx
copilot-mcp-server Claim 1 2
MCP server that connects your IDE or AI assistant to GitHub Copilot CLI for cod…
F 30 55 92 75 66 76 88
14841
vurtnec
LanceDB Node Claim 1 2
A Node.js implementation for vector search using LanceDB and Ollama's embedding…
F 30 55 80 61 23 80 94
14842
apatoliya
MCP-RAG Server Claim 1
A server that implements Retrieval-Augmented Generation using GroundX and OpenA…
F 30 55 48 62 25 78 88
14843
evrenyal
Intentionally vulnerable Model Context Protocol (MCP) server designed for secur…
F 30 55 52 26 16 69 36
14844
Avik-creator
MCP Manim Server Claim 1
A server-based tool that enables the generation of mathematical animations from…
F 30 55 48 25 23 71 86
14845
CircleCI-Public
mcp-server-circleci Claim 1
Enable natural language interactions with CircleCI functionality through MCP-en…
F 30 55 90 63 57 83 97
14846
wwqdrh
cmd-line-mcp Claim 1
A secure Model Context Protocol server that allows AI assistants to execute ter…
F 30 54 60 72 N/A 61 88 94
14847
inkbytefo
screenmonitormcp Claim 1 2
Real-time screen analysis, context-aware recording, and UI monitoring MCP serve…
F 30 54 84 38 N/A 69 87 90
14848
hanweg
Enables direct interaction with the Discord API using both REST API calls and s…
F 30 55 94 66 35 76 87
14849
suwa-sh
local-RAG-backend Claim 1
A Docker-based local RAG backend that provides advanced document search capabil…
F 30 54 94 56 N/A 45 87 91
14850
nickpending
mcp-recon Claim 1
Conversational recon interface and MCP server powered by httpx and asnmap. Supp…
F 30 54 78 51 N/A 28 90 92
Showing 14801–14850 of 57357 servers
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