MCP Server Quality Scores

Independent quality analysis of 30006 public MCP servers

30006
Discovered
24039
Scored
1224
Verified
16961
Complete

Last updated 3 weeks ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◐ Assessed Scores
22201
balychevtsev-coder
This MCP server enables product management and mathematical calculations throug…
F 30 43 42 56 N/A 22 87
22202
neuml
txtai is an all-in-one embeddings database for semantic search, LLM orchestrati…
F 30 44 88 52 80 71
22203
zerosync-co
Infrastructure Auto Provisioner
F 30 44 60 72 60 80
22204
ivan-saorin
Substrate Claim 1
A foundation layer for building production-grade Model Context Protocol (MCP) s…
F 30 43 74 33 N/A 21 88
22205
Spysailor
OpenAI and Claude MCP Claim 1
A simple server that acts as a Master Control Program (MCP) for unified interac…
F 30 44 56 31 21 80
22206
coding-realtor
Provides 12 tools to query South Korean building register data, including title…
F 30 43 60 68 48 90
22207
rldiao
Mealie MCP Server Claim 1
Enables AI assistants to interact with Mealie recipe databases through MCP clie…
F 30 44 72 48 57 80
22208
caijohnny
Enables AI assistants to create, update, delete, and search Confluence pages di…
F 30 44 72 66 36 76
22209
longevity-genie
synergy-age-mcp Claim 1 2
MCP server for the SynergyAge database of synergistic and antagonistic genetic …
F 30 44 33 52 46 77
22210
pi22by7
In-Memoria Claim 1
Persistent intelligence infrastructure for agentic development that gives AI co…
F 30 43 60 50 N/A 77 90
22211
SinghAngad05
Enables searching and retrieving academic papers from arXiv by topic, allowing …
F 30 44 72 37 32 76
22212
sansan0
TrendRadar Claim 1
⭐AI-driven public opinion & trend monitor with multi-platform aggregation, RSS,…
F 30 43 70 28 N/A 61 89
22213
linw1995
nvim-mcp Claim 1 2
A MCP server to interact with Neovim
F 30 43 49 35 N/A 68 87
22214
thekaranpargaie
Database MCP Claim 1
Provides a natural language interface for querying and managing PostgreSQL, MyS…
F 30 44 60 46 25 76
22215
compiledwithproblems
File Context MCP Claim 1 2
This server provides an API to query Large Language Models using context from l…
F 30 43 64 37 N/A 19 90
22216
jonels-msft
MCP Review Server Claim 1 2
A specialized code review service that provides 36+ critics for different progr…
F 30 43 86 55 N/A 32 90
22217
korotovsky
The most powerful MCP server for Slack Workspaces.
F 30 44 84 41 84 76
22218
garylab
MakeMoneyWithAI Claim 1
A list of open-source AI projects you can use to generate income easily.
F 30 43 50 37 N/A 30 88
22219
ideaxy
MySQL MCP Claim 1
Enables management and querying of multiple MySQL databases through natural lan…
F 30 44 48 31 19 76
22220
pablomartinferrari
MCP Server Demo Claim 1
A simplified Model Context Protocol server in Python that reads text input and …
F 30 44 50 21 16 81
22221
rohitsaraff33-bit
ProduckAI MCP Server Claim 1 2
Transforms scattered customer feedback from sources like Slack, Zoom, and JIRA …
F 30 43 60 50 N/A 73 90
22222
Eiadrian
Enables AI assistants to access educational domain tools including grading, cog…
F 30 44 50 53 21 80
22223
IQAIcom
MCP-ABI Claim 1
Enables interaction with Ethereum-compatible smart contracts through their ABI,…
F 30 44 66 60 51 80
22224
MiniMax-AI
MiniMax-MCP-JS Claim 1
Official MiniMax Model Context Protocol (MCP) JavaScript implementation that pr…
F 30 44 96 46 N/A 52 76
22225
offorte
offorte-mcp-server Claim 1
The Offorte Proposal Software MCP server enables creation and sending of busine…
F 30 44 76 56 61 80
22226
kaichen
mcp-config-editor Claim 1 2
A simple GUI for managing MCP servers, for easy toggle mcp servers.
F 30 43 46 27 N/A 40 82
22227
yosh3289
Provides access to journal partition tables, impact factors, and warning lists …
F 30 44 54 28 16 78
22228
reading-plus-ai
mcp-server-deep-research Claim 1 2
MCP server providing OpenAI/Perplexity-like autonomous deep research, structure…
F 30 44 42 32 45 82
22229
Snowflake-Labs
OSS Snowflake MCP Server Claim 1 4
MCP Server for Snowflake from Snowflake Labs
F 30 43 79 70 N/A 76 56
22230
AshwiniGhuge3012
jenkins-mcp-server Claim 1 2
An MCP server for interacting with a Jenkins server. Allows you to trigger jobs…
F 30 44 67 46 N/A 36 77
22231
DavidOsherdiagnostica
Enables AI assistants to search, discover, and analyze thousands of datasets fr…
F 30 44 94 61 49 78
22232
gorums
Provides intelligent access to local music collections through advanced metadat…
F 30 44 58 17 21 78
22233
sameerasulakshana
Enables AI assistants to interact with the MetaTrader 5 trading platform for ma…
F 30 43 66 68 N/A 28 87
22234
lfnovo
content-core Claim 1
Extract content from URLs, documents, videos, and audio files using intelligent…
F 30 43 56 47 N/A 89 90
22235
CaullenOmdahl
Expo Dev Assistant Claim 1 2
Manage Expo and React Native projects from setup to release. Trigger cloud buil…
F 30 44 90 76 N/A 45 82
22236
mhajder
Zabbix MCP Claim 1 3
MCP server for Zabbix monitoring and automation
F 25 43 75 70 N/A 76 77
22237
kitfactory
PyMCPAutoGUI Claim 1 2
An MCP server that bridges AI agents with GUI automation capabilities, allowing…
F 25 43 41 41 N/A 46 84
22238
luckyPipewrench
pipelock Claim 1
Security proxy that wraps any MCP server with bidirectional scanning for creden…
F 25 43 60 45 95 92
22239
skernelx
MySearch-Proxy Claim 1
Unified search MCP, proxy console, and skill for Tavily, Firecrawl, and Social …
F 25 43 70 0 N/A 29 84
22240
trailofbits
slither-mcp Claim 1 2
MCP server for Slither static analysis of Solidity smart contracts
F 25 43 63 58 N/A 79 94
22241
Scofieldfree
Excalidraw MCP Server Claim 1
Enables AI agents to programmatically generate, edit, and view Excalidraw diagr…
F 25 44 66 65 77 82
22242
pandeussilvae
Panda Odoo MCP Server Claim 1
Enables seamless interaction with Odoo instances through the Model Context Prot…
F 25 44 48 48 45 76
22243
yctimlin
Excalidraw MCP Server Claim 2 3
A Model Context Protocol server that enables LLMs to create, modify, and manipu…
F 25 44 85 63 59 74
22244
KOSASIH
Gaia-Protocol Claim 1
Gaia Protocol—a planetary DAO for global resource management using quantum-enta…
F 25 43 64 30 N/A 63 82
22245
ryannmperez
PyMOL-MCP-Vis Claim 2
Enables Claude to control PyMOL for molecular visualization and structural biol…
F 25 43 90 58 N/A 48 80
22246
manykarim
rf-mcp Claim 1
A Robot Framework MCP Server
F 25 43 86 32 N/A 80 90
22247
mongodb-js
mongodb-mcp-server Claim 1 2
MongoDB Model Context Protocol Server
F 25 43 94 68 N/A 91 64
22248
itunified-io
Tailscale MCP Server Claim 1 2
Secure MCP access for private infrastructure over Tailscale — 48 tools across 9…
F 25 43 94 75 N/A 81 65
22249
GoPlausible
Vestige MCP Claim 1 2
An MCP server that provides comprehensive DeFi analytics and data access for th…
F 25 43 81 73 N/A 37 84
22250
vakharwalad23
google-mcp Claim 1
Collection of Google-native tools (Gmail, Calendar, Drive, Tasks) for MCP with …
F 25 44 96 61 64 80
Showing 22201–22250 of 30006 servers
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