MCP Server Quality Scores

Independent quality analysis of 58295 public MCP servers

58295
Discovered
29856
Scored
2112
Verified
16953
Complete

Last updated 2 hours, 13 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
58101
peterpeterparker
yawa Claim
Self-hosted web analytics platform that exposes analytics data via the Model Co…
58102
alittleyellowkevin
HDFS MCP Server Claim 1
A Model Context Protocol server that enables interaction with Hadoop Distribute…
81
58103
Aadi775
MahoRAGa Claim
Persistent, graph-powered memory for AI agents that provides long-term semantic…
N/A N/A
58104
CSOAI-ORG
git-helper-ai-mcp MCP server by MEOK AI Labs
N/A N/A
58105
bizopsyello
Enables interaction with Perplexity AI through MCP tools for chatting, searchin…
58106
FuzzingLabs
SecPipe Claim
Enables AI agents to orchestrate security research workflows by connecting to c…
N/A N/A
58107
Rachit8484
geoseo-mcp Claim
Unifies traditional SEO and Generative Engine Optimization (GEO) for Google, Bi…
N/A N/A
58108
janedouat
mcp-test-2 Claim
N/A N/A 95
58109
aegis-dq
aegis-dq Claim
Agentic data quality framework that runs structured rules against warehouses (D…
N/A N/A
58110
CainDez
mcp-gitee Claim
Full-featured MCP server exposing 200+ Gitee API v5 endpoints for repository, i…
58111
askie
An MCP server that receives emails on your domain and allows AI assistants to s…
58112
jusdipietro-dotcom
Remote MCP server that provides access to over 285K Argentine court rulings and…
58113
vanovarderesyan
A read-only MCP server that gives AI assistants natural language access to Elas…
N/A N/A
58114
devopam
A production-grade Model Context Protocol server for PostgreSQL. Lets AI agents…
58115
johnisanerd
Enables AI agents to fetch Google autocomplete suggestions for partial queries,…
58116
ciaraadkins
Enables AI assistants to track events, page views, user signups, and update use…
58117
pipeworx-io
mcp-taginfo Claim
Provides statistics on OpenStreetMap tags (keys and key=value pairs) via MCP to…
58118
yimu0824
MCP bridge server for SolidWorks that enables AI assistants to control SolidWor…
N/A N/A
58119
ginkida
Enables AI assistants to manage Portainer container environments through natura…
58120
al928132
Enables Claude Code to save, list, and read markdown notes directly from conver…
N/A N/A
58121
asashiki
sticker-mcp Claim
Enables AI to send expressive stickers based on conversation context, with a bu…
N/A N/A
58122
kaminari-ad
Lets AI agents launch scans, inspect results, manage campaigns and policies, an…
58123
lliwi
Enables AI agents to perform controlled OSINT tasks (domain, IP, email, phone, …
58124
swesmith-repos
Provides controlled access to llms.txt documentation files through MCP tools, a…
81
58125
jeanchristophe13v
Enables Claude Code to run OpenAI Codex (GPT-5) tasks asynchronously in the bac…
N/A N/A
58126 N/A N/A 95
58127
Lee-Becky
test Claim
N/A N/A 95
58128
JoelBondoux
Work-Timer Claim
An MCP server for time tracking and billing that allows freelancers to control …
N/A N/A
58129
tcoretech
monzo-mcp Claim
Read-only Monzo banking integration for Claude Code that allows querying balanc…
N/A N/A
58130
13739777296-del
Automates cross-platform e-commerce sourcing between JD and Taobao using AI-dri…
N/A N/A
58131
Apurv428
sarvam-tools Claim
An MCP server providing tools for speech-to-text, translation, language detecti…
N/A N/A
58132
kmitchell
rabbitmq-mcp Claim
An MCP server for RabbitMQ that exposes the RabbitMQ HTTP API as tools, enablin…
N/A N/A
58133
ktibbs9417
Enables AI assistants to perform Google Workspace administrative actions via GA…
N/A N/A
58134
leash06
Enables querying real-time weather and 5-day forecasts for any city using the O…
58135
Sept-7-Qi
A local browser automation bridge that connects AI agents like Claude to Chromi…
N/A N/A
58136
carolinacherry
MCP server that searches, scores, and ranks GitHub developers for technical rec…
58137
CyberBOB07
Enables validation, fixing, and generation of PineScript code for TradingView, …
58138
nausika-app
Nausika Claim
Mediterranean marine, nautical, sailing: forecasts, tides, sea routes, anchorag…
58139
E-ditital1000
kolokwa_connect Claim
N/A N/A 95
58140
samdomainerplus-szw0
AI-callable tools for API mocking, testing, monitoring, security, and automatio…
81
58141
TGPCQuotes
A Cloudflare Workers-hosted MCP server that provides basic mathematical operati…
81
58142 N/A N/A 95
58143
smaniches
uniprot-mcp Claim
Auditable UniProt MCP server with per-query SHA-256 provenance and offline repl…
58144
RECERQA
rq-scan Claim 1
MCP Server for RQ-SCAN - AI-powered document OCR and data extraction platform
N/A N/A 83
58145
pvliesdonk
Enables searching, tagging, uploading, and reading documents in Paperless-NGX, …
58146
bestpractical
Connects AI assistants to a Request Tracker (RT) instance, enabling natural lan…
58147
peacewalkerT
Rodin Claim
Find ~5 thinkers whose intellectual fingerprint matches a passage of text.
58148
fjwood69
mori Claim
Mori (森) is a shared memory layer for AI coding agents — one that compounds.
58149
tolenonetwork
Toleno Network MCP Server — Manage your Toleno mining account with Claude AI us…
N/A N/A 83
58150
snyk-labs
Provides a tool to fetch npm package information via the Model Context Protocol.
Showing 58101–58150 of 58295 servers