MCP Server Quality Scores

Independent quality analysis of 54421 public MCP servers

54421
Discovered
29776
Scored
2112
Verified
16952
Complete

Last updated 4 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
54051
maxinedotdev
Saga Claim
A local-first MCP server for document ingestion and semantic search, providing …
N/A N/A
54052
malkreide
MCP server for global news monitoring, media analysis and sentiment tracking vi…
54053
event4u-app
Universal AI Agent OS — governed skills, rules, and commands for AI coding assi…
54054
Axolotlpi
Self-hostable MCP server that gives Claude tools to run shell scripts and read …
N/A N/A
54055
smspgh
Enables comprehensive Windows process and service management with secure UAC el…
N/A N/A 95
54056
kirandk
vsfclub Claim
N/A N/A 95
54057
alexandreCyber
Doctrine fiscale française (BOFiP) : recherche, veille et graphe doctrinal. Eta…
54058
RichaG-cyber
Provides six tools including web search, URL fetching, calculator, and note man…
N/A N/A
54059
pipeworx-io
Wraps the Podcast Index API (podcastindex.org) to enable AI agents to search an…
54060
raheb77
A governed MCP server for Saudi open data sources (SAMA, stats.gov.sa, Ministry…
54061
jianzhichun
Enables natural language control of SolidWorks 2024 through MCP, providing 87 t…
N/A N/A
54062
coreyepstein
A Slack MCP server for Claude Code that provides full messaging, channels, sear…
54063
egroup-labs
kept Claim
Search, archive, and recall your AI conversations. ChatGPT, Claude, Gemini, Gro…
N/A N/A
54064
jdug-jadodev
Efficiently loads, caches, and delivers project file context for AI agents usin…
N/A N/A
54065
grncdr
An MCP server that interfaces with the Missive API, enabling Claude to manage e…
54066
eitan3
A multi-account MCP server providing 72 tools for Gmail and Google Calendar, wi…
54067
rocnubie
Nano Banana Pro AI image editor free online. Create, edit, and enhance images b…
N/A N/A
54068
mohamadalhusseinie
OpenMemBrain Claim
OpenMemBrain is the intelligent membrane for AI coding memory. It autonomously …
N/A N/A
54069
pipeworx-io
Provides dataset statistics and release metadata for MyDisease.info, enabling u…
54070
sean-m-sweeney
An automated security audit tool for Google Workspace environments that assesse…
N/A N/A
54071
microsoft
The Power BI Modeling MCP Server brings Power BI semantic modeling capabilities…
N/A N/A
54072
claude-dev-suite
Specialized agents, MCP servers, skills, and a visual dashboard for Claude Code…
N/A N/A
54073
Microck
Comprehensive Discord selfbot MCP server enabling AI assistants to manage messa…
N/A N/A
54074
jnMetaCode
engram Claim
Local, private memory layer for notes and files with temporal reasoning and cit…
N/A N/A
54075
Sperax
MCP server for Sperax DeFi ecosystem that enables AI agents to interact with US…
54076
misaka2f07
calc Claim
N/A N/A 95
54077
tuanknguyen
Enables interacting with Amazon Redshift databases through SQL queries, schema …
54078
wya5217799
simulink-mcp Claim
Give AI agents structured access to Simulink models via the MATLAB Engine for P…
N/A N/A
54079
shaanmajid
Unified access to prediction market data from Kalshi and Polymarket, enabling n…
54080
yama662607
anki-mcp Claim
Enables safe, review-first Anki authoring with tools to inspect structure, crea…
N/A N/A
54081
Rumblingb
Security guardrails for AI agent payments
N/A N/A
54082
dcSpark
Enables Claude to access DeFi data via DefiLlama API, including protocol TVL, c…
54083
mundizzle
mundigital Claim
Exposes a public, read-only professional profile with tools to search resume ev…
54084
caikiji
mcp-ssh Claim
MCP server for SSH remote execution, file transfer, and file editing with autom…
54085
skippedaga
yanifend-mcp Claim
Hosted MCP server for [YaniFend](https://yanifend.com), a WordPress feedback wi…
54086
answerrocket
Connects AI assistants to AnswerRocket's Max AI platform, enabling access to Ma…
54087
patwalls
pulse-mcp Claim
Free MCP server for fetching social media metrics (views, likes, comments) from…
54088
Silicon-Store
Silicon MCP Claim
A Model Context Protocol server for the Silicon Product API that enables search…
54089
Casius999
A zero-data MCP server for LLM fine-tuning, providing 64 tools across 10 dimens…
54090
abhijeetmohanan
An MCP server for the Groww trading platform. This enables LLM applications to …
54091
chrisbusbin-pixel
freshtrack Claim
USDA food shelf-life database, food safety, storage tips, food waste cost calcu…
N/A N/A 95
54092
irahulstomar
brain-mcp Claim
A private, local AI second brain for Markdown notes, providing hybrid search an…
N/A N/A
54093
DeamonDev888
MCP-Serveur Claim
A modular and extensible MCP server for managing synchronous and asynchronous t…
54094
syokiel
Enables AI agents to query Microsoft Copilot Studio telemetry and governance da…
54095
pdogra1299
Maps function and component dependencies in Haskell and ReScript codebases, pro…
N/A N/A
54096
jcmach01
Enables Claude to generate AI videos using ViewMax Studio's video generation to…
54097
AIKONG2024
Collect YouTube trending videos without web scraping via yt-dlp MCP server. No …
N/A N/A
54098
puran-water
Enables language-model agents to create, modify, analyze, and persist process-e…
N/A N/A
54099
myraffy
homelab-mcp Claim
Enables management of homelab infrastructure, including Docker/Podman container…
N/A N/A
54100
SMOrchestra-ai
contabo-mcp Claim
Enables full operational control over Contabo VPS/VDS infrastructure through na…
Showing 54051–54100 of 54421 servers