MCP Server Quality Scores

Independent quality analysis of 50103 public MCP servers

50103
Discovered
29730
Scored
2112
Verified
16952
Complete

Last updated 1 hour, 16 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
49951
raptor.rb
Nano Banana MCP
N/A N/A 95
49952
amit608
MCPyDoc Claim
Provides real-time access to Python package documentation, source code, and sym…
N/A N/A
49953
sharon-nasimiyu
Educational example of an MCP server built with FastMCP, demonstrating how to e…
49954
LCV-Ideas-Software
A local MCP reasoning gate that enables structured engineering thought through …
N/A N/A
49955
underground-district
A curated selections of tools and writing from the Underground Cultural Distric…
81
49956
revolutionarybukhari
Enables AI assistants to search and filter youth opportunities such as scholars…
N/A N/A
49957
lizhipay
Claude MCP Claim
A cross-platform desktop MCP server that allows Codex and other MCP clients to …
N/A N/A
49958
platformatic
Enables running Node.js scripts and npm commands with permission prompts via no…
N/A N/A
49959 N/A N/A 95
49960
Griboedow
A Model Context Protocol server that provides real astronomical data (planetary…
N/A N/A
49961
jonahkeegan
A Model Context Protocol (MCP) server that coordinates AI agents to transform d…
N/A N/A
49962
mister-franklin
Provides AI-powered access to the largest EU GDPR enforcement decisions databas…
49963
tai5863
td-mcp Claim
MCP server for controlling TouchDesigner from AI coding agents like Claude Code…
N/A N/A
49964
MCP server for Prefect. Monitor and debug workflows, deployments, and automatio…
N/A N/A 81
49965
bradsjm
A TypeScript MCP server that enables LLMs to send outbound emails via SMTP with…
81
49966
coval-ai
Enables AI assistants to interact with Coval's evaluation platform for launchin…
49967
mows21
n8nmcpremote Claim
N/A N/A 95
49968
plm3310590269-source
Enables natural language control of AutoCAD drawings via LLMs like Claude, supp…
N/A N/A
49969
haliphax-ai
Exposes OpenClaw tools (web search, page fetching, browser automation, PDF anal…
N/A N/A
49970
andyleimc-source
Wraps Jimeng AI's image and video generation APIs for AI assistants to create a…
N/A N/A
49971
m0nkmaster
Enables AI assistants to interact with Microsoft Teams through direct API calls…
N/A N/A
49972
Trigi-Digital
AI-powered image generation MCP server with 16 specialized tools for generating…
49973
asgard-ai-platform
Enables searching and retrieving Taiwan judicial judgments, including full-text…
49974
pipeworx-io
Enables AI agents to interact with Microsoft 365 Outlook Mail, allowing email o…
49975
timeweb-cloud
Automates deployment of applications to Timeweb Cloud via the Model Context Pro…
49976
NengjiangLunpi
AStockEvent Claim
Structured A-share announcement event feed. 16 MCP tools, 13 event types.
49977
ziptax
Real-time US and Canadian sales tax and use tax rates by address or geographic …
81
49978
koen
adpage Claim
N/A N/A 95
49979
dgtalquantumleap-ai
Field operations agent API for task management, geo-tracking, and team coordina…
N/A N/A 95
49980
samihalawa
netlify-mcp Claim
N/A N/A 95
49981
eliotswank
json-sanity Claim
Deterministic JSON repair for LLM agents. Strips prose preambles, fixes malform…
81
49982
MCP-Mirror
Enables reading and writing macOS system defaults and settings through commands…
N/A N/A 95
49983
hobiecunningham
**Agentic Swarm Marketplace** is a hierarchical multi-agent stack for **machine…
81
49984
984fht6
Enables intelligent nutrition tracking through natural language meal logging wi…
N/A N/A 95
49985
neoai-agent
A command-line tool for monitoring and analyzing Coralogix logs using the Model…
49986
cronozen
Tamper-proof audit trail for AI decisions. 6 tools to record, verify, and expor…
81
49987
Kubova-com
@kubova/mcp Claim
Lets AI agents pack shipping containers using the Kubova calculator, with tools…
49988
mychaelconnolly
A security-first MCP server and paired agent skill for the PhishFort Unified Cl…
N/A N/A
49989
CSOAI-ORG
license-checker-ai-mcp MCP server by MEOK AI Labs
N/A N/A
49990
noobnooc
webhook-mcp Claim
An MCP server that sends webhook notifications to a configured URL, enabling AI…
49991
MarceauSolutions
YouTube automation: upload videos, Shorts, manage playlists, get analytics
N/A N/A 75
49992
ia23a-lachnita
ui-diff-mcp Claim
Enables comparison of mobile app screenshots against design mockups, with Calor…
49993
jerelvelarde
Chess MCP Claim
Play interactive chess games through conversation with move validation, Stockfi…
N/A N/A
49994 N/A N/A 95
49995
revodatanl
Access your Databricks workspace through Claude and other LLMs. Query Unity Cat…
49996
pp-szkolenia
Enables AI agents to scrape job offers and filter them based on user-defined cr…
N/A N/A
49997
unipds-engenharia-de-ia-aplicada
A curated list of original projects built by students of the UNIPDS Software en…
N/A N/A
49998 N/A N/A 95
49999
alpacahq
Enables AI agents to control Adobe After Effects for project inspection, compos…
N/A N/A
50000
hussainn7
mcp-vision Claim
A local autonomous AI agent that watches your screen, understands the visual la…
N/A N/A
Showing 49951–50000 of 50103 servers