MCP Server Quality Scores

Independent quality analysis of 45235 public MCP servers

45235
Discovered
29507
Scored
2112
Verified
16952
Complete

Last updated 28 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
43901
bch1212
injectshield Claim
Prompt-injection firewall for AI agents — scan untrusted text before LLM calls.
N/A N/A
43902
ssojet
An MCP server that authenticates users via SSOJet and provides tools such as ad…
43903
eventtrader
AI prediction market trading — real-time data, CLOB exchange, 30+ tools
N/A N/A
43904
enescinar
Twitter Server Claim 1
A Model Context Protocol server that allows interaction with Twitter, enabling …
N/A N/A 95
43905
fastmcp-me
flights-mcp Claim
An MCP server that provides flight search capabilities using the Aviasales API,…
43906
aymenfurter
bricks-use Claim
MCP server for executing Databricks SQL queries and comparing table data, suppo…
43907
NOVA-3951
agents-md Claim
N/A N/A 95
43908
litheonhq
Recall, check, search, timeline, and graph tools for fiction writers via Seizn …
N/A N/A
43909
MistaHolmes
An MCP server that enables a Gemini-based chatbot to fetch and summarize curren…
N/A N/A 95
43910
eaisdevelopment
MCP bridge for inter-session communication between Claude Code instances
N/A N/A 95
43911
williamvd4
MCP server enabling LLMs to perform browser tasks via SSE transport, allowing c…
N/A N/A 95
43912
chigwell
Exposes PyAutoGUI desktop automation functions as MCP tools, enabling mouse con…
N/A N/A
43913
mcp-server Claim
Healthcare data: drugs, providers, diagnoses, labs, vaccines, claims, and Medic…
N/A N/A 83
43914
anatolykoptev
Autonomous AI agent for n8n workflow automation with credential factories, exec…
43915
ponderedw
Airflow MCP Claim
Enables natural language interaction with Apache Airflow for querying DAGs, mon…
N/A N/A
43916
NAJEMWEHBE
Drive the Unreal Engine 5.7 editor from any MCP client over a local TCP socket …
N/A N/A
43917
MCP server for Appium mobile automation on iOS and Android devices with test cr…
N/A N/A 81
43918
llyfn
MCP server for the Spotify Web API — gives Claude and other AI assistants tools…
43919
bungerr
Calculate conservative and alternative sports betting odds with expected value …
N/A N/A 95
43920
iamevandrake
Analyze any company's identity. Get a Soul Score, dimension scores, a soul.md, …
N/A N/A 83
43921
AlexanderChen5966
A multimedia downloading and conversion MCP server supporting YouTube, HLS stre…
N/A N/A
43922
ASHITA2005
Connects Claude.ai to the BrewBoard Supabase database for analytics and post-vi…
N/A N/A
43923
CrawlForgeDEV
CrawlForge MCP is a production-ready MCP server that gives AI agents the power …
81
43924
jamesmehorter
Enables creating professional Word documents from markdown or structured conten…
N/A N/A
43925
sandraschi
blender-mcp Claim
Enables AI-powered control of Blender through natural language, allowing users …
N/A N/A
43926
egoetmann
Indexes internal code libraries and exposes them via MCP for AI agents to provi…
43927
iamfaham
Provide seamless access to investor data through a dedicated MCP server. Enable…
N/A N/A 95
43928
trendsmcp
Enables AI assistants to query YouTube search trends, including rising topics, …
43929
praveenmenon76
A modular server for managing and registering tools, enabling extensible functi…
N/A N/A
43930
ceo
youtube Claim
N/A N/A 95
43931
picsha-ai
MCP server for Picsha AI platform enabling LLMs to search, upload, and manage d…
N/A N/A
43932
elliot-evno
DDG MCP1234 Claim
A basic MCP server template with example tools for echoing messages and retriev…
N/A N/A 95
43933 N/A N/A 95
43934
kcofoni
MCP server for managing Duplicati backups from an LLM.
43935
dame-senders
senders-mcp Claim
Cold email infrastructure — campaigns, prospects, mailbox health and replies vi…
43936
josephibra
Durable agent-to-agent handoffs and shared scratchpad for multi-agent workflows.
43937
dreamlit-ai
Dreamlit Claim
Create, test, publish, and manage Dreamlit notification workflows from AI clien…
43938
blake365
Read-only MCP server for options research with server-side filtering to reduce …
43939
szge
lol-wiki-mcp Claim
N/A N/A 95
43940
vinitshahdeo
rewind-mcp Claim
Enables developers to recover their working context after interruptions by anal…
N/A N/A
43941
GribStream
Hosted weather data MCP for discovery, validation, and OAuth-protected GribStre…
43942
okapi-ca
A Model Context Protocol server for Microsoft 365 administration using Graph AP…
43943
SiwuXue
ziwei-mcp Claim
A professional Ziwei Doushu (Purple Star Astrology) MCP server that generates a…
N/A N/A
43944
JiayuuWang
A Type 4 OAuth MCP server that enables AI assistants to interact with HubSpot C…
43945
mockzilla
Mockzilla Claim
MCP server for mockzilla. Lets coding agents (Claude Desktop, Cursor, etc.) ins…
43946
topdev424
Enables AI assistants to control and automate Unreal Engine through a native C+…
N/A N/A 95
43947
justForever17
A self-evolving RAG system that enables AI agents to autonomously read and writ…
N/A N/A
43948
harrison
ai-counsel Claim
🐍 🏠 🍎 🪟 🐧 - Deliberative consensus engine enabling multi-round debate between A…
N/A N/A 95
43949
cloud
brickdocs Claim
N/A N/A 95
43950
praseodeveloper
Exposes tools to calculate powers (square, cube, etc.) of a number via stdio or…
Showing 43901–43950 of 45235 servers
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