MCP Server Quality Scores

Independent quality analysis of 43459 public MCP servers

43459
Discovered
29460
Scored
2111
Verified
16952
Complete

Last updated 22 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
41951
fibonex
AI-powered Fibonacci grid trading signals for crypto. Get real-time BULLISH/BEA…
81
41952
Raghvendra-Raghuvanshi
A Model Context Protocol server for browser automation using Selenium WebDriver…
N/A N/A
41953
DasClown
Pharmaceutical R\&D Pipeline Intelligence for AI Agents — Clinical trials, FDA …
41954
connectimtiazh
Gives AI agents persistent memory with bi-temporal tracking, automatically extr…
81
41955
perfectra1n
A Model Context Protocol (MCP) server for interacting with TriliumNext via its …
41956
Damilola-max
An MCP server that exposes Intercom tools to Claude Desktop and sends a daily s…
41957
kitepon-rgb
IP-MCP Claim
Enables natural language access to Japanese patent information through the JPO …
41958
macuse-app
macuse Claim
Bridges AI assistants with native macOS functionality through the Model Context…
N/A N/A 95
41959
oleksandr-cprime
abraxas93 Claim
N/A N/A 95
41960
AlephantAI
alephant-mcp Claim
Alephant MCP server for AI cost control, BYO-key routing, 50+ providers, and 32…
N/A N/A
41961 N/A N/A 95
41962
aircodelabs
Grasp Claim
An open-source self-hosted browser agent that provides a dockerized browser env…
81
41963
GreenScreen410
InfluxDB-v1-MCP is a powerful Model Context Protocol (MCP) interface specifical…
41964
Winds-AI
Enables AI tools to interact with browsers for enhanced frontend development, p…
N/A N/A 95
41965
olivier-motium
x-ai-mcp Claim 1
An MCP server that integrates X (Twitter) API access with Grok-powered intellig…
81
41966
Aimino-Tech
Five-tier MCP server for lightning-fast HTML generation from AI agents. Assembl…
41967
longevity-genie
addgene-mcp Claim
MCP server for Addgene plasmid repository, enabling AI assistants to search, fi…
41968
JesKwek
BioOpenMCP Claim
BioOpenMCP enables users to run bioinformatics tools like FastQC, Cutadapt, and…
N/A N/A
41969
mnbro
Safe MCP server bootstrap for Outline Wiki providing connection validation, cap…
41970 N/A N/A 95
41971
sentice
Provides user balance information by connecting to a backend service through th…
81
41972
jbmurphy
Provides safe, controlled access to network and system diagnostic tools includi…
81
41973
anon-li
anon.li Claim
81
41974
emretheus
Search past Claude Code conversations. Local BM25 over JSONL with one-click cla…
N/A N/A
41975
warwickwood-cell
GenGEO Claim
Machine-readable merchant verification infrastructure for AI shopping agents an…
41976
alpernae
A Model Context Protocol (MCP) server for interacting with the Intigriti bug bo…
41977
reaper1067MSX
A task-based AI orchestrator that bridges AI models (Gemini, Claude, OpenAI) wi…
N/A N/A
41978
MatterCoder
Enables AI assistants to directly interact with Matter devices and protocol ope…
N/A N/A
41979
MacroSense-AI
Provides comprehensive food hierarchy and nutrition data through structured too…
81
41980
leonardwy
An MCP server for automating ANSYS HFSS simulations, providing persistent conne…
N/A N/A
41981
LLL-404
A MCP server that enables AI assistants to control Android devices via ADB, sup…
N/A N/A
41982
Studio-Moser
shelbymcp Claim
Knowledge-graph memory server for AI tools via MCP
N/A N/A 95
41983
Hamid-K
Avanza-MCP Claim
MCP server for Avanza portfolio monitoring and trading, supporting regular and …
N/A N/A
41984
veithly
climux Claim
Unified CLI multiplexer for AI coding agents, enabling orchestration of multipl…
N/A N/A
41985
sarptandoven
Dynamically exposes Python SDKs (Kubernetes, GitHub, Azure) through an agent-fr…
81
41986
mustertheforce
Salesforce-grounded retrieval, diagnoses, and a vetted-Force marketplace for MC…
41987
Floe-Labs
Credit and payments for AI agent developers — over MCP. No crypto required
41988
madebyshun
Pay-per-use AI security and research tools for autonomous agents on Base, enabl…
41989
mdz-axo
Provides comprehensive codebase analysis and semantic understanding through int…
N/A N/A 95
41990
Kyle-Ski
Provides LLM context on U.S. national parks by integrating National Park Servic…
41991
snoe-findley
Enables AI agents to interface with Velociraptor for digital forensics and inci…
81
41992
zaizaizhao
A Model Context Protocol server that helps programmers understand code by provi…
N/A N/A
41993
souldriver007
Enables semantic search of the KJV Bible and personal knowledge graph for scrip…
N/A N/A
41994
null-create
Enables AI agents to fetch, clean, and extract readable content from web pages,…
41995
derinworks
A FastMCP-based server that provides secure sandboxed filesystem operations, AP…
N/A N/A
41996
reidlo5135
Controls Autonomous Mobile Robots (AMRs) through natural language via MQTT and …
41997
pishnuke
Enables fetching market and options data including OHLCV prices, option chains,…
81
41998
AlvisoOculus
Equity comp tax (ISO/NSO/RSU/QSBS), concentration & hedging. 50-state tax code,…
41999
uvaresearch
wrapper-mcp Claim
Stdio MCP server for QMS Wrapper that enables MCP-capable clients to manage tas…
42000
Tae4an
Enables AI models like Claude to manage local prompt files with CRUD operations…
N/A N/A
Showing 41951–42000 of 43459 servers
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