MCP Server Quality Scores

Independent quality analysis of 66502 public MCP servers

66502
Discovered
31827
Scored
2112
Verified
16953
Complete

Last updated 28 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
53601
eugeneoh04
Enables LLMs to autonomously query AWS CloudWatch Logs and perform structured r…
53602
apexradius
Multi-account Google Ads MCP: campaigns, keywords, search terms, and ad perform…
N/A N/A
53603
andrewkriley
Self-hosted MCP server for administering Cloudflare DNS and cloudflared tunnels…
53604
nlqueries
NLQueries Claim
Natural language to SQL engine with multi-connector support (PostgreSQL, MySQL,…
53605
edgen-design
An MCP server that integrates AI agents with Figma, enabling reading and progra…
N/A N/A
53606
pcandido
gtwmcp Claim
Aggregates multiple MCP servers behind a single stdio interface, supporting std…
N/A N/A
53607
pralayasimha23
simhameta Claim
N/A N/A 95
53608
MADStitch-secretlab
mcp-server Claim
MCP server for Factsheet authentication, providing token exchange and company l…
53609
lyf94697-droid
Generates eNSP network topologies, deploys Huawei VRP configurations, and provi…
N/A N/A
53610
AIKONG2024
Collect YouTube trending videos without web scraping via yt-dlp MCP server. No …
N/A N/A
53611
vettly Claim 1
Content moderation for AI applications. Moderate text, images, and video with c…
N/A N/A 81
53612
GongRzhe
Enables AI assistants like Claude to interact with humans through intuitive GUI…
N/A N/A
53613
jnjaeschke
rr-mcp Claim
MCP server for orchestrating multi-process rr debugging sessions with reverse e…
N/A N/A
53614
12qw3er4ty5u-collab
An MCP server powered by public Bilibili APIs so AI agents can search videos an…
53615
ingeno
Enables MCP clients to interact with any OpenAPI-defined REST API through a ser…
81
53616
CSOAI-ORG
MCP server for creating and managing digital human models with built-in EU AI A…
N/A N/A
53617
toastmanAu
cellc-mcp Claim
Wraps the cellc CellScript compiler so that an AI can write, check, explain, an…
N/A N/A
53618
JSungMin
Routes an AI coding agent's code search through an official language-server ind…
N/A N/A
53619
pipeworx-io
MCP server for accessing Prince William County, Virginia geospatial data (ArcGI…
53620
shamis6ali
Captures copyable text from Claude Code terminal output before it's mangled by …
N/A N/A
53621
lennney
Free multi-source web search server for AI agents, with confidence scoring and …
53622
nyxCore-Systems
ckb Claim
Code intelligence for AI assistants - MCP server, CLI, and HTTP API with symbol…
N/A N/A
53623
nickp27
Slim MCP server for Webull Australia, enabling US stock and ETF market data and…
53624
invarium-ai
invarium Claim
81
53625
Node804
MCP server for reading Claude Code session history from the local filesystem, e…
N/A N/A
53626
eljefedelrodeodeljefe
MCP server plugin for InvenTree, enabling AI assistants to interact with invent…
53627
ChinmayBhattt
A Model Context Protocol (MCP) server that provides US weather forecasts and ac…
53628
ponthepmk
ai-discuss Claim
Enables a host AI agent to trigger a multi-agent debate, running N-rounds where…
N/A N/A
53629
fastmcp-me
Enables AI-powered analysis of Korean stock market data and corporate disclosur…
53630
krukovsasa99
serena Claim
N/A N/A 95
53631
kaushik701
MCP server that wraps the NASA Space-Track API to provide tools for TLE lookup,…
53632
aviral-mishra-1008
Monitors Jenkins CI builds in real-time, fetching build status and logs on fail…
N/A N/A
53633
ghdquddnr
Enables enterprise database schema exploration and Spring Boot code generation …
N/A N/A
53634
cvsloane
Enables AI assistants to manage WordPress sites via the MainWP Dashboard REST A…
N/A N/A
53635
kalimuthu-a
Provides UI architecture analysis for converting Figma designs or web pages int…
N/A N/A
53636
ShamserulAwsGeek
Real-time US weather data via MCP tools: fetch weather alerts by state and fore…
53637
faaizshah
Enables natural language queries to a Neo4j knowledge graph built from PostgreS…
53638
average-joe25
Opti-MCP Claim
Enables AI assistants to solve linear, integer, mixed-integer, and knapsack opt…
N/A N/A
53639
UR-xiaoyang
Enables AI assistants to interact with JLCEDA EDA for schematic/PCB design oper…
N/A N/A
53640
sandbox-technologies
Enables AI models to search, browse, and retrieve full content of OpenCode docu…
53641
VirtualCoder0
A modular RAG (Retrieval-Augmented Generation) service framework with pluggable…
N/A N/A
53642
duhanjun
A MCP server that provides HTTP-based access to Tushare financial data, enablin…
53643
Rakeshpatel87p
Integrates Kadmia's JavaScript learning platform with AI assistants to provide …
53644
cpatel1293
Enables AI systems to generate detailed, well-structured Product Requirements D…
53645
soapboxbuild
nectar-mcp Claim
MCP server for the Nectar Climate utility data API, providing tools to access u…
53646
space-cap
Enables searching and retrieving product information from Coupang (Korean e-com…
53647
cykj40
A Model Context Protocol (MCP) server that connects Claude to your personal Dex…
N/A N/A
53648
Jongbin-kr
Organizes personal research papers by crawling arXiv metadata, embedding abstra…
N/A N/A
53649
cskwork
Provides educational US market analysis by combining exchange rates, stock snap…
53650
MyAI4
Provides AI coding agents with persistent, traceable memory across projects by …
N/A N/A
Showing 53601–53650 of 66502 servers