MCP Server Quality Scores

Independent quality analysis of 33379 public MCP servers

33379
Discovered
25250
Scored
1416
Verified
16957
Complete

Last updated 1 hour, 45 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
15851
Vizioz
Swagger MCP Claim 1 2
An MCP server that connects to a Swagger specification and helps an AI to build…
F 30 54 77 62 N/A 56 90 92
15852
juspay
FDEP MCP Server Claim 1 2
Provides static code analysis for enterprise-scale Haskell codebases with 40+ c…
F 30 55 96 55 21 77 88
15853
gwyer
Enables Claude to perform hybrid search across local documents by combining sem…
F 30 55 94 57 54 77 96
15854
Pgarciapg
MCP Nano Banana Claim 1 2
Exposes Google Gemini's Nano Banana image generation models to Claude, enabling…
F 30 55 78 63 45 76 90
15855
Steemhunt
mintclub Claim 1
Trade bonding curve tokens on Base via Mint Club V2 — buy, sell, swap, create
F 30 54 84 52 N/A 39 67 98
15856
wyre-technology
Xero MCP Server Claim 1
Enables interaction with the Xero Accounting API to manage contacts, invoices, …
F 30 55 90 63 82 77 96
15857
longevity-genie
opengenes-mcp Claim 1 2
MCP server for a queryable database for aging and longevity research from the O…
F 30 55 53 36 51 80 99
15858
johan-perso
MCP Shop Server Claim 1
Enables AI models to find the best online deals by browsing and interacting wit…
F 30 55 72 100 N/A 41 90 63
15859
praveencs87
Trello MCP Server Claim 1
Enables AI assistants and automation tools to interact with Trello boards, list…
F 30 55 76 66 23 80 86
15860
v3nom
Fetches web page content, converts it to Markdown, and optionally processes it …
F 30 55 90 56 50 76 91
15861
jmh108
MD Webcrawl MCP Claim 1 2
A Python-based MCP server that crawls websites to extract and save content as m…
F 30 55 60 30 30 80 95
15862
Julian-Figueroa
A reference MCP server for Cloudflare Workers that provides remote connection s…
F 30 55 60 67 26 80 90
15863
zamb124
Yango Tech MCP Server Claim 1
A server that enables seamless integration with Yango Tech e-commerce platform …
F 30 55 48 46 43 78 100
15864
get-airlock
Maverick MCP Claim 1 2
A behavioral intelligence server that detects a user's unique interaction style…
F 30 54 90 0 N/A 27 87 96
15865
docker
hub-mcp Claim 1
Official MCP server to interact with Docker Hub, providing access to repositori…
F 30 55 80 72 68 78 91
15866
sevaepsteyn
RouterOS MCP Server Claim 1
Enables AI assistants to interact with MikroTik RouterOS devices through API an…
F 30 55 74 63 43 80 97
15867
emekaokoye
RDF Explorer Claim 1
The Model Context Protocol (MCP) server provides a conversational interface for…
F 30 55 72 33 42 76 99
15868
ross-jill-ws
A high-performance MCP server that enables AI assistants to safely interact wit…
F 30 55 90 65 29 76 99
15869
anyiba
Spec Kit MCP Server Claim 1
Enables AI assistants to interact with Spec Kit templates and workflows for man…
F 30 54 78 50 N/A 31 87 86
15870
aviz85
A state-based agent orchestration system that allows transitions between differ…
F 30 54 60 25 N/A 15 89 98
15871
git-guocc
Enables automated collection and AI-powered filtering of public QQ channel post…
F 30 55 42 33 20 80 85
15872
bsmi021
Node Omnibus MCP Server Claim 1 2
A comprehensive Model Context Protocol server that provides advanced Node.js de…
F 30 55 90 58 40 74 99
15873
siri100
WDIO MCP Server Claim 1
A custom Model Context Protocol server that enables GitHub Copilot Agent to per…
F 30 54 56 62 N/A 27 90 100
15874
LZMW
MCP Vision Server Claim 1
Provides advanced image analysis capabilities including object recognition, OCR…
F 30 55 54 70 45 80 93
15875
iflow-mcp
BlenderMCP Claim 1
Connects Blender to Claude AI, enabling AI-assisted 3D modeling, scene creation…
F 30 54 78 33 N/A 45 84 97
15876
jmanhype
MCP Flux Studio Claim 1 2
A server that integrates Flux's advanced image generation and manipulation feat…
F 30 55 96 72 52 78 98
15877
vanushya
Enables management of retail e-commerce products with CRUD operations, AI-power…
F 30 55 74 63 42 80 99
15878
nmeierpolys
mcp-structured-memory Claim 1 2
Make it easy for agents to build their context about your projects over time T…
F 30 54 92 58 N/A 59 90 92
15879
RafalWilinski
aws-mcp Claim 1 2
Talk with your AWS using Claude. Model Context Protocol (MCP) server for AWS. B…
F 30 54 90 65 N/A 30 84 89
15880
llsrrll96
Say Hello Claim 1 2
Generate friendly, personalized greetings by name. Toggle Pirate Mode for swash…
F 30 54 50 57 N/A 31 82 72
15881
btangonan
Smart MCP Claim 1 2
A global framework for creating reusable command shortcuts and slash commands t…
F 30 54 90 56 N/A 26 89 73
15882
aarora79
mcp-gateway Claim 1
MCP Gateway and Registry
F 30 54 86 41 N/A 63 84 93
15883
mhcoen
Relay Claim 1
MCP relay server for Claude Desktop <-> Claude Code communication
F 30 54 72 72 N/A 47 90 96
15884
Tuguberk
openGlad Claim 1
The Loss-Prevention Friction Engine for Founders. An AI-powered MCP server that…
F 30 66 90 74 100 51 76 89
15885
bratland
Pipedrive MCP Server Claim 1 2
Connects the Pipedrive API v2 to LLM applications, providing read-only access t…
F 30 55 78 40 23 76 100
15886
eaglelandsonce
Provides tools for automated company research, competitor identification, and b…
F 30 55 54 27 25 80 98
15887
4regab
tasksync-mcp Claim 1
MCP server to give new instructions to agent while its working. It uses the get…
F 30 55 90 82 56 80 88
15888
doppelgangersai
Context API MCP Server Claim 1 2
Accesses the doppelgangers.ai Social Media Context API to provide contextualize…
F 30 55 78 67 27 76 93
15889
duaghwls
Enables LLMs to organize and manage Windows file systems with intelligent file …
F 30 54 64 28 N/A 43 90 85
15890
ozgurozkan123
MCP Smuggler Claim 1
Enables HTTP Request Smuggling vulnerability scanning by wrapping the Smuggler …
F 30 55 54 22 25 80 91
15891
Lakphy
Dot MCP Claim 1
Enables AI assistants to send text notifications with titles, messages, signatu…
F 30 55 72 66 47 80 91
15892
zeocax
Code Analysis MCP Server Claim 1 2
A modular MCP server that provides tools for file operations, regex-based code …
F 30 54 84 43 N/A 19 87 51
15893
corebasehq
coremcp Claim 1
A secure, tunnel-native database bridge for AI agents. Connects localhost & on-…
F 30 55 82 43 82 80 98
15894
gregce
Adwords MCP Claim 1
A joke/demo Model Context Protocol server that injects cringe-worthy advertisem…
F 30 55 72 82 45 80 20
15895
ipospelov
Provides a structured documentation system for context preservation in AI assis…
F 30 55 72 82 46 80 95
15896
bjh5098
A boilerplate project for quickly developing Model Context Protocol (MCP) serve…
F 30 54 72 71 N/A 32 90 59
15897
Kong
Kong Konnect MCP Server Claim 1 2
A Model Context Protocol server enabling AI assistants to interact with Kong Ko…
F 30 55 64 66 55 83 93
15898
QAInsights
locust-mcp-server Claim 1
Locust MCP Server for performance testing
F 30 54 60 27 N/A 40 87 88
15899
agentailor
create-mcp-server Claim 1
Scaffold production-ready MCP servers in seconds
F 30 54 86 70 N/A 72 92 91
15900
minhoyooDEV
Confluence MCP Server Claim 1 2
A Model Context Protocol server for accessing Confluence API using Personal Acc…
F 30 55 53 71 23 76 87
Showing 15851–15900 of 33379 servers
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