MCP Server Quality Scores

Independent quality analysis of 67226 public MCP servers

67226
Discovered
32320
Scored
2112
Verified
16953
Complete

Last updated 2 hours, 9 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
14801
amirbiron
An extended MCP server for managing code snippets, performing code analysis, an…
D 40 66 54 38 0 27 80 36
14802
data-skunks
A Model Context Protocol server implementation that integrates with KeywordsPeo…
F 38 66 39 0 0 18 81 94
14803
bergeramit
Add two numbers instantly and generate friendly greetings on demand. Speed up q…
F 37 66 24 27 0 22 81 70
14804
brentlaster
A cloud platform for registering and using remote tools with GitHub's MCP servi…
F 37 66 42 22 0 18 67 76
14805
ssuyjk-del
A boilerplate project for quickly developing Model Context Protocol (MCP) serve…
F 30 64 60 61 0 31 90 100
14806
agentailor
create-mcp-server Claim 1
Scaffold production-ready MCP servers in seconds
F 30 54 86 70 N/A 72 92 91
14807
stobo-app
AI-powered SEO and AEO audit for websites
F 30 54 72 43 N/A 65 83 98
14808
Anansitrading
Sprite MCP Server Claim 1
Enables management of Sprite VMs through interactive dashboards and terminal in…
F 30 66 94 56 0 32 71 99
14809
bicavito
Arcate MCP Connect Claim 1 2
Gives AI agents direct access to your Arcate product discovery workspace to rea…
F 30 55 78 75 30 80 88
14810
SobieskiCodes
MCP-Claude Code Bridge Claim 1 2
Bridges Claude Desktop with Claude Code CLI to delegate complex coding tasks li…
F 30 54 72 51 N/A 22 82 93
14811
mtpajula
Tekuila MCP Server Claim 1 2
An MCP server that provides access to Tekuila restaurant menus with AI-powered …
F 30 55 39 27 44 80 100
14812
SimplyLiz
ckb Claim 1
Code intelligence MCP server — 80+ tools for navigation, impact analysis, and a…
F 30 54 90 28 N/A 75 89 100
14813
twelve-web
Track MCP Claim 1 2
A professional tool for automatically generating enterprise-standard tracking c…
F 30 54 72 62 N/A 30 87 81
14814
moyu6027
DeepSeek MCP Server Claim 1 2
A server that enhances Claude's reasoning capabilities by integrating DeepSeek …
F 30 55 60 35 31 74 86
14815
DaccordProject
Connects AI agents to Accord chat server instances via the Model Context Protoc…
F 30 54 56 43 35 90 74
14816
kilgorjn
Enables AI assistants to control a Minecraft bot through natural language comma…
F 30 54 66 58 N/A 28 84 88
14817
adam-paterson
MCP Crew AI Server Claim 1
A lightweight Python-based server designed to run, manage and create CrewAI wor…
F 30 54 76 32 N/A 30 90 91
14818
davidshtian
MCP Tool Server Claim 1
Facilitates interaction with AWS Bedrock-enabled tools by implementing Anthropi…
F 30 55 84 50 36 71 100
14819
ip2location-com
IP Geolocation MCP server using IP2Location.io API to ease the query of geoloca…
F 30 55 60 35 64 82 94
14820
maximepeabody
Jira MCP Server Claim 1
A Simple Model Context Protocol server that enables AI assistants to interact w…
F 30 55 72 52 33 77 99
14821
JesseHenson
Spec Iterator Claim 1
# Stop Building Features Based on Assumptions **Spec Iterator** conducts stru…
F 30 54 90 70 N/A 22 87 94
14822
Tele-AI
doc-ops-mcp Claim 1 2
A universal MCP server for document processing, conversion, and automation. Han…
F 30 55 96 36 69 74 87
14823
bmorphism
Say MCP Server Claim 1 2
Enables text-to-speech functionality on macOS using the say command, offering e…
F 30 54 86 56 N/A 37 84 100
14824
SPL-BGU
PlanningCopilot Claim 1
A tool-augmented LLM system for the full PDDL planning pipeline, improving reli…
F 30 54 72 52 N/A 42 90 89
14825
pixfishx
MCP Epic Free Games Claim 1
Provides tools to retrieve information about current and upcoming free games on…
F 30 55 86 57 52 76 100
14826
VaishnaviJagan
A standalone MCP server generated from an OpenAPI specification that exposes Pe…
F 30 55 94 41 22 76 87
14827
pmptwiki
pmpt-cli Claim 1
Record and share your AI-driven development journey. Auto-saves project milesto…
F 30 54 72 68 N/A 53 87 92
14828
fzheng0222
Jiminny MCP Server Claim 1
Enables access to Jiminny sales call transcripts, AI-generated summaries, and a…
F 30 55 76 72 27 80 96
14829
Yashkashte5
Codelens-MCP Claim 1 2
An MCP server that gives Claude Desktop complete intelligence about any public …
F 30 55 45 53 43 77 99
14830
antonpk1
Enables Claude to render interactive, real-time spreadsheets with streaming cel…
F 30 55 78 58 50 80 61
14831
aviz85
A state-based agent orchestration system that allows transitions between differ…
F 30 54 60 25 N/A 15 89 98
14832
arthurpanhku
DocSentinel Claim 1 2
MCP server for AI agent for cybersecurity: automate assessment of documents, qu…
F 30 55 45 61 85 80 76
14833
philogicae
A Python MCP server that allows programmatic interaction to find torrents progr…
F 30 54 78 63 N/A 74 88 94
14834
ChronulusAI
chronulus-mcp Claim 1
Predict anything with Chronulus AI forecasting and prediction agents.
F 30 55 84 56 45 80 51
14835
matthewhand
mcp-any-openapi Claim 1
A Python-based MCP server that integrates OpenAPI-described REST APIs into MCP …
F 30 55 84 68 55 76 84
14836
justmywyw
test-my-mcpserver Claim 1 2
test
F 30 55 90 53 21 80 94
14837
kstrikis
A Model Context Protocol server that enables collaborative debates between mult…
F 30 55 33 67 41 80 71
14838
keiver
Full-resolution vision for LLMs. Tiles large images and captures web pages via …
F 30 54 90 58 N/A 84 88 81
14839
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
14840
GaussianGuaicai
MCP GPT Image 1 Claim 1
MCP GPT Image 1
F 30 55 50 57 16 78 91
14841
Filippo-Venturini
ctxvault Claim 1
Local memory infrastructure for AI agents. Store knowledge and skills in isolat…
F 30 54 76 72 N/A 81 88 95
14842
omer-ayhan
A Model Context Protocol server that transforms text into structured JSON data …
F 30 54 69 57 N/A 42 90 85
14843
BearHuddleston
Spec-driven Go MCP server template for building domain MCPs with AI-agent onboa…
F 30 54 96 36 N/A 56 90 90
14844
amidabuddha
unichat-mcp-server Claim 1
Send requests to OpenAI, MistralAI, Anthropic, xAI, Google AI or DeepSeek using…
F 30 55 78 65 46 76 91
14845
juhemcp
Provides a Model Context Protocol server that enables large language models to …
F 30 55 60 60 36 78 74
14846
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
14847
daobataotie
CAD-MCP Claim 1
CAD MCP Server
F 30 54 78 50 N/A 42 90 79
14848
themightyboosh
Taskflow MCP Claim 1
Automates Notion task workflows with AI-powered tag processing, enabling Claude…
F 30 55 84 53 48 74 92
14849
TapanBhavsar
A FastMCP server providing session-based memory and dynamic authentication usin…
F 30 55 54 38 22 76 98
14850
therealjohn
An MCP server that enables sending Markdown-formatted notifications to Microsof…
F 30 55 63 65 20 80 91
Showing 14801–14850 of 67226 servers
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