MCP Server Quality Scores

Independent quality analysis of 48850 public MCP servers

48850
Discovered
29670
Scored
2112
Verified
16952
Complete

Last updated 2 hours, 6 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◐ Assessed Scores
20901
conikeec
mcp-probe Claim
A Model Context Protocol (MCP) client library and debugging toolkit in Rust. Th…
B 72 43 60 58 N/A 78 95
20902
orcohen5
An MCP server that exposes a legacy vulnerability database as tools for LLM cli…
B 72 33 65 N/A N/A 55 95
20903
YuliiaKovalova
Search, inspect, preview, and create .NET projects from dotnet new templates vi…
B 72 33 54 N/A N/A 72 95
20904
thatsrajan
VidLens Claim
Enables AI agents to search, analyze, and extract insights from YouTube videos …
B 72 33 72 N/A N/A 67 75
20905
fabio-rovai
Score any document. Prove every claim.
B 72 33 56 N/A N/A 67 95
20906
BelleKou
Turn URLs into viral posts via "remake" command.
B 72 33 60 N/A N/A 60 95
20907
GeiserX
duplicacy-mcp Claim 1
MCP server for Duplicacy — monitor backup status and Prometheus metrics
B 72 33 49 N/A N/A 78 95
20908
acuvity
minibridge Claim
Make your MCP servers secure and production ready
B 72 43 80 32 N/A 79 95
20909
CSOAI-ORG
EU Digital Omnibus AI Act tracker - Track delay status by article. First-mover …
B 72 33 66 N/A N/A 53 95
20910
sathergate
searchcraft Claim
Full-text search for Next.js. BM25 scoring and fuzzy matching, no external serv…
B 72 33 60 N/A N/A 60 95
20911
sapoepsilon
Whispera Claim
AI-powered voice transcription app for macOS using WhisperKit
B 72 33 54 N/A N/A 70 95
20912
dunz
Integrates with Atlassian Cloud products (Confluence and Jira) to enable AI ass…
B 72 44 90 62 42 81
20913
chrishayuk
chuk-mcp-stage Claim
Orchestrates 3D scene creation, camera paths, and physics-driven animations, br…
B 72 44 72 68 68 81
20914
Gassandrid
Provides Claude Code with deep access to an Obsidian vault through 28 tools for…
B 72 43 90 57 N/A 43 88
20915
costajohnt
oss-autopilot Claim
Open source contribution manager with PR tracking, issue discovery, and CI diag…
B 72 33 60 N/A N/A 79 83
20916
Haizzz
Connects AI assistants to the Sharesight portfolio tracking platform via the v3…
B 72 44 80 72 47 80
20917
daedalus
mcp-python-bitcoinlib Claim 1
An MCP server that exposes the python-bitcoinlib API
B 72 33 57 N/A N/A 67 95
20918
mdfifty50-boop
Agent tracing, cost tracking, anomaly detection for LLM agents
B 72 33 76 N/A N/A 35 95
20919
markusvankempen
Watson Orchestrate Claim
Manage IBM Watson Orchestrate tools, agents, connections from Cursor, Copilot, …
B 72 43 86 71 N/A 37 81
20920
kaupau
flai-mcp Claim 2
An MCP server that connects AI assistants to FL Studio for music production via…
B 72 33 69 N/A N/A 45 95
20921
mulerrr
Enables AI assistants like Claude Desktop to interact directly with Figma, allo…
B 72 43 78 58 N/A 48 95
20922
jramalho
AVD MCP Server Claim 1
Automates Android Virtual Device operations by enabling users to start emulator…
B 72 43 78 65 N/A 48 88
20923
jztan
Enables AI assistants to interact with Redmine project management systems throu…
B 72 43 84 48 82 75
20924
mbentham
SqlAugur Claim
SQL Server MCP server with AST-based query validation, read-only safety, schema…
B 72 33 58 N/A N/A 66 95
20925
sschmitt-cg
scrivener-mcp Claim 1
Local MCP server that exposes Scrivener projects to AI clients, enabling projec…
B 72 33 78 N/A N/A 31 95
20926
Xzeroone
Enables discovery and automatic installation of MCP servers via mcpmarket.com i…
B 72 33 76 N/A N/A 35 95
20927
RowanErasmus
Provides access to the official FDA DailyMed database for comprehensive drug in…
B 72 44 92 60 41 82
20928
zerdos
A comprehensive server enabling natural language interaction with Storyblok CMS…
B 72 44 86 71 34 82
20929
aws-samples
A comprehensive Model Context Protocol server that analyzes AWS costs and provi…
B 72 44 100 56 37 81
20930
Mingxiao300
Enables AI agents to interact with Notion workspaces through the Notion API, al…
B 72 44 82 68 49 81
20931
palolxx
Leverage advanced analytical thinking capabilities to break down complex proble…
B 72 33 84 N/A N/A 20 95
20932
zscaler
zscaler-mcp-server Claim
Connects AI agents to the Zscaler Zero Trust Exchange platform via the Model Co…
B 72 43 90 17 87 94
20933
thekogit
file-writer-mcp Claim
Enables LLMs to write, append, and manage files in txt, md, csv, and xlsx forma…
B 72 33 78 N/A N/A 32 95
20934
toolprint
just-mcp Claim
Share the same project justfile tasks with your AI Coding Agent.
B 72 43 90 32 N/A 66 95
20935
payware
Payware MCP Server Claim 1
Enables merchant integration with payware payment APIs for creating transaction…
B 72 44 84 75 34 81
20936
ourmem
omem Claim
Shared Memory That Never Forgets — persistent memory for AI agents with Space-b…
B 72 33 60 N/A N/A 60 95
20937
samihalawa
clerk-mcp Claim
B 72 43 84 68 N/A 31 90
20938
yranjan06
Intelligent stealth browser MCP server for AI agents with 30 tools, 22 anti fin…
B 72 33 54 N/A N/A 71 95
20939
AndyAnh174
vibe-hnindex Claim
Index source code into a local knowledge base, search with keyword + semantic +…
B 72 33 60 N/A N/A 63 95
20940
jlcodes99
ApiPost MCP Claim
A server that enables management of ApiPost API documentation and team collabor…
B 72 44 88 55 55 81
20941
nainikayakkali
Enables AI assistants to interact with Databricks workspaces programmatically, …
B 72 44 84 72 42 81
20942
pfillion42
memviz Claim
Visual explorer for [MCP Memory Service](https://github.com/doobidoo/mcp-memory…
B 72 43 64 71 N/A 62 90
20943
gabrielantonyxaviour
KawaFi Claim
A comprehensive MCP server providing unified access to the Hedera DeFi ecosyste…
B 72 44 88 68 41 81
20944
danielbushman
Provides a standardized interface for interacting with Quickbase's JSON RESTful…
B 72 44 72 68 62 84
20945
ByAxe
keynote-mcp Claim 1
MCP server for full control of Apple Keynote through AppleScript automation. Cr…
B 72 43 96 31 N/A 62 90
20946
sepal7
Provides AI assistants with comprehensive access to Azure DevOps services inclu…
B 72 44 92 63 39 81
20947 B 72 43 78 58 N/A 54 90
20948
stranyer
Enables AI assistants like Claude and Cursor to interact directly with Figma to…
B 72 43 78 58 N/A 52 95
20949
emerzon
Enables access to MetaTrader5 market data and trading functionality, including …
B 72 43 90 57 N/A 29 95
20950
Goldentrii
AgentRecall Claim
MCP server for persistent, compounding memory that automatically captures corre…
B 72 33 60 N/A N/A 60 95
Showing 20901–20950 of 48850 servers
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