MCP Server Quality Scores

Independent quality analysis of 69261 public MCP servers

69261
Discovered
→
33926
Scored
→
2112
Verified
→
16953
Complete

Last updated 4 hours, 43 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◐ Assessed Scores
24451
kiarashplusplus
stdio-proxy Claim
Undisk MCP: safe file memory for AI agents.
D 51 3⁄3 ◐ ⏳ 44 N/A N/A 21 83 —
24452
klauseduard
JIRA MCP Server Claim 1
A Model Context Protocol server that enables seamless integration between Curso…
D 51 4⁄4 ◐ ⏳ 33 62 — 24 82 —
24453
lin2000wl
Serena MCP Server ⚡ Claim
A coding agent toolkit that transforms LLMs into coding assistants capable of w…
D 51 4⁄4 ◐ ⏳ 48 27 — 50 80 —
24454
SShadowS
MCP server for Microsoft Dynamics 365 Business Central via reverse-engineered W…
D 51 4⁄3 ◐ ⏳ 39 30 N/A 51 87 —
24455
memextech
Vibe Stack MCP ⚡ Claim
Helps developers choose optimal technology stacks through progressive questioni…
D 51 4⁄4 ◐ ⏳ 60 27 — 24 83 —
24456
ag2-mcp-servers
MCP Server for Google's Enterprise License Manager API, allowing users to manag…
D 51 4⁄4 ◐ ⏳ 45 52 — 21 81 —
24457
StevenROyola
This server provides a standardized framework using the Model Context Protocol …
D 51 4⁄4 ◐ ⏳ 66 25 — 20 81 —
24458
elizabethsiegle
Automates tennis court bookings on San Francisco Recreation websites using brow…
D 51 4⁄3 ◐ ⏳ 60 16 — 22 95 —
24459
rutika196
Vizdown-MCP ⚡ Claim
Converts Markdown files into professional diagrams such as flowcharts, mind map…
D 51 4⁄3 ◐ ⏳ 72 0 N/A 33 89 —
24460
ag2-mcp-servers
An MCP server that enables querying and managing relationships between websites…
D 51 4⁄4 ◐ ⏳ 45 55 — 21 78 —
24461
hemanth
A Model Context Protocol server that provides tools for fetching xkcd comics an…
D 51 4⁄4 ◐ ⏳ 33 65 — 22 81 —
24462
datYori
An enterprise-grade Chess.com MCP server built with MXCP, featuring caching, an…
D 51 4⁄4 ◐ ⏳ 60 33 — 16 82 —
24463 D 51 4⁄3 ◐ ⏳ 42 27 N/A 44 91 —
24464
gabrielpierobon
A Model Context Protocol server that enables AI agents to interact with n8n wor…
D 51 4⁄4 ◐ ⏳ 57 35 — 21 81 —
24465
akramIOT
Zero Trust Access AI Agent - MCP Server
D 51 4⁄3 ◐ ⏳ 50 35 N/A 15 95 —
24466
0ui-labs
Agentic Workbench ⚡ Claim
An MCP-based tool orchestrator that exposes a single execute_task tool to Claud…
D 51 4⁄4 ◐ ⏳ 60 21 — 29 85 —
24467
ag2-mcp-servers
An MCP server that provides access to Google's Access Context Manager API, enab…
D 51 4⁄4 ◐ ⏳ 45 50 — 21 81 —
24468
32bitsret
DemoStudio ⚡ Claim 1
Generate short-form video ads for Instagram Reels and TikTok from any AI assist…
D 51 4⁄3 ◐ ⏳ 78 0 N/A 32 82 —
24469
scmcphub
SCMCP ⚡ Claim 1
An MCP server that enables scRNA-Seq analysis through natural language, providi…
D 51 4⁄4 ◐ ⏳ 45 17 — 63 82 —
24470
sedwardstx
MCP Log Analyzer ⚡ Claim 1
A Model Context Protocol server that analyzes various log types on Windows syst…
D 51 4⁄3 ◐ ⏳ 45 28 N/A 38 91 —
24471
dedalus-labs
Enables secure interaction with Supabase databases via the PostgREST API, suppo…
D 51 4⁄4 ◐ ⏳ 48 27 — 46 83 —
24472
agentskills
Search and discover Agent Skills from the skills.sh registry. Powered by HAPI M…
D 51 5⁄5 ◐ ⏳ 52 61 0 57 84 —
24473
zahidhasanaunto
mcp-honojs Claim
A lightweight Hono.js middleware for building Model Context Protocol servers us…
D 51 4⁄4 ◐ ⏳ 78 0 — 35 81 —
24474
ag2-mcp-servers
An MCP Server that enables interaction with VTEX's Headless Content Management …
D 51 4⁄4 ◐ ⏳ 45 50 — 21 81 —
24475
protagolabs
Provides a comprehensive suite of Web3 tools for querying token addresses, news…
D 51 4⁄4 ◐ ⏳ 48 41 — 30 80 —
24476
Starlightmii
A robust system that connects web UI to After Effects, enabling real-time comma…
D 51 4⁄3 ◐ ⏳ 42 31 N/A 34 95 —
24477
ag2-mcp-servers
An MCP server for Google's Certificate Authority API that enables management of…
D 51 4⁄4 ◐ ⏳ 45 52 — 21 80 —
24478
sloth-wq
An MCP server that automatically optimizes AI prompts using evolutionary algori…
D 51 4⁄3 ◐ ⏳ 39 32 N/A 42 90 —
24479 D 50 3⁄3 ◐ ⏳ 32 N/A N/A 19 95 —
24480
GladwinTM
Generates personalized learning paths by integrating with YouTube, Google Drive…
D 50 4⁄4 ◐ ⏳ 56 37 — 18 81 —
24481
ag2-mcp-servers
An MCP server that provides a conversational interface to Firebase Rules API, a…
D 50 4⁄4 ◐ ⏳ 45 47 — 21 81 —
24482
thlandgraf
AskMeMCP ⚡ Claim
Enables AI assistants to request human input through a web interface, allowing …
D 50 4⁄3 ◐ ⏳ 48 26 N/A 31 92 —
24483
ferdiangunawan
Debate Agent MCP ⚡ Claim
Enables multi-agent code review with P0/P1/P2 severity scoring by orchestrating…
D 50 4⁄3 ◐ ⏳ 48 27 N/A 26 95 —
24484
bernierllc
brain-trust ⚡ Claim
Enables AI agents to ask questions and review planning documents by connecting …
D 50 4⁄4 ◐ ⏳ 42 10 — 78 81 —
24485
ag2-mcp-servers
An MCP Server that provides a natural language interface to Google Cloud Resour…
D 50 4⁄4 ◐ ⏳ 45 52 — 21 78 —
24486
feldivia
MCP CMF Tools ⚡ Claim 1
MCP server for Chilean financial regulation, providing economic indicators (UF,…
D 50 3⁄3 ◐ ⏳ 27 N/A N/A 27 95 —
24487
EstebanIIT
A FastAPI-based JSON-RPC 2.0 server implementation that enables users to work w…
D 50 4⁄3 ◐ ⏳ 34 56 N/A 18 89 —
24488
ruicarvalho1
MCP NIF.PT Claim
Enables querying and analyzing information about Portuguese companies using the…
D 50 4⁄4 ◐ ⏳ 48 26 — 39 84 —
24489
ag2-mcp-servers
An MCP Server that enables interaction with MLB scores and statistics via the S…
D 50 4⁄4 ◐ ⏳ 45 47 — 21 80 —
24490
saqua-ai
Sequa MCP ⚡ Claim
Enables AI assistants to access contextual knowledge from multiple repositories…
D 50 4⁄4 ◐ ⏳ 42 36 — 42 81 —
24491
memara-memory
Memara Claim
Memara MCP Server provides persistent memory capabilities for Claude Desktop th…
D 50 3⁄3 ◐ ⏳ 36 N/A N/A 12 95 —
24492
dion-hagan
A Model Context Protocol server implementation that allows AI models to interac…
D 50 4⁄3 ◐ ⏳ 41 30 N/A 42 89 —
24493
Kyungbaee
mcpforsolvedac ⚡ Claim
D 50 3⁄3 ◐ ⏳ 32 N/A N/A 21 95 —
24494
hyson666
A document knowledge base system that enables users to upload PDFs and query th…
D 50 4⁄4 ◐ ⏳ 56 31 — 27 80 —
24495
taielab
A curated collection of top-tier penetration testing tools and productivity uti…
D 50 3⁄3 ◐ ⏳ 30 N/A N/A 25 95 —
24496
philo-kim
OpenHarness ⚡ Claim
A local MCP server that discovers and shares session file paths between AI codi…
D 50 4⁄3 ◐ ⏳ 66 0 N/A 37 89 —
24497
adamamer20
Search and download academic papers from arXiv, PubMed, bioRxiv, medRxiv, Googl…
D 50 5⁄5 ◐ ⏳ 82 28 0 52 80 —
24498
daniel-was-taken
TrainerML ⚡ Claim
Advanced machine learning platform with MCP integration that enables automated …
D 50 4⁄4 ◐ ⏳ 48 43 — 23 81 —
24499
rizaqpratama
Implements a Model Context Protocol server that provides context from CucumberS…
D 50 4⁄4 ◐ ⏳ 48 46 — 19 81 —
24500
thought2code
A collection of MCP server examples developed by various Java SDKs
D 50 4⁄3 ◐ ⏳ 50 12 N/A 39 95 —
Showing 24451–24500 of 69261 servers
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