MCP Server Quality Scores

Independent quality analysis of 67226 public MCP servers

67226
Discovered
32320
Scored
2112
Verified
16953
Complete

Last updated 3 hours, 41 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◐ Assessed Scores
20751
hiphopanda
Control Windows desktop via MCP: mouse, keyboard, screenshots, clipboard, and a…
B 73 33 78 N/A N/A 34 95
20752
itu-itis22-kombak22
MCP server enabling NPS chatbot interactions, summaries, topic analysis, and ex…
B 73 33 84 N/A N/A 25 95
20753
tgf-between-your-legs
SDOF Knowledge Base Claim 1
A Model Context Protocol (MCP) server that provides persistent memory and conte…
B 73 44 100 60 38 78
20754
bierlingm
spikes Claim
UI feedback for AI-assisted building. Click elements, rate them, agents triage …
B 73 33 60 N/A N/A 80 83
20755
oregpt
Enables reading, writing, and managing Google Sheets documents with support for…
B 73 44 78 72 58 81
20756
pkotecha-eng
aria-mcp-server Claim
Clinical research MCP server for trial coordinators and life sciences teams. Re…
B 73 33 70 N/A N/A 47 95
20757
arihgoldstein
Fast Mode MCP Server Claim 1
Enables AI assistants to convert, validate, and deploy websites to the Fast Mod…
B 73 44 90 66 46 81
20758
rog0x
i18n Claim
Locale detect, translations, plurals for AI agents
B 73 33 76 N/A N/A 37 95
20759
usestring
powhttp-mcp Claim
MCP server enabling agents to debug HTTP requests better (using powhttp)
B 73 43 60 60 N/A 82 95
20760
CSOAI-ORG
meok-governance-engine-mcp MCP server by MEOK AI Labs
B 73 33 76 N/A N/A 39 95
20761
WonderCV
ClawHire MCP Claim 1
An employer-facing MCP server that enables hiring managers to post jobs, search…
B 73 44 94 75 27 80
20762
Daghis
teamcity Claim
MCP server exposing JetBrains TeamCity CI/CD workflows to AI coding assistants
B 73 43 71 71 N/A 66 83
20763
cameronrye
openzim-mcp Claim
Modern, secure MCP server for accessing ZIM format knowledge bases offline. Ena…
B 73 43 64 53 N/A 87 92
20764
ntufar
Enables Large Language Models to safely browse and interact with local file sys…
B 73 43 78 71 N/A 37 95
20765
Wolfe-Jam
claude-faf-mcp Claim
Persistent project context for Claude. IANA-registered .faf format.
B 73 43 54 61 89 95
20766
RobithYusuf
MCP Camoufox Claim
A stealth browser MCP server with 69 tools for undetectable web automation. It …
B 73 33 66 N/A N/A 54 95
20767
openkash
ABAP Accelerator Claim 2
MCP server for SAP ABAP development with 15 tools for ABAP objects, syntax, ATC…
B 73 33 69 N/A N/A 67 83
20768
daedalus
MCP server exposing MySQL database functionalities as tools
B 73 33 60 N/A N/A 67 95
20769 B 73 43 86 45 N/A 59 95
20770
Juan-Severiano
handoff-mcp Claim
Shared memory hub for LLMs to persist and share project context, enabling seaml…
B 73 33 78 N/A N/A 34 95
20771
boshyxd
robloxstudio-mcp Claim
Create agentic AI workflows in ROBLOX Studio
B 73 43 90 28 N/A 73 95
20772
LLMTooling
Provides 51 granular tools for Spotify control and data retrieval, optimized fo…
B 73 44 84 68 48 83
20773
FunplayAI
stdio bridge for the local Unity Editor MCP server from FunplayAI/funplay-unity…
B 73 33 54 N/A N/A 77 95
20774
dstrupl
vardoger Claim 1
Personalize AI coding assistants by analyzing local conversation history. Runs …
B 73 33 54 N/A N/A 74 95
20775
sharozdawa
ai-visibility Claim
Track brand visibility across ChatGPT, Perplexity, Claude, and Gemini. Visibili…
B 73 33 66 N/A N/A 57 95
20776
affaan-m
agentshield Claim
AI agent security scanner. Detect vulnerabilities in agent configurations, MCP …
B 73 43 90 30 N/A 81 90
20777
mjrestivo16
Proxmox MCP Server Claim
Enables comprehensive management of Proxmox Virtual Environment through 35 tool…
B 73 44 94 61 42 81
20778
ShunsukeHayashi
Enables complete RPG Maker MZ game development through MCP tools, including aut…
B 73 43 94 56 N/A 32 95
20779
otdavies
A local server that provides powerful code analysis and search capabilities for…
B 73 43 96 61 N/A 19 95
20780
micro-JAY
twelvelabs-mcp-server Claim 1
MCP server for ElevenLabs Conversational AI (not TwelveLabs video) — agents, KB…
B 73 33 75 N/A N/A 55 83
20781
zhowe-designs
tracklix-mcp Claim
Detects affiliate links across 13 networks and surfaces Tracklix as a free clic…
B 73 33 66 N/A N/A 55 95
20782
devlimelabs
Enable AI assistants to interact with Meilisearch through a standardized interf…
B 73 43 72 72 N/A 51 90
20783
actiontestscript
ats-mcp Claim
Test automation across web, mobile, desktop, API, and SAP GUI via ActionTestScr…
B 73 33 84 N/A N/A 27 95
20784
Hack23
Model Context Protocol Server for European Parliament Open Data Providing AI as…
B 73 43 100 11 N/A 84 92
20785
akkylab
litra-paper-search Claim 1
MCP server for Litra.ai – AI-powered academic paper search with relevance scori…
B 73 33 73 N/A N/A 59 83
20786
Sukarth
Enables AI agents to programmatically control and automate VSCode by interactin…
B 73 43 72 61 N/A 76 84
20787
szhygulin
vaultpilot-mcp Claim 3
Safety first. Hardware-verified DeFi for AI agents — designed for when the AI c…
B 73 33 84 N/A N/A 61 67
20788
bug-ops
mcpls Claim
Universal MCP to LSP bridge - expose Language Server Protocol capabilities as M…
B 73 43 60 55 N/A 87 95
20789
aj-dev-smith
Agent HQ Claim 1
A local MCP server that enables direct, persistent communication between multip…
B 73 33 86 N/A N/A 24 95
20790
attilakiss9000
ember-memory Claim
Preserves the emotional texture of human-AI conversations across sessions throu…
B 73 33 66 N/A N/A 56 95
20791
GitSulay
py-mcp-full Claim
Provides 18 tools for MacCMS spider development, including website analysis, so…
B 73 33 84 N/A N/A 27 95
20792
gzuuus
dvmcp Claim
DVMCP is a bridge implementation that connects Model Context Protocol (MCP) ser…
B 73 43 76 72 N/A 45 90
20793
gjenkins20
webmin-mcp-server Claim 2
MCP server for Webmin with 61 tools for Linux system administration: services, …
B 73 44 75 68 72 78
20794
lodordev
mcp-romm Claim 1
MCP server for [RomM](https://github.com/rommapp/romm) retro game library manag…
B 73 33 61 N/A N/A 62 95
20795
chaelynet
chainmemory Claim 1
Permanent blockchain memory for AI agents.
B 73 33 78 N/A N/A 35 95
20796
webaesbyamin
agent-receipts Claim
Cryptographic accountability for AI agents. Ed25519-signed receipts for every M…
B 73 33 54 N/A N/A 76 95
20797
shichengg
stata-mcp Claim
Controls the Stata GUI through Windows Stata Automation COM, enabling do-file m…
B 73 33 78 N/A N/A 35 95
20798
Riteshpcs1994
MCP Production Claim
A production-ready MCP server that integrates OpenAI with FastAPI and Redis to …
B 73 43 78 72 N/A 45 90
20799
danielealbano
MCP for Azure DevOps Boards is a MCP server that lets your favourite AI browse,…
B 73 43 60 70 N/A 71 95
20800
hannasdev
Writing MCP Claim
Metadata-first fiction editing and reasoning tools for long-form writing projec…
B 73 33 60 N/A N/A 84 81
Showing 20751–20800 of 67226 servers
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