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
20701
wham
Summarizes GitHub discussions, issues, and pull requests by storing data locall…
B 73 43 84 40 N/A 77 90
20702
FunplayAI
stdio bridge for the local Unity Editor MCP server from FunplayAI/funplay-unity…
B 73 33 54 N/A N/A 77 95
20703
jbeno
An MCP server that enables AI agents to create, read, edit, and manage Jupyter …
B 73 43 90 40 62 95
20704
ricardo-hdrn
mcp-await Claim
Condition watcher for AI assistants — wait for ports, files, URLs, processes, a…
B 73 43 60 75 N/A 73 87
20705
mjrestivo16
Proxmox MCP Server Claim
Enables comprehensive management of Proxmox Virtual Environment through 35 tool…
B 73 44 94 61 42 81
20706
domdomegg
google-drive-mcp Claim
MCP server for Google Drive that enables listing, searching, uploading, downloa…
B 73 43 84 70 57 75
20707
staticroostermedia-arch
Engram Claim
Headless geometric memory engine for AI agents — no Vector DB, no cloud, no API…
B 73 33 54 N/A N/A 76 95
20708
SamoraDC
tetrad Claim
Quadruple consensus MCP server for code validation using Codex, Gemini, and Qwen
B 73 43 60 70 N/A 76 90
20709
crisnahine
38 MCP tools give AI agents live Rails schema, routes, models, and conventions.
B 73 33 52 N/A N/A 79 95
20710
GeiserX
lynxprompt-mcp Claim 1
MCP server for LynxPrompt — browse, search, and manage AI configuration bluepri…
B 73 33 61 N/A N/A 78 83
20711
elevanaltd
octave-mcp Claim
MCP server for deterministic document infrastructure, enabling canonical normal…
B 73 43 60 58 85 95
20712
CSOAI-ORG
meok-governance-engine-mcp MCP server by MEOK AI Labs
B 73 33 76 N/A N/A 39 95
20713
Hack23
Model Context Protocol Server for European Parliament Open Data Providing AI as…
B 73 43 100 11 N/A 84 92
20714
AgenTeam-AI-2026
mcp-apollo Claim 1
Apollo.io MCP server. Search people, enrich contacts, find emails, research com…
B 73 33 66 N/A N/A 57 95
20715
John0n1
Bridges Ethereum JSON-RPC queries from Geth nodes to the Model Context Protocol…
B 73 44 86 58 60 81
20716
GhostyAI-HA
ERINYS Claim
Reflexive Memory for AI Agents - MCP Server. Remembers, forgets, questions, and…
B 73 33 66 N/A N/A 54 95
20717
JVitorFlow
yahoo-finance-mcp Claim 1
B 73 33 76 N/A N/A 39 95
20718
i-dot-ai
Parliament MCP Server Claim 1
An MCP server that provides tools for parliamentary research by allowing users …
B 73 44 75 65 71 82
20719
keenanpepper
glowfic-rag Claim
Provides semantic search capabilities over glowfic.com content using a pre-buil…
B 73 33 76 N/A N/A 40 95
20720
Jmeg8r
ASTGL Knowledge Claim
Search and cite ASTGL articles about MCP servers, local AI, and AI automation.
B 73 33 76 N/A N/A 37 95
20721
f
mcptools Claim
A command-line interface for interacting with MCP (Model Context Protocol) serv…
B 73 43 90 27 N/A 81 90
20722
suhailnajeeb
Enables AI assistants to interact with Obsidian vaults through direct filesyste…
B 73 43 86 63 N/A 39 92
20723
JayceeTran1995
Integrates Firecrawl web scraping capabilities, enabling web content extraction…
B 73 44 78 70 56 81
20724
Shan-Zhu
shuck-convert Claim
Convert between document formats — DOCX/PDF to Markdown, Markdown to DOCX.
B 73 33 72 N/A N/A 47 95
20725
bkauto3
conduit Claim
Headless browser with SHA-256 audit trails and Ed25519-signed proof bundles for…
B 73 43 84 46 N/A 69 91
20726
boshyxd
robloxstudio-mcp Claim
Create agentic AI workflows in ROBLOX Studio
B 73 43 90 28 N/A 73 95
20727
theblockchainbaby
Caipher MCP Claim 1
An MCP server that provides AI assistants with comprehensive access to n8n work…
B 73 44 75 68 72 78
20728
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
20729
devlimelabs
Enable AI assistants to interact with Meilisearch through a standardized interf…
B 73 43 72 72 N/A 51 90
20730
extrachatgpt-com
ananke Claim
The Visual Control Plane for MCP Servers & AI Skills.
B 73 33 60 N/A N/A 67 95
20731
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
20732
runreal
unreal-mcp Claim
MCP server for Unreal Engine that uses Unreal Python Remote Execution
B 73 43 84 48 N/A 60 95
20733
Sukarth
Enables AI agents to programmatically control and automate VSCode by interactin…
B 73 43 72 61 N/A 76 84
20734
leadpipe-com
Leadpipe MCP Claim
Provides access to Leadpipe's intent and data APIs for topic discovery, audienc…
B 73 33 72 63 83
20735
mozg31337
CloudStack MCP Server Claim 1
Enables comprehensive management of CloudStack infrastructure through natural l…
B 73 44 96 66 37 80
20736
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
20737
erikdarlingdata
Free, open-source SQL Server execution plan analyzer — cross-platform GUI + CLI…
B 73 33 58 N/A N/A 70 95
20738
Daghis
teamcity Claim
MCP server exposing JetBrains TeamCity CI/CD workflows to AI coding assistants
B 73 43 71 71 N/A 66 83
20739
zelentsov-dev
asc-mcp Claim
App Store Connect API server with 208 tools for managing apps, builds, TestFlig…
B 73 33 58 N/A N/A 69 95
20740
echojobsio
jdl-mcp-server Claim
Search 1M+ enriched job listings from 20,000+ companies. Filter by skills, sala…
B 73 33 76 55 83
20741
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
20742
F4bse-94
n8n-MCP Claim
Provides AI assistants with comprehensive access to n8n workflow automation pla…
B 73 44 96 45 69 76
20743
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
20744
browser-gateway
browser-gateway Claim
AI browser tools with Chrome CDP. Navigate, screenshot, interact. Multi-provide…
B 73 33 60 N/A N/A 83 83
20745
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
20746
O-mega-Enterprise
One API key, dozens of capabilities for your AI agent. Zero provider auth.
B 73 33 78 N/A N/A 52 83
20747
gzuuus
dvmcp Claim
DVMCP is a bridge implementation that connects Model Context Protocol (MCP) ser…
B 73 43 76 72 N/A 45 90
20748
daedalus
mcp-smart-proxy Claim 2
An MCP server that provides a smart proxy to other mcp servers
B 73 33 75 N/A N/A 41 95
20749
sam-ent
Apps Script MCP Claim
Enables users to create, manage, and execute Google Apps Script projects throug…
B 73 44 94 38 74 81
20750
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
Showing 20701–20750 of 67226 servers
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