MCP Server Quality Scores

Independent quality analysis of 64636 public MCP servers

64636
Discovered
30671
Scored
2112
Verified
16953
Complete

Last updated 6 hours, 57 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
37551
neuralnexustech
Cortex MCP Claim
Persistent brain, memory, loop controller, and reminder engine for AI coding ag…
N/A N/A
37552
Toconnell1976
Exposes Anthropic's Claude as 3 MCP tools (ask_claude, claude_analyze, claude_w…
81
37553
@sknellutla919
mcp-test-fucntions Claim
N/A N/A 95
37554
jleechanorg
mcp_mail Claim
A mail-like coordination layer for coding agents, providing identities, inbox/o…
37555
julianoczkowski
Secure MCP server for querying Google NotebookLM notebooks. Enables AI assistan…
N/A N/A
37556
inhoinno86-hub
MCP server for real estate checktime, providing pre/post-contract checklists, r…
37557
kripala
A standardized Model Context Protocol server for interacting with PostgreSQL da…
37558
moawizbinyamin
A comprehensive MCP server providing 21+ tools for mathematical operations, str…
N/A N/A
37559
MeenakshiGupta212000
Enables LLMs to autonomously research the web, store knowledge in a local vecto…
N/A N/A
37560
musette-cc
musette-mcp Claim
AI soigneur for cyclists: turns your Strava ride into an Ien-Vitse-validated nu…
37561
vnoiram
A stdio MCP server that controls VMware Workstation via vmrun, enabling VM life…
N/A N/A
37562
chunleiding
MCP server for Office document automation, enabling AI assistants to create, re…
N/A N/A
37563
sansong089
Enables management of RabbitMQ clusters, queues, exchanges, bindings, users, an…
N/A N/A
37564
Decodo
Enable your AI agents to scrape and parse web content dynamically, including ge…
N/A N/A 95
37565
xiaobenyang-com
temp-notes Claim
Capture quick notes in a single workspace. Read, write, and append ideas effort…
N/A N/A 95
37566
timjensgrossinger
switchyard Claim
Routes coding tasks across multiple AI CLIs (Copilot, Claude Code, Gemini, etc.…
N/A N/A
37567
dmitryborovoy-bot
A universal MCP layer for Russian-speaking America, enabling AI agents to acces…
37568
jemsbhai
MCP-Edge Claim
Enables cloud LLM agents to discover and invoke physical hardware on edge and I…
N/A N/A
37569
pwelty
Brings your Trilium Notes knowledge base into Claude Desktop, enabling full-tex…
N/A N/A
37570
tomascupr
CodexMCP Claim
A FastMCP server that wraps OpenAI Codex CLI to provide AI-powered code generat…
N/A N/A
37571
AIVA-VET
MCP server for VetSorcery — query problem lists, SOAP notes, and patient summar…
37572
hbhszy
Enables real-time web search via DeepSeek's search-enhanced dialogue, providing…
N/A N/A
37573
asgard-ai-platform
Read-only MCP server for buy123 vendor portal, enabling AI assistants to query …
N/A N/A
37574
ahmedelshazly27
Connects Claude AI with EPRI's OpenDSS power system simulator, enabling convers…
N/A N/A
37575
antonio-mello-ai
mcp-slack Claim
Enables Slack integration with tools to list channels, read messages, and post …
N/A N/A
37576
mattcrypted
Evaluates on-chain risk for Pharos agents before executing transactions, provid…
N/A N/A
37577
shiwani42
Enables AI agents to query and record SOC analyst reasoning via a knowledge gra…
37578
Hillyess
dataHill Claim
Enables interactive data analysis using a real IPython kernel with session mana…
N/A N/A
37579
KalvadTech
redmine-mcp Claim
A stateless MCP server for Redmine that allows users to interact with issues, t…
37580
mlava
Agent Ready Claim
Agent Ready is an AI agent readability scanner — point it at any public URL and…
81
37581
h4ndzdatm0ld
otg-mcp Claim
Enables interaction with Open Traffic Generators (OTG) through a standardized A…
37582
2ca3
A Model Context Protocol (MCP) server that integrates Cybozu's Garoon groupware…
N/A N/A
37583
TheLlamainator
Enables AI assistants to control Adobe After Effects for composition, layer, ef…
N/A N/A
37584
elkimek
openclaw-mcp Claim
Enables Claude Code to communicate with an OpenClaw bot via Matrix, allowing yo…
37585
axyr
MCP server for searching and analyzing Dutch case law with advanced search, fac…
37586
angrysky56
A self-improving coding agent MCP server that enables code execution, semantic …
N/A N/A
37587
yatinkoul
distill-mcp-v2 is a high-performance, network-dependency-free Python FastMCP se…
37588
FradleyJ
Enables querying a honeypot threat-intelligence database via natural language t…
37589
LovelessCodes
MCP server that exposes the Scrumwise API as tools for managing projects, backl…
37590
TaehongKim
An MCP server that integrates Scopus, Crossref, and PubMed APIs to search acade…
37591
christos
Zuplo Claim
Retrieve insurance profiles on demand to enrich customer workflows. Access up-t…
81
37592
MitchellGulledge3
Enables querying Rubrik Security Cloud protection and threat data in Microsoft …
37593
SID1ART
agentfetch Claim
An open-source web retrieval MCP server that fetches, crawls, and searches the …
N/A N/A
37594
bizopsyello
Enables interaction with Perplexity AI through MCP tools for chatting, searchin…
37595
shyamayadav154
A Node.js server that enables LLMs to inspect GraphQL schemas and retrieve info…
37596
ashtokalo
telemcp Claim
An MCP server that gives AI assistants read-only access to your personal Telegr…
37597
rocker2002
NewsIQ MCP Claim
An AI-powered news aggregator MCP server that fetches live news from multiple s…
37598
emiliosalvadorp
gcal-mcp Claim
N/A N/A 95
37599
movstox
Provides tools to start/stop time tracking, list workspaces, and view current e…
N/A N/A
37600
TG-Techie
Sends native macOS push notifications via a single MCP tool, using osascript fo…
N/A N/A
Showing 37551–37600 of 64636 servers
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