MCP Server Quality Scores

Independent quality analysis of 66495 public MCP servers

66495
Discovered
31823
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 20 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
57651
iampopovich
Production-ready MCP server for Allure TestOps, enabling test case, launch, tes…
57652
Operamatix
A safety-gated MCP server for Zoho Books that enables AI agents to perform gene…
57653
enjoykumawat
Enables querying GitHub repos and stats, and managing DEV.to articles (list, cr…
57654
hinanyin
A TypeScript MCP server for querying React component documentation, searching a…
N/A N/A
57655
MiguelMartinezCV
Extends AI agents with tools to manage agents, query datastores, and handle CRM…
57656
knoxgraeme
Enables MCP-capable agents to retrieve relevant slices of a user-story knowledg…
57657
ftaricano
Enables AI agents to manage Trello boards, lists, cards, checklists, and worksp…
57658
hyh0620
Provides hybrid retrieval (dense + BM25 + RRF) with collection-based isolation …
N/A N/A
57659
iwamot
MCP server for generating slides from natural language, with interactive previe…
57660
codebymov
CarlaMCP Claim
Enables natural language-driven creation and execution of autonomous-vehicle sc…
N/A N/A
57661
Casperjuel
abrp-mcp Claim
An unofficial MCP server for A Better Routeplanner that enables EV route planni…
57662
birincsik-byte
Enables querying sprint board capacity and task data for a team, allowing Claud…
N/A N/A
57663
nikkoxgonzales
An MCP server that enables AI assistants to search, retrieve, and create geneal…
57664
Spacetime-Technology
safehold Claim
Local, encrypted MCP vault for passports, IDs, visas and photos. You control ac…
N/A N/A
57665
tycana
Tycana Claim
Your AI assistant is brilliant but amnesiac. Every conversation starts from zer…
N/A N/A 95
57666 N/A N/A 95
57667
Thammasok
sample-mcp Claim
A sample MCP server built with Node.js and TypeScript, demonstrating the three …
N/A N/A
57668
matematicsolutions
us-eli-mcp Claim
MCP server for the Congress.gov API that tracks US federal legislative process,…
57669
jhamman
fathom-mcp Claim
Provides AI assistants access to Fathom meeting recordings, summaries, and tran…
N/A N/A
57670
vearne
Enables large language models to remember past conversations by querying chat h…
N/A N/A
57671
MarketcheckHub
api Claim
MarketCheck automotive data: search US/UK listings, predict prices, decode VINs…
57672
TeamUnilytics
Marketing analytics MCP server with 21 tools for SEO, keyword research, backlin…
N/A N/A
57673
MuazamAbbas
A remote MCP server for expense tracking, providing tools to add, list, update,…
N/A N/A
57674
donovan-fournier
Provides chess-related tools via the Model Context Protocol, integrating with t…
N/A N/A
57675
Arkanji
Enables AI agents to read-onlyly access Metabase instances, query databases usi…
N/A N/A
57676
SARAN-KUMAR-S
Enables LLMs to dynamically search, scrape, and query official documentation of…
57677
mnemexa
Mnemexa MCP Claim
Provides persistent, self-optimizing memory for AI agents, enabling them to rem…
57678
pipeworx-io
MCP server for querying and exploring Issy-les-Moulineaux open data datasets (c…
57679
markgregg
An MCP server that indexes source code into a local database and provides tools…
N/A N/A
57680
slapglif
Enables systematic code investigation using Monte Carlo Tree Search to explore …
N/A N/A
57681
kruschdev
An advanced MCP server for reflective chain-of-thought with Semantic Plausibili…
57682
oleksii-honchar
mermaid-mcp Claim
Fast Mermaid diagram validation and rendering (PNG/SVG) using jsdom and sharp, …
57683
byadsco
Self-hosted MCP server providing secure, multi-tenant access to Meta Marketing …
57684
Karpenko-Vlad
MCP server that wraps the Proxyline proxy provider API, exposing all methods as…
57685
signalclaude
Interagent Claim
An MCP server that enables multiple Claude Code agents to communicate, share me…
N/A N/A
57686
k-krawczyk
An MCP server that lets an AI agent work with an ActiveMQ Artemis broker.
57687
woheller69
Enables on-device text translation via a local TranslateGemma LLM API, supporti…
57688
taddiemason
A Docker-based MCP bridge that enables AI agents to access ConnectWise Manage d…
57689
Pushplayhero
Coordinates Codex and Antigravity CLI for a structured software development wor…
N/A N/A
57690
nyalamrithwik-oss
Provides real-time weather data, forecasts, alerts, and location comparisons vi…
57691
centia-io
Exposes the Centia API as MCP tools generated from its OpenAPI spec, enabling n…
N/A N/A
57692
UnbearableDev
Hungarian sole-trader invoicing via Szamlazz.hu - issue, query, PDFs, VAT-ceili…
57693
deeprave
mcp-guide Claim
Enables AI agents to access and manage project guidelines, documentation, and c…
57694
SylphxAI
Evidence-first video MCP. Timeline document with ffprobe streams and subtitle c…
N/A N/A
57695
iceener
Enables AI image generation and editing using Replicate's official models like …
57696
hhx465453939
A PubMed MCP server that enables LLMs to search, retrieve details, and download…
57697
fdslk
Enables crawling WeChat Official Account articles via the mp.weixin.qq.com sear…
N/A N/A
57698
wilfoa
Multi-language MCP debugger for AI agents that supports Python, JavaScript/Type…
N/A N/A
57699
liam798
testclaw-mcp Claim
Provides a remote HTTP MCP layer for TestClaw, enabling MCP clients to interact…
57700
tak-uukti
Enables AI agents to control Linux/X11 desktops by providing tools for taking s…
N/A N/A
Showing 57651–57700 of 66495 servers