MCP Server Quality Scores

Independent quality analysis of 66402 public MCP servers

66402
Discovered
31760
Scored
2112
Verified
16953
Complete

Last updated 50 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
3551
ddang-jung
Jenkins MCP Server Claim 1
Enables interaction with Jenkins to manage jobs, trigger builds with parameters…
B 76 55 92 66 36 76 98
3552
mcp-open-data-hk
Enables access to Hong Kong government's official open data portal (DATA.GOV.HK…
B 76 55 70 74 61 81 91
3553
MohamedElashri
An MCP server that connects LLMs to CERN GitLab to discover and analyze High En…
B 76 55 77 67 52 83 96
3554
gitmotion
ntfy-me-mcp Claim
An ntfy MCP server for sending/fetching ntfy notifications to your self-hosted …
B 76 55 72 71 67 81 89
3555
chrisgreenx-ctrl
Jules MCP Server Claim
Enables AI assistants to interact with Google's Jules coding agent API for auto…
B 76 55 86 76 35 81 92
3556
aWiseKing
SQLite MCP Server Claim
Enables AI assistants to interact with SQLite databases by executing read and w…
B 76 54 94 50 N/A 43 90 95
3557
mjbeatty89
mcp_code_executor Claim 1
B 76 54 90 56 N/A 42 88 93
3558
blue-yard
Provides access to Harmonic.ai's API for searching and retrieving detailed info…
B 76 55 96 63 28 80 100
3559
webconsulting
Node.js server implementing Model Context Protocol that enables seamless intera…
B 76 54 94 61 N/A 53 84 78
3560
boezzz
An AI-powered companion that provides access to the RideWithGPS API, allowing y…
B 76 55 80 71 42 81 99
3561
cydynamic
Enables AI agents to securely read and extract information from PDF files inclu…
B 76 55 74 68 66 81 93
3562
nicofains1
AgentWatch Claim
Multi-agent observability: cascade failure detection, heartbeats, and forensic …
B 76 54 66 72 N/A 52 92 97
3563
Kapeli
dash-mcp-server Claim
MCP server for Dash, the macOS API documentation browser. Search 200+ docsets.
B 76 54 66 65 N/A 54 95 96
3564
datalayer
jupyter-mcp-server Claim
Model Context Protocol (MCP) Server for Jupyter.
B 76 54 67 62 N/A 61 95 93
3565
Saik0s
Facilitates browser automation with custom capabilities and agent-based interac…
B 76 55 72 68 60 82 95
3566
riker-t
Enables AI assistants to access Ramp's developer documentation and API schemas …
B 76 54 92 58 N/A 23 95 97
3567
minhoyoo-iotrust
WAIaaS Claim
Self-hosted wallet-as-a-service for AI agents. 60 tools for multi-chain crypto:…
B 76 54 90 41 N/A 86 95 70
3568
nota
gyazo Claim 1
Official Model Context Protocol server for Gyazo
B 76 55 92 82 72 86 38
3569
disler
Aider MCP Server Claim
Allows Claude Code to offload AI coding tasks to Aider, reducing costs and enab…
B 76 54 92 58 N/A 29 95 91
3570
punkpeye
A simple MCP server built using FastMCP, TypeScript, ESLint, and Prettier.
B 76 55 72 100 N/A 65 95 40
3571
mvacaporale
Fetches and tracks Claude.ai usage data including session and weekly limits wit…
B 76 54 90 61 N/A 27 90 99
3572
199-mcp
mcp-kling Claim 1
🎬 The FIRST MCP server for Kling AI video generation! Generate stunning AI vide…
B 76 55 94 100 N/A 45 81 42
3573
kasanova-io
Kaspa MCP Claim
Enables users to manage Kaspa wallets, check balances, and send KAS tokens dire…
B 76 54 68 63 N/A 54 92 100
3574
Shigakuresama
Canvas MCP Server Claim 1
Provides read-only access to Canvas LMS for students to retrieve courses, assig…
B 76 55 94 67 24 83 94
3575
peakmojo
A MCP server for accessing Zoom recordings and transcripts without requiring di…
B 76 55 85 71 40 80 94
3576
florinel-chis
Provides instant, offline access to complete Shopify Liquid documentation (198 …
B 76 55 66 82 51 81 98
3577
georgeck
Fetches and processes Hacker News discussions to prepare them for Claude to gen…
B 76 55 86 100 49 83 48
3578
IncomeStreamSurfer
Enables AI assistants to maintain persistent project context across sessions by…
B 76 55 78 91 43 81 77
3579
CaesarYangs
A Model Context Protocol (MCP) server enabling LLMs to query, analyze, and inte…
B 76 54 100 41 N/A 42 95 94
3580
gitmem-dev
gitmem Claim
Persistent institutional memory for AI coding agents. Memory that compounds.
B 76 54 67 61 N/A 60 95 98
3581
easingthemes
aem-mcp-server Claim
AEM MCP server. Chat with your AEM instance for content, component, and asset o…
B 76 54 78 63 N/A 59 90 84
3582
theupriser
Traefik MCP Server Claim
Enables AI assistants to query and manage Traefik reverse proxy configurations,…
B 76 55 78 68 50 82 97
3583
freema
Firefox browser automation via WebDriver BiDi for testing, scraping, and browse…
B 76 54 90 26 N/A 86 92 92
3584
deepset-ai
hayhooks Claim
Easily deploy Haystack pipelines as REST APIs and MCP Tools.
B 76 55 90 38 N/A 82 82 93
3585
drdee
Memory MCP Claim 2
A Model Context Protocol server that allows users to store, retrieve, update, a…
B 76 55 85 100 N/A 40 90 47
3586
thebusted
Enables secure MySQL database operations through natural language with built-in…
B 76 55 84 61 54 81 97
3587
ceorkm
reactbits-mcp-server Claim 1
MCP server providing access to 135+ animated React components from ReactBits.de…
B 76 55 79 57 N/A 73 82 93
3588
ALPA-Const
Connects AI assistants to Supabase projects to manage databases, execute SQL qu…
B 76 55 84 66 60 82 82
3589
Ichigo3766
A MCP server that integrates with Stable Diffusion WebUI to provide text-to-ima…
B 76 55 81 72 45 78 96
3590
talvinder
Carrot AI PM Claim 1
Spec-driven development tool for AI coding assistants that generates specs, val…
B 76 54 84 66 N/A 55 90 76
3591
BUGG1N
Cortex MCP Server Claim
Cortex MCP provides AI agents with long-term portfolio memory by transforming p…
B 76 55 94 82 N/A 59 95 39
3592
jessebautista
MCP-openproject
B 76 66 84 76 85 28 78 94
3593
VictoriaMetrics
mcp-vmanomaly Claim 2
MCP Server for vmanomaly - VictoriaMetrics anomaly detection
B 76 54 69 66 N/A 73 83 94
3594
stevengonsalvez
A lightweight, file-based server for managing and serving personal prompt templ…
B 76 54 72 65 N/A 57 90 94
3595
JonaFly
RedNote MCP Claim
A server that enables access to Xiaohongshu (Little Red Book) content, allowing…
B 76 54 76 71 N/A 48 95 85
3596
joelmnz
Enables AI agents to save, search, and manage markdown-based research articles …
B 76 55 100 37 66 81 95
3597
proffillipesilva
Exposes a Node.js REST API for user and product management through MCP tools, a…
B 76 55 86 60 50 80 100
3598
CryptoAPIs-io
mcp-address-history Claim 3
MCP server for full transaction and token history on EVM and UTXO addresses via…
B 76 64 81 76 93 37 83 72
3599
snahrup
Enables AI assistants to interact with Microsoft Fabric and Power BI services t…
B 76 55 94 58 39 81 98
3600
PeakBI
VSCode Debug MCP Claim 1
An MCP server and VS Code extension that enables AI clients to interactively de…
B 76 54 75 61 N/A 60 95 89
Showing 3551–3600 of 66402 servers
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