MCP Server Quality Scores

Independent quality analysis of 69261 public MCP servers

69261
Discovered
→
33926
Scored
→
2112
Verified
→
16953
Complete

Last updated 3 hours, 3 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
45501
Bariskau
weblens-mcp Claim
Enables AI agents to fetch and render web pages (including JavaScript-heavy SPA…
— ○ ⏳ — N/A N/A — — —
45502
Pls
perplexity Claim
— ○ ⏳ — N/A N/A — 95 —
45503
shade-solutions
MCP server for Bluesky/AT Protocol enabling LLM clients and agents to authentic…
— ○ ⏳ — — — — — —
45504
docaohieu2808
Engram-Mem Claim
Enables persistent memory for AI agents, combining episodic and semantic memory…
— ○ ⏳ — — — — — —
45505
spajjuri.pro
vsfclubnew5 Claim
— ○ ⏳ — N/A N/A — 95 —
45506
rechtssysteem-ai
Lekkage-vrije voorspelling van Nederlandse rechtszaken, getraind op 609.715 uit…
— ○ ⏳ — N/A N/A — — —
45507
pipeworx-io
Enables searching and retrieving detailed information about items from the Smit…
— ○ ⏳ — — — — — —
45508
MCP-Mirror
Enables direct interaction with AWS S3 buckets through the Model Context Protoc…
— ○ ⏳ — — — — 81 —
45509
Merge gates and safety checks for AI coding agents via MCP.
— ○ — N/A N/A — 81 —
45510
xbghc
MCP server that provides Semantic Scholar academic search capabilities, includi…
— ○ ⏳ — N/A N/A — — —
45511
RealEmmettS
A remote MCP server that allows trusted LLM assistants to read Google Health/Fi…
— ○ ⏳ — — — — — —
45512
louiewoof2026
MCP server for interacting with Skool.com communities, enabling community manag…
— ○ ⏳ — — — — — —
45513
JNPRAutomate
Enables remote execution of Linux commands via SSH, supporting system monitorin…
— ○ ⏳ — — — — — —
45514
adam-messinger
cashflow Claim
Personal finance ledger for AI agents — query spending, track bills, forecast c…
— ○ ⏳ — — — — — —
45515
thebtf
Enables AI coding agents to debug .NET applications with breakpoints, stepping,…
— ○ ⏳ — N/A N/A — — —
45516
claude-world
trend-pulse Claim
MCP server for trend-pulse, an agentic trend intelligence platform that fetches…
— ○ ⏳ — — — — — —
45517
charlie-818
A MCP server for tracking AI usage metrics and structured logs across applicati…
— ○ ⏳ — N/A N/A — — —
45518
Sudip-Pandit
A production-grade MCP server that enables AI assistants to securely manage hea…
— ○ ⏳ — — — — 81 —
45519
asyntheticai
Asynthetic Claim
An MCP server that gives AI coding agents verified migration maps: exactly what…
— ○ ⏳ — — — — — —
45520
iwe-org
IWE Claim
iwec gives AI agents structured access to your Markdown notes as a knowledge gr…
— ○ ⏳ — N/A N/A — — —
45521
SerifeusStudio
threlte-mcp Claim
An MCP server for inspecting and manipulating Three.js/Threlte scenes in real-t…
— ○ ⏳ — N/A N/A — — —
45522
penny4nonsense
Searches and retrieves academic papers from open access sources like arXiv, Sem…
— ○ ⏳ — — — — — —
45523
Agent-Pattern-Labs
state-trace Claim
Graph-native working memory for coding agents, providing typed memories, causal…
— ○ ⏳ — N/A N/A — — —
45524
luzzwaix
lazarus-mcp Claim
Enables automatic diagnosis, safe repair, and evidence generation for broken No…
— ○ ⏳ — N/A N/A — — —
45525
dontcrash
Exposes the UniFi Network Integration API as MCP tools, dynamically loaded from…
— ○ ⏳ — — — — — —
45526
danntking
A Model Context Protocol (MCP) server that enables AI assistants to perform com…
— ○ ⏳ — N/A N/A — — —
45527
simonwittber
unity Claim
Enables AI assistants to control the Unity Editor via MCP, allowing scene manip…
— ○ ⏳ — N/A N/A — — —
45528
JamesANZ
A Model Context Protocol (MCP) server that provides comprehensive video tools: …
— ○ ⏳ — N/A N/A — — —
45529
marcushojww
Tableau MCP Claim
Enables AI applications to interact with Tableau for querying data, exploring c…
— ○ ⏳ — N/A N/A — — —
45530
rubenzarroca
Pacioli Claim
MCP server that connects Claude Code to the Holded API for natural language fin…
— ○ ⏳ — N/A N/A — — —
45531
git-akki
Enables AI assistants to manage employee leave by checking balances, applying f…
— ○ ⏳ — N/A N/A — — —
45532
digitalpromptmarket-beep
AgentCost Claim
MCP server that analyzes AI agent session logs to find token waste and optimiza…
— ○ ⏳ — N/A N/A — — —
45533
SPerekrestova
MCP server for accessing GitHub documentation via API, allowing users to fetch …
— ○ ⏳ — — — — — —
45534
nenna-ai-GmbH
Enables querying 6,870 German federal statutes, case law, and legislative prepa…
— ○ ⏳ — — — — — —
45535
guibrazlima
MCP server for EmonCMS energy monitoring API, enabling AI assistants to query e…
— ○ ⏳ — — — — — —
45536
konsulto
MCP server that enables Claude Code to drive the Konsulto cybersecurity audit p…
— ○ ⏳ — — — — — —
45537
moremorefun
anti-search Claim
MCP server for web search and URL reading via CLIProxyAPI Antigravity backend, …
— ○ ⏳ — N/A N/A — — —
45538
P-Shreyas-Maersk
security-mcp Claim
Fetches GitHub Code Scanning alerts and applies minimal local patches to fix vu…
— ○ ⏳ — N/A N/A — — —
45539
sapientsai
Enables AI assistants to interact with Microsoft 365 services (users, mail, cal…
— ○ ⏳ — — — — — —
45540
0xJem
An authenticated Streamable HTTP bridge that wraps the local OmniFocus MCP serv…
— ○ ⏳ — N/A N/A — — —
45541
xyz50270
Enables LLMs to manage your Microsoft 365 calendar, tasks, and email via Micros…
— ○ ⏳ — N/A N/A — — —
45542
EasyDeploy-AI
A Model Context Protocol (MCP) server that exposes the EasyDeploy public REST A…
— ○ ⏳ — — — — — —
45543
luketou
Exposes a user-authenticated Microsoft 365 Copilot Chat browser session as a st…
— ○ ⏳ — — — — — —
45544
jxqxn
Captures real Godot UI screenshots and node metadata to enable a browser-annota…
— ○ ⏳ — N/A N/A — — —
45545
bambinobino
Enables AI assistants to query Norwegian tax data, submit reports, look up popu…
— ○ ⏳ — N/A N/A — — —
45546
molpass
mcp-gwansang Claim
Extracts deterministic facial features from photos locally using MediaPipe, ret…
— ○ ⏳ — N/A N/A — — —
45547
rishabhg
groww Claim
— ○ ⏳ — N/A N/A — 95 —
45548
JuanCMPDev
Mediabox MCP Claim
Self-hosted media server with AI-powered management via MCP, providing tools fo…
— ○ ⏳ — — — — — —
45549
xyj2570
xhs-mcp Claim
A lightweight MCP server that provides read-only access to Xiaohongshu (Little …
— ○ ⏳ — — — — — —
45550
hshintelligence
Made-to-order data for AI agents via x402 micropayments on Base. Describe a nee…
— ○ ⏳ — — — — — —
Showing 45501–45550 of 69261 servers
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