MCP Servers
Model Context Protocol servers that give AI agents access to tools and data — sourced from the official MCP registry and ranked by GitHub stars.
Photoshop MCP server: natural-language AI photo editing in desktop Photoshop. AI orchestration.
zzop
Deterministic repository oracle for AI agents: inventory, dependency graph, frontend-backend join.
MeteoSwiss MCP Server
Swiss weather data for AI assistants — forecasts, measurements, stations, pollen.
JProfiler
Java profiling with AI agent integration. Profile CPU, memory, JDBC, HTTP and more.
io.github.ejfkdev/zread-mcp
Zread.ai MCP Server - 连接 zread.ai 文档平台的 MCP 服务器，让 AI 助手能够阅读 GitHub 仓库文档、搜索代码、与仓库 AI 对话。
BrandKit MCP
Brand atomic system over MCP: verbal, visual, motion, tokens, and a magic_trick taste primer.
Memory Fabric
File-first, local-first MCP memory for AI coding assistants: Markdown + YAML, no vector DB.
io.github.elestirelbilinc-sketch/vap-e
AI image, video & music generation. Flux, Veo 3.1, Suno V5. Free tier included.
MCP for kie.ai: 45+ image, 70+ video, 20+ audio models with model intelligence
n8n Manager MCP
MCP server for n8n workflow management -- view, create, sync and manage workflows via AI.
Emilia Protocol
Exact-action approval for consequential agent actions: request, track, and verify signed receipts.
Cut vision-LLM token costs by snapping images to tile boundaries — Claude, GPT, Gemini, Llama, Qwen
Sanction
The wallet an AI agent carries — mandate, budget, vault, and audit. Counterparties verify first.
Liquid
Connect your AI agent to anything — APIs, databases, and agents; read and write, auto-discovered.
Intelligent ArcGIS content search. Works with Online/Enterprise. Requires user credentials.
AI-powered Excel translation preserving formatting, formulas, and data integrity.
OctoWatch DLP
Read-only OctoWatch DLP Cloud MCP: risks, idle time, productivity, monitoring.
Local file tools for agents: documents, PDFs, images, QR codes. Nothing is uploaded.
Nuzo Memory
Local-first, auditable memory for MCP-compatible AI agents with explicit writes and SQLite storage.
Toxicity, sentiment, NER, PII detection, and language identification tools
Pronunciation scoring, speech-to-text, and text-to-speech for language learning
MaxStat MCP
Search 408K+ MAX channels and 86M+ posts; metrics, reactions, forwards, webhooks and usage.
Create AI surveys with dynamic follow-up probing directly from your AI assistant.
Viajante
Flight and hotel search for the terminal, Python, and AI assistants.
Open Economics
Discover, resolve, and query official Brazilian economic data with semantic search and provenance.
SpendShield
Authorization layer between AI agents and money: ALLOW/APPROVAL/DENY, budgets, audit.
LLM Preflight
Local, cross-provider preflight checks for LLM integration changes.