AI & ML MCP 服務
LLM providers, agents, models, embeddings, inference, and machine learning workflows.

Agent Blueprint
io.github.agent-blueprint
Explore and download AI agent blueprints as Agent Skills directories for coding agents

Structured Data Validator
io.github.agenson-horrowitz
Validate, transform, and normalize structured data for AI agents.

Agent Output Guard
io.github.agenson-horrowitz
Validate and verify data from other agents before acting on it. Zero LLM costs.

Strata
io.github.agenerationforwordz-tech
Self-hosted AI memory server. Persistent memory on your hardware, not the cloud.

Aiseo Audit
io.github.agencyenterprise
Audit web pages for AI search readiness with evidence-tiered factors and pipeline-stage scores.

Copilot Datagate
io.github.afurlane
Policy-driven, read-only MCP server for safe database access from AI tools.

Songcheck Mcp
io.github.afghanfansmedia-ai
Is this song AI or human? Detect AI-generated music (Suno, Udio) from any AI agent.

Mcp Server
io.github.afferens
Real-time physical perception for AI agents — vision, spatial, acoustic, environmental

Model ID Cheatsheet
io.github.aezizhu
為助理提供目前 AI 模型 ID、價格與規格的查詢表,避免寫出過時或虛構的模型名稱。

Aeron Wallet
io.github.aeronlabs
Non-custodial agent wallet for Robinhood Chain. Pays x402 requests in USDG.

Mailappmcp
io.github.aernouddekker
MCP server for macOS Mail.app — gives Claude native email access via AppleScript

Mingle — Agent-Native Connection Protocol
io.github.aeoess
Meet the people you're looking for. Your agent composes, you approve. Nothing scores or ranks you.

Agent Passport System — Cryptographic Identity for AI Agents
io.github.aeoess
透過 152 個工具為助理提供加密代理身分、受限委派、政策執行、憑證收據以及代理間訊息傳遞。

abcop
io.github.adrianov
ABC complexity gate for AI-written code with an MCP inspection tool.

Adorbis Mcp
io.github.adorbistech
Adorbis AI MCP server. One key, 40+ models, auto-routed.

Simmer
io.github.adlai88
Trade prediction markets with AI agents — skill discovery, autoresearch, and execution.

Context Book
io.github.aditya201551
為助理提供持久、可搜尋的書籍與頁面知識庫,並透過語意搜尋依需求取用合適的上下文。

Wcag Accessibility
io.github.aditya-ariosity
A WCAG accessibility testing MCP for AI agents, Codex, Claude Code, and automated UI audits.

Tracktag Mcp
io.github.adigold
AI music analysis for agents: BPM, key, genres, moods, instruments and 35+ tags per track.

Finance Mcp
io.github.adididitagain
Live stock, crypto, SEC filings, insider trades, FX and macro data for LLM agents.

Quran Search Engine Mcp
io.github.adelpro
Quran Search Engine MCP for AI tools. Provides Quran search, Arabic normalization, and highlighting.

Robrain
io.github.adelinamart
Self-hosted decision memory for AI coding agents; warns before re-proposing a rejected approach.

macOS-only MCP server that exposes iMessage chat
io.github.adelaidasofia
macOS-only MCP server that exposes iMessage chat.db to Claude and exports per-chat history to an…

Gigamail
io.github.adecubed
Your real mailbox and calendar for your agent (M365/IMAP); a human approves every send.