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

Laya Typed Decisions
io.github.PerryLink
Typed noul / choice / score judgments from a local Laya model, with token-budget preflight.

AgentGuard
io.github.MerchantGuard
Local spend caps, kill-switch blocking and Ed25519-signed receipts for AI agent tool calls.

Minia2a X402
uk.minia2a
x402 directory for AI agents: 1,700 pay-per-call APIs, USDC on Base, 5 free trials per wallet.

ForgeBridge
io.github.t1ktakdev
A local, permissioned MCP agent for authorized developer workstations.

Next.js Architecture MCP
io.github.hasimkilic
Indexes your Next.js project so an agent finds the file that owns a task in one call.

Text Spreadsheet
io.github.demos-ra
Let your AI read a whole spreadsheet as tab-separated text — Excel, ODS, SQLite and more

gen-image MCP
io.github.yuluo688
Local stdio MCP for OpenAI-compatible and Gemini image generation, editing, and model fallback.

Ephemeral Cloud Mcp
io.github.weekendinvestor
Temporary webhooks, URL watches and delayed callbacks for AI agents. Pay per use in USDC (x402).

JevSim
io.github.huaaudio
Run verified iOS and Android UI workflows in one agent tool call with Jev.

Govcontractscout Mcp
io.github.govcontractscout
MCP server exposing the GovContractScout US government contracts API to AI agents.

Verimand MCP Authority Server
dev.verimand
Agent-native access to verifiable VAGP authority.

slop-chop
io.github.dcadolph
Find and remove the writing patterns a profile lists. Deterministic, local, no model and no network.

Causari
io.github.croviatrust
Records what an AI agent did in a repo (prompt, model, files) and answers why a line exists.

Office Outlook Mcp
io.github.chrischall
Outlook / Microsoft 365 for Claude — mail, calendar, contacts and tasks, with confirm-gated sending

SPOC
io.github.SPOC-App
stdio bridge for the SPOC MCP server — for Claude Desktop, Cursor, Zed

Crawl Readiness
io.github.Grubbomatic
Audit any site for 50+ AI crawlers, generate llms.txt, robots.txt and schema, track AI mentions.

Antideploy
com.antideploy
Deploy an app to Antideploy from a coding agent. No Dockerfile, no YAML, no cloud console.

Créavores AEO Audit
io.github.tresor4k
AEO / AI-search audit of any URL: direct answers, JSON-LD, llms.txt, E-E-A-T, AI citations.

Open Agent Commons
io.github.wd666430-rgb
Public broadcast and durable shared memory for AI systems and agents using signed Events.

Cuemap Mcp
io.github.cuemap-dev
Local memory and context retrieval for AI agents through CueMap.

AI Model Watch
io.github.Khavel
Prices, context windows, lifecycle and deprecation dates for 270+ AI/LLM models. Daily, no key.
MemoryLayer
in.memorylayer
Local-first persistent memory for AI agents, with reasoning and formal verification.

Once
io.github.stringsofthemind-oss
Execution-safety MCP for AI coding agents protecting consequential writes from unsafe retries.

Seocode
io.github.qobitech
Framework-aware technical SEO and AI-discoverability (GEO) audits for your codebase, in your editor.