AI & ML MCP 服务
LLM providers, agents, models, embeddings, inference, and machine learning workflows.
Memtomem
io.github.memtomem
Markdown-first long-term memory for AI agents. Hybrid BM25 + vector search, runs locally.
A2A402 Agent Work Router
io.github.jrcumminsent
MCP server for routing useful work between autonomous agents through the A2A402 marketplace.
CTFd
io.github.MrJamescot
MCP server for CTFd v3: list challenges, submit flags, and query scoreboards via AI agents.
Tokmeter — AI Agent Usage & Cost
io.github.sriinnu
Tokens and cost for Claude Code, Codex and 14 more AI coding agents, from local session files.
isitdone
io.github.raimondasl
Make a coding agent prove it: run the repo's real tests, typecheck and lint before it says done.
LoopGrid MCP
io.github.loopgridio
MCP bridge for tamper-evident evidence around consequential AI and agent decisions.
AETRE & The Governed Agent
io.github.grayclayton
Decision-theoretic triage and fail-closed agent gating: 32 tools over stdio.
Squiggles
io.github.carldaws
Let your coding agent see the squiggles — LSP diagnostics, navigation, refactoring, and extras
SearchLink Lite
com.namubase.searchlink
Google Search Console in your AI. Local, read-only, free and open source.
Parserail Mcp
tech.thecompound
Documents to schema-valid JSON plus 38 more finished-job AI tools, on one credit wallet.
Kosha Model Discovery
io.github.sriinnu
Tells your agent which model to use and what it costs, across 45 providers and local runtimes.
Runtime Eol Deploy Block Audit
io.github.jmshinhwa
Finds the end-of-life runtimes an AI assistant still writes for you — node:20, python3.9, ubuntu-22
jev-ultrafast-mcp
io.github.jiawei686
Hand browser work off to a server-side agent: read the page as a table, act, then verify.
CRA AGENT
io.github.giupy997
Lets an agent pay for x402 APIs in USDC on Arc, under a spending policy it cannot change.
Callirra
io.github.callirra-ai
Generate AI video and images from your agent: Seedance 2.x, GPT Image 2.5, 172 prompt recipes.
Dsh Cert
io.github.PerryLink
Read-only MCP server exposing the dsh-plugin-certification registry for DeepSeek Harness plugins.
Mac Shortcuts — read your Mac from any agent
io.github.Dominic-DK
Read your Mac's Calendar, Reminders, Notes, Contacts and more via Shortcuts. Read-only, local.
Monapay Mcp
vn.monapay
MONA Pay for AI agents: create VietQR, check bank transfers, webhooks & HMAC. Vietnam bank API, VND
Compound Labs MCP
tech.thecompound
Compound Labs: eleven keyless lookups. Model pricing, dep health, stack cost, registries.
Mcp Config Audit
io.github.jmshinhwa
Audit one mcp.json for what an agent config gives away — inline API keys, unpinned npx launches, pla
Ai Model License Lint
io.github.jmshinhwa
Reads the open-weight model IDs in your code and names the licence clause that binds you - 22 rules
Ai Disclosure Lint Sb942
io.github.jmshinhwa
Finds the generative-AI code that drops the disclosures California SB 942 has required since August
Accessibility Statement Lint
io.github.jmshinhwa
Checks the accessibility statement you already published against the EU model statement and its two
cmdxray
io.github.aurelio-nakamura
Offline MCP server: explains shell commands token-by-token and flags destructive ones for AI agents.