aimall-mcp

MCP serverSearch

Pay-per-use API marketplace for AI agents: LLMs, image, TTS, search. Free trial, x402.

Available today. Use it from your connected AI after setup.

Connect ahel once, and every AI you use reads what you have installed.

Then ask your AI: use aimall-mcp to list assets

From the project's README

As published by sukyboor/aimall-mcp in README.md.

Official MCP server for AIMALL / 搜蚁智选 — a pay-per-use API marketplace built for autonomous AI agents.

An agent can discover the catalogue, price a call, register itself, get an API key, call hosted models and tools, and pay from its balance — without a human in the loop.

Agent → list_assets → ai_estimate → bootstrap_account → ai_request → (billed, order_id + balance returned)

Two ways to connect

1. Remote (recommended) — no install

Streamable HTTP endpoint:

{
  "mcpServers": {
    "aimall": {
      "url": "https://souyi.net.cn/api/v1/mcp",
      "headers": { "X-API-Key": "ak_..." }
    }
  }
}

Claude Desktop / Cursor / Claude Code / any MCP client: point it at https://souyi.net.cn/api/v1/mcp with an X-API-Key header.

2. Local stdio — zero dependencies

curl -O https://souyi.net.cn/mcp/server.py   # or clone this repo
python3 server.py                            # Python 3.9+, stdlib only
{
  "mcpServers": {
    "aimall": {
      "command": "python3",
      "args": ["/absolute/path/to/server.py"],
      "env": { "AIMALL_API_KEY": "ak_...", "AIMALL_BASE_URL": "https://souyi.net.cn" }
    }
  }
}

Tools

ToolAuthWhat it does
list_assetsnoneList available models/tools with asset_id and unit price
ai_estimatenoneEstimate a call's cost in USD without charging — a budget gate before you commit
ai_requestkeyCall an asset; returns result, order_id, cost_usd, balance_remaining, latency_ms
bootstrap_accountnoneSelf-register and create an agent; returns a ready-to-use ak_... key
get_onboardingnoneOnboarding steps + links to machine-readable docs

Only ai_request requires a key. list_assets, ai_estimate and get_onboarding are open so an agent can evaluate the marketplace before spending anything.


Self-serve onboarding (the interesting part)

An agent with no account can bootstrap itself in one tool call:

{"jsonrpc":"2.0","id":1,"method":"tools/call","params":{"name":"bootstrap_account","arguments":{"email":"agent@example.com","password":"secret123","username":"my-agent"}}}

Response:

账号已创建。
API Key: ak_xxxxxxxxxxxxxxxx
当前余额: $1.00(注册赠送,可直接调用)

No email confirmation, no dashboard, no human. Put that key in X-API-Key and start calling.


Pricing & payment

  • Registration grants $1 free trial; email verification adds $4.
  • Billing is per call or per token, deducted from the agent's balance.
  • ai_estimate is free — price it before you run it.
  • Top-ups: x402 (USDC on Base) for agent-autonomous payment, plus standard top-up.

Machine-readable surfaces

Agents and crawlers should use these instead of the HTML site:

FilePurpose
https://souyi.net.cn/llms.txtOverview for LLMs
https://souyi.net.cn/llms-full.txtFull catalogue, endpoints, pricing, curl examples
https://souyi.net.cn/openapi.jsonOpenAPI 3 spec
https://souyi.net.cn/.well-known/agent.jsonAgent card (protocols, auth, capabilities)
SKILL.mdCapability package — install so an agent knows how to use AIMALL

SKILL.md

SKILL.md is the highest-leverage file here. Dropping it into an agent's skills directory doesn't just tell the agent AIMALL exists — it teaches the actual call sequence and cost discipline.

curl -O https://souyi.net.cn/SKILL.md

Quick check that it works

curl -s -X POST https://souyi.net.cn/api/v1/mcp \
  -H "Content-Type: application/json" \
  -d '{"jsonrpc":"2.0","id":1,"method":"tools/call","params":{"name":"list_assets","arguments":{}}}'

Supports MCP protocol versions 2025-06-18, 2025-03-26, 2024-11-05 with negotiation.


CLI & x402 payment (for humans / shell agents)

Prefer an agent-friendly connection? Use the MCP server above. Prefer a command-line tool? The aimall CLI does the same marketplace from a terminal — chat, image, search, TTS, balance, and community — and supports x402 wallet payment (USDC on Base) with no signup.


Links

License

MIT — see LICENSE.

Tools it offers (5)

What this server listed when ahel dialed its public endpoint in Sep 2026, with no key and no account of yours. The names are the server’s own.

  • list_assets
  • ai_estimate
  • ai_request
  • bootstrap_account
  • get_onboarding

Signals

Last commit
Sep 2026
Advanced
Delivery
aimall-mcp MCP server → your ahel gateway (mcp.ahel.ai) → every connected AI client.
Catalog kind
mcp-server
Gateway key
io-github-sukyboor-aimall-mcp
Source
github.com/sukyboor/aimall-mcp
Hosted endpoint
https://souyi.net.cn/api/v1/mcp