streamable-httpupdated 2mo ago
A machine-readable tool catalog for AI agents. Search 100+ verified tool contracts — install command, I/O schema, live reliability score — in a single call instead of parsing READMEs.
This repository was archived by its owner. It still works, but it is not receiving updates.
What can you do with aiaam?
aiaam.xyz — MAI-1 Tool Registry
A machine-readable tool catalog for AI agents. Search 100+ verified tool contracts — install command, I/O schema, live reliability score — in a single call instead of parsing READMEs.
The problem
When an AI agent needs to pick a tool ("which library do I use for web scraping?"), today it searches the web and parses README files — thousands of tokens per candidate, with no reliability data and plenty of room to hallucinate APIs.
The MAI-1 contract
MAI-1 compresses what an agent actually needs into four sections:
{
"identity": { "aid": "scrapy-v1", "version": null },
"logic": {
"input_schema": { "type": "url", "description": "URL(s) to scrape" },
"output_schema": { "type": "json", "description": "Structured extracted data" }
},
"trust": {
"reliability_score": 0.95,
"latency_ms": 100,
"status": "active"
},
"action": {
"install_cmd": "pip install scrapy",
"execute_cmd": "scrapy crawl <spider_name>",
"source_url": "https://github.com/scrapy/scrapy"
}
}
- logic — what goes in, what comes out
- trust — reliability scores computed from public repository metadata (stars, maintenance recency), recalculated regularly. No invented numbers.
- action — how to install and invoke it
Quick start — MCP (recommended)
aiaam is listed in the official MCP registry. Connect from any MCP client:
Claude Code:
claude mcp add --transport http aiaam https://aiaam.xyz/mcp
Cursor / generic MCP config:
{
"mcpServers": {
"aiaam": {
"url": "https://aiaam.xyz/mcp",
"transport": "http"
}
}
}
Available MCP tools: search_tools, get_tool, get_trending, get_api_manifest, compile_api.
Quick start — REST
# Search the catalog
curl "https://aiaam.xyz/api/v1/tools?q=web+scraping"
# Get a full contract
curl "https://aiaam.xyz/api/v1/tools/scrapy-v1"
# Trending tools
curl "https://aiaam.xyz/api/v1/tools/trending"
Machine-readable discovery endpoints:
| Path | Purpose |
|---|---|
/llms.txt |
Full catalog in llmstxt.org format |
/agent.json |
Agent discovery manifest |
/.well-known/mcp.json |
MCP server metadata |
/openapi.json |
OpenAPI schema |
Telemetry (optional, anonymous)
Contracts include a telemetry_protocol block: after using a tool, agents may POST execution feedback (HTTP status, latency). This feedback feeds the reliability scores — agents that report make the catalog more accurate for every other agent. No authentication, no tracking, entirely optional.
Philosophy
- The format spreads, not the product. MAI-1 contracts are self-contained JSON. Anyone can host them; aiaam.xyz is one registry, not a gatekeeper.
- No invented data. Reliability scores come from verifiable public metadata. Tools without verification are marked as such.
- Additive, never redirective. Integrations never replace existing documentation or workflows.
Status
Active development. Catalog: 100+ verified contracts across PyPI, GitHub, npm and Hugging Face. See /llms.txt for the live list.
Install
Add aiaam to your client. Pick the one you use.
claude mcp add --transport http aiaam https://aiaam.xyz/mcpcodex mcp add aiaam --url https://aiaam.xyz/mcp{
"mcpServers": {
"aiaam": {
"url": "https://aiaam.xyz/mcp"
}
}
}Add to `~/.cursor/mcp.json`, or `.cursor/mcp.json` for a single project.
{
"servers": {
"aiaam": {
"type": "http",
"url": "https://aiaam.xyz/mcp"
}
}
}Add to `.vscode/mcp.json` in your workspace.
{
"mcpServers": {
"aiaam": {
"url": "https://aiaam.xyz/mcp"
}
}
}Add to `claude_desktop_config.json`, then restart Claude Desktop.
{
"mcpServers": {
"aiaam": {
"serverUrl": "https://aiaam.xyz/mcp"
}
}
}Add to `~/.codeium/windsurf/mcp_config.json`.
Score
39 / 100
Incomplete
- Documentation22/25
- Maintenance11/25
- Trust6/20
- Capability0/15
- Install experience12/15
- Documents what it does and how to connect
- Has a resolvable package or endpoint
- Exposes at least one tool, prompt or resource
- README has substantive content
- Includes a code example
- Documents its configuration
- Mentions credentials or security posture
- Last commit 81 days ago
- Has a release history
- Repository is not archived
- No licence detected
- Namespace verified in the official MCP registry
- Claimed by its owner
- Published under an organisation
- 0 tool(s) documented
- Provides prompt templates
- Provides resources
- 6 documented install method(s)
- Published to a package registry
- Offers a hosted endpoint — no local install
Version history
| Versions | Published |
|---|---|
| 1.0.0Latest | Jun 10, 2026 |