# aiaam.xyz — MAI-1 Tool Registry

> Semantic compression layer for AI tools. MAI-1 contracts let agents discover how to install and invoke libraries in a single API call — without parsing README files or relying on hallucinated documentation.

## Quick Start

```
GET https://aiaam.xyz/api/v1/tools/{aid}
GET https://aiaam.xyz/api/v1/tools?q=image+processing
GET https://aiaam.xyz/api/v1/tools/trending
MCP: https://aiaam.xyz/mcp
```

## Contract Structure (MAI-1)

Each contract has four sections:
- **aid**: unique identifier (e.g. `pypi-pandas`)
- **logic**: input_schema + output_schema
- **trust**: reliability_score + latency_ms
- **action**: install_cmd + execute_cmd

## Verified Tools

- [aiohttp-v1](https://aiaam.xyz/api/v1/tools/aiohttp-v1): `pip install aiohttp` — http · client · api · requests
- [apscheduler-v1](https://aiaam.xyz/api/v1/tools/apscheduler-v1): `pip install apscheduler` — task · scheduling · cron · jobs
- [arrow-v1](https://aiaam.xyz/api/v1/tools/arrow-v1): `pip install pyarrow` — data · format · columnar · analytics
- [asyncio-v1](https://aiaam.xyz/api/v1/tools/asyncio-v1): asyncio-v1
- [autogen-v1](https://aiaam.xyz/api/v1/tools/autogen-v1): `pip install autogen-agentchat` — llm · framework · agents · multi-agent
- [black-v1](https://aiaam.xyz/api/v1/tools/black-v1): `pip install black` — code · formatting · linting · static
- [boto3-v1](https://aiaam.xyz/api/v1/tools/boto3-v1): `pip install boto3`
- [celery-idempotency-v1](https://aiaam.xyz/api/v1/tools/celery-idempotency-v1): `pip install celery redis` — cache · database · key-value · store
- [celery-v1](https://aiaam.xyz/api/v1/tools/celery-v1): `pip install celery` — task · queue · background · jobs
- [chroma-v1](https://aiaam.xyz/api/v1/tools/chroma-v1): `pip install chromadb` — vector · database · embeddings · semantic
- [discord.py-v1](https://aiaam.xyz/api/v1/tools/discord.py-v1): `pip install discord.py`
- [docker-py-v1](https://aiaam.xyz/api/v1/tools/docker-py-v1): `pip install docker` — containerization · deployment · devops · version
- [dspy-ai-v1](https://aiaam.xyz/api/v1/tools/dspy-ai-v1): `pip install dspy-ai`
- [firecrawl-v1](https://aiaam.xyz/api/v1/tools/firecrawl-v1): `pip install firecrawl-py` — version · control · code · repository
- [guidance-v1](https://aiaam.xyz/api/v1/tools/guidance-v1): `pip install guidance`
- [haystack-v1](https://aiaam.xyz/api/v1/tools/haystack-v1): `pip install haystack-ai` — llm · framework · rag · question
- [huggingface_hub-v1](https://aiaam.xyz/api/v1/tools/huggingface_hub-v1): `pip install huggingface_hub` — machine · learning · models · transformers
- [instructor-v1](https://aiaam.xyz/api/v1/tools/instructor-v1): `pip install instructor`
- [langchain-v1](https://aiaam.xyz/api/v1/tools/langchain-v1): `pip install langchain` — llm · framework · language · model
- [langfuse-python-v1](https://aiaam.xyz/api/v1/tools/langfuse-python-v1): `pip install langfuse` — llm · observability · tracing · monitoring
- [langgraph-v1](https://aiaam.xyz/api/v1/tools/langgraph-v1): `pip install -U langgraph` — llm · framework · language · model
- [langsmith-sdk-v1](https://aiaam.xyz/api/v1/tools/langsmith-sdk-v1): `pip install -U langsmith` — llm · framework · language · model
- [letta-v1](https://aiaam.xyz/api/v1/tools/letta-v1): `npm install @letta-ai/letta-client` — llm · framework · agents · memory
- [litellm-v1](https://aiaam.xyz/api/v1/tools/litellm-v1): `pip install litellm`
- [llama-index-v1](https://aiaam.xyz/api/v1/tools/llama-index-v1): `pip install llama-index` — llm · framework · rag · retrieval
- [lmstudio-js-v1](https://aiaam.xyz/api/v1/tools/lmstudio-js-v1): `npm install @lmstudio/sdk` — llm · local · inference · server
- [marvin-v1](https://aiaam.xyz/api/v1/tools/marvin-v1): `pip install marvin`
- [mem0-v1](https://aiaam.xyz/api/v1/tools/mem0-v1): `pip install mem0ai` — version · control · code · repository
- [microsoft-phi-3-mini-4k-instruct-v1](https://aiaam.xyz/api/v1/tools/microsoft-phi-3-mini-4k-instruct-v1): `pip install transformers` — machine · learning · models · transformers
- [milvus-v1](https://aiaam.xyz/api/v1/tools/milvus-v1): `pip install -U pymilvus` — vector · database · embeddings · similarity
- [mongo-python-driver-v1](https://aiaam.xyz/api/v1/tools/mongo-python-driver-v1): `pip install pymongo` — database · nosql · document · store
- [motor-v1](https://aiaam.xyz/api/v1/tools/motor-v1): `pip install motor` — database · nosql · document · store
- [npm-anthropic-ai-sdk-v1](https://aiaam.xyz/api/v1/tools/npm-anthropic-ai-sdk-v1): `npm install @anthropic-ai/sdk` — llm · api · claude · language
- [npm-openai-v1](https://aiaam.xyz/api/v1/tools/npm-openai-v1): `npm install openai` — llm · api · gpt · language
- [openai-whisper-large-v3-v1](https://aiaam.xyz/api/v1/tools/openai-whisper-large-v3-v1): `pip install transformers` — audio · transcription · speech · to
- [openpyxl-v1](https://aiaam.xyz/api/v1/tools/openpyxl-v1): `pip install openpyxl`
- [opentelemetry-api-v1](https://aiaam.xyz/api/v1/tools/opentelemetry-api-v1): `pip install opentelemetry-api` — observability · tracing · logging · monitoring
- [outlines-v1](https://aiaam.xyz/api/v1/tools/outlines-v1): `pip install outlines`
- [pillow-v1](https://aiaam.xyz/api/v1/tools/pillow-v1): `pip install pillow`
- [pinecone-python-client-v1](https://aiaam.xyz/api/v1/tools/pinecone-python-client-v1): `pip install pinecone` — vector · database · embeddings · semantic
- [playwright-v1](https://aiaam.xyz/api/v1/tools/playwright-v1): `npm i playwright` — web · scraping · browser · automation
- [polars-v1](https://aiaam.xyz/api/v1/tools/polars-v1): `pip install polars` — data · analysis · dataframe · fast
- [prometheus-client-v1](https://aiaam.xyz/api/v1/tools/prometheus-client-v1): `pip install prometheus-client`
- [psycopg2-binary-v1](https://aiaam.xyz/api/v1/tools/psycopg2-binary-v1): `pip install psycopg2-binary`
- [puppeteer-v1](https://aiaam.xyz/api/v1/tools/puppeteer-v1): `npm i puppeteer` — version · control · code · repository
- [pydantic-ai-v1](https://aiaam.xyz/api/v1/tools/pydantic-ai-v1): `pip install pydantic-ai` — llm · framework · agents · type-safe
- [pydantic-settings-v1](https://aiaam.xyz/api/v1/tools/pydantic-settings-v1): `pip install pydantic-settings` — version · control · code · repository
- [pypdf-v1](https://aiaam.xyz/api/v1/tools/pypdf-v1): `pip install pypdf`
- [pypi-aiofiles-v1](https://aiaam.xyz/api/v1/tools/pypi-aiofiles-v1): `pip install aiofiles`
- [pypi-alembic-v1](https://aiaam.xyz/api/v1/tools/pypi-alembic-v1): `pip install alembic` — database · sql · orm · relational
- [pypi-anthropic-v1](https://aiaam.xyz/api/v1/tools/pypi-anthropic-v1): `pip install anthropic` — llm · api · claude · language
- [pypi-beautifulsoup4-v1](https://aiaam.xyz/api/v1/tools/pypi-beautifulsoup4-v1): `pip install beautifulsoup4` — web · scraping · crawler · html
- [pypi-browser-use-v1](https://aiaam.xyz/api/v1/tools/pypi-browser-use-v1): `pip install browser-use`
- [pypi-click-v1](https://aiaam.xyz/api/v1/tools/pypi-click-v1): `pip install click`
- [pypi-crewai-v1](https://aiaam.xyz/api/v1/tools/pypi-crewai-v1): `pip install crewai` — llm · framework · agents · multi-agent
- [pypi-faiss-cpu-v1](https://aiaam.xyz/api/v1/tools/pypi-faiss-cpu-v1): `pip install faiss-cpu` — vector · database · embeddings · similarity
- [pypi-fastapi-v1](https://aiaam.xyz/api/v1/tools/pypi-fastapi-v1): `pip install fastapi` — web · api · rest · server
- [pypi-ffmpeg-python-v1](https://aiaam.xyz/api/v1/tools/pypi-ffmpeg-python-v1): `pip install ffmpeg-python`
- [pypi-google-generativeai-v1](https://aiaam.xyz/api/v1/tools/pypi-google-generativeai-v1): `pip install google-generativeai`
- [pypi-httpx-v1](https://aiaam.xyz/api/v1/tools/pypi-httpx-v1): `pip install httpx` — http · client · api · requests
- [pypi-jinja2-v1](https://aiaam.xyz/api/v1/tools/pypi-jinja2-v1): `pip install jinja2`
- [pypi-loguru-v1](https://aiaam.xyz/api/v1/tools/pypi-loguru-v1): `pip install loguru`
- [pypi-numpy-v1](https://aiaam.xyz/api/v1/tools/pypi-numpy-v1): `pip install numpy` — numerical · computation · array · math
- [pypi-ollama-v1](https://aiaam.xyz/api/v1/tools/pypi-ollama-v1): `pip install ollama`
- [pypi-openai-v1](https://aiaam.xyz/api/v1/tools/pypi-openai-v1): `pip install openai` — llm · api · gpt · language
- [pypi-pandas-v1](https://aiaam.xyz/api/v1/tools/pypi-pandas-v1): `pip install pandas` — data · analysis · dataframe · tabular
- [pypi-pyarrow-v1](https://aiaam.xyz/api/v1/tools/pypi-pyarrow-v1): `pip install pyarrow` — data · format · columnar · analytics
- [pypi-pydantic-v1](https://aiaam.xyz/api/v1/tools/pypi-pydantic-v1): `pip install pydantic` — data · validation · schema · parsing
- [pypi-pyyaml-v1](https://aiaam.xyz/api/v1/tools/pypi-pyyaml-v1): `pip install pyyaml`
- [pypi-qdrant-client-v1](https://aiaam.xyz/api/v1/tools/pypi-qdrant-client-v1): `pip install qdrant-client` — vector · database · embeddings · semantic
- [pypi-requests-v1](https://aiaam.xyz/api/v1/tools/pypi-requests-v1): `pip install requests` — http · client · api · requests
- [pypi-selenium-v1](https://aiaam.xyz/api/v1/tools/pypi-selenium-v1): `pip install selenium` — web · scraping · browser · automation
- [pypi-structlog-v1](https://aiaam.xyz/api/v1/tools/pypi-structlog-v1): `pip install structlog`
- [pypi-supabase-v1](https://aiaam.xyz/api/v1/tools/pypi-supabase-v1): `pip install supabase` — database · sql · postgres · backend
- [pypi-tenacity-v1](https://aiaam.xyz/api/v1/tools/pypi-tenacity-v1): `pip install tenacity`
- [pypi-tqdm-v1](https://aiaam.xyz/api/v1/tools/pypi-tqdm-v1): `pip install tqdm`
- [pypi-transformers-v1](https://aiaam.xyz/api/v1/tools/pypi-transformers-v1): `pip install transformers` — machine · learning · models · transformers
- [pytest-v1](https://aiaam.xyz/api/v1/tools/pytest-v1): `pip install pytest` — testing · unit · test · framework
- [python-dotenv-v1](https://aiaam.xyz/api/v1/tools/python-dotenv-v1): `pip install python-dotenv` — version · control · code · repository
- [qwen-qwen2-5-coder-32b-instruct-v1](https://aiaam.xyz/api/v1/tools/qwen-qwen2-5-coder-32b-instruct-v1): `pip install transformers` — machine · learning · models · transformers
- [qwen-qwen2.5-coder-32b-instruct-v1](https://aiaam.xyz/api/v1/tools/qwen-qwen2.5-coder-32b-instruct-v1): `pip install transformers` — machine · learning · models · transformers
- [redis-py-v1](https://aiaam.xyz/api/v1/tools/redis-py-v1): `pip install redis` — cache · database · key-value · store
- [rich-v1](https://aiaam.xyz/api/v1/tools/rich-v1): `pip install rich`
- [scikit-learn-v1](https://aiaam.xyz/api/v1/tools/scikit-learn-v1): `pip install scikit-learn`
- [scipy-v1](https://aiaam.xyz/api/v1/tools/scipy-v1): `pip install scipy` — numerical · computation · array · math
- [scrapy-v1](https://aiaam.xyz/api/v1/tools/scrapy-v1): `pip install scrapy` — web · scraping · crawler · html
- [semantic-kernel-v1](https://aiaam.xyz/api/v1/tools/semantic-kernel-v1): `pip install semantic-kernel`
- [sendgrid-v1](https://aiaam.xyz/api/v1/tools/sendgrid-v1): `pip install sendgrid` — email · send · emails · transactional
- [slack-sdk-v1](https://aiaam.xyz/api/v1/tools/slack-sdk-v1): `pip install slack-sdk` — communication · messaging · team · chat
- [smolagents-v1](https://aiaam.xyz/api/v1/tools/smolagents-v1): `pip install smolagents` — llm · framework · agents · tools
- [sqlalchemy-v1](https://aiaam.xyz/api/v1/tools/sqlalchemy-v1): `pip install sqlalchemy` — database · sql · orm · relational
- [stabilityai-stable-diffusion-3-medium-v1](https://aiaam.xyz/api/v1/tools/stabilityai-stable-diffusion-3-medium-v1): `pip install diffusers transformers` — machine · learning · models · transformers
- [stripe-v1](https://aiaam.xyz/api/v1/tools/stripe-v1): `pip install stripe` — payments · billing · subscriptions · checkout
- [swarm-v1](https://aiaam.xyz/api/v1/tools/swarm-v1): `pip install openai-swarm` — llm · framework · agents · multi-agent
- [sympy-v1](https://aiaam.xyz/api/v1/tools/sympy-v1): `pip install sympy`
- [tiktoken-v1](https://aiaam.xyz/api/v1/tools/tiktoken-v1): `pip install tiktoken`
- [twilio-v1](https://aiaam.xyz/api/v1/tools/twilio-v1): `pip install twilio` — sms · messaging · communication · telephony
- [typer-v1](https://aiaam.xyz/api/v1/tools/typer-v1): `pip install typer`
- [uvicorn-v1](https://aiaam.xyz/api/v1/tools/uvicorn-v1): `pip install uvicorn` — web · server · asgi · wsgi
- [weaviate-v1](https://aiaam.xyz/api/v1/tools/weaviate-v1): `pip install -U weaviate-client` — vector · database · embeddings · semantic
- [websockets-v1](https://aiaam.xyz/api/v1/tools/websockets-v1): `pip install websockets`
- [yt-dlp-v1](https://aiaam.xyz/api/v1/tools/yt-dlp-v1): `pip install yt-dlp` — version · control · code · repository

## Optional

- [Full API docs](https://aiaam.xyz/docs): OpenAPI spec
- [MCP server](https://aiaam.xyz/mcp): tool calls via JSON-RPC 2.0
- [Agent manifest](https://aiaam.xyz/agent.json): agent discovery metadata

> Updated: 2026-06-09 · 102 verified contracts