AIAAM - AI as a Market

Protocol: MAI-1 | Total entries: 102 | Generated: 2026-06-25T12:35:51.494890Z

Purpose

AIAAM is a catalog of executable tools translated into the MAI-1 JSON standard. Each entry is a contract describing identity, input/output logic, trust metrics, and execution actions. Designed exclusively for consumption by autonomous AI agents.

How to use this catalog (for AI agents)

1. Fetch a tool's MAI-1 contract: GET /api/v1/tools/{aid}
2. First request is free. Returns full MAI-1 plus next_request_cost.
3. Subsequent requests require a tax_payload in POST body:
   • execution_feedback: int (HTTP status of your previous execution)
   • trend_keyword: string (your search intent)
4. Average tokens saved vs source: 4800 per request.

Catalog

• aiohttp-v1 | platform: pypi | reliability: 0.9 | source: https://pypi.org/project/aiohttp/
• apscheduler-v1 | platform: github | reliability: 0.9 | source: https://github.com/agronholm/apscheduler
• arrow-v1 | platform: github | reliability: 0.95 | source: https://github.com/apache/arrow
• asyncio-v1 | platform: pypi | reliability: 0.75 | source: https://docs.python.org/3/library/asyncio.html
• autogen-v1 | platform: github | reliability: 0.9 | source: https://github.com/microsoft/autogen
• black-v1 | platform: pypi | reliability: 0.9 | source: https://pypi.org/project/black/
• boto3-v1 | platform: pypi | reliability: 0.9 | source: https://pypi.org/project/boto3/
• celery-idempotency-v1 | platform: pypi | reliability: 0.9 | source: https://pypi.org/project/celery/
• celery-v1 | platform: github | reliability: 0.95 | source: https://github.com/celery/celery
• chroma-v1 | platform: github | reliability: 0.95 | source: https://github.com/chroma-core/chroma
• discord.py-v1 | platform: pypi | reliability: 0.75 | source: https://pypi.org/project/discord.py/
• docker-py-v1 | platform: github | reliability: 0.9 | source: https://github.com/docker/docker-py
• dspy-ai-v1 | platform: pypi | reliability: 0.9 | source: https://pypi.org/project/dspy-ai/
• firecrawl-v1 | platform: github | reliability: 0.95 | source: https://github.com/firecrawl/firecrawl
• guidance-v1 | platform: pypi | reliability: 0.9 | source: https://pypi.org/project/guidance/
• haystack-v1 | platform: github | reliability: 0.95 | source: https://github.com/deepset-ai/haystack
• huggingface_hub-v1 | platform: github | reliability: 0.85 | source: https://github.com/huggingface/huggingface_hub
• instructor-v1 | platform: pypi | reliability: 0.9 | source: https://pypi.org/project/instructor/
• langchain-v1 | platform: github | reliability: 0.95 | source: https://github.com/langchain-ai/langchain
• langfuse-python-v1 | platform: github | reliability: 0.8 | source: https://github.com/langfuse/langfuse-python
• langgraph-v1 | platform: github | reliability: 0.95 | source: https://github.com/langchain-ai/langgraph
• langsmith-sdk-v1 | platform: github | reliability: 0.8 | source: https://github.com/langchain-ai/langsmith-sdk
• letta-v1 | platform: github | reliability: 0.95 | source: https://github.com/letta-ai/letta
• litellm-v1 | platform: pypi | reliability: 0.9 | source: https://pypi.org/project/litellm/
• llama-index-v1 | platform: github | reliability: 0.95 | source: https://github.com/run-llama/llama_index
• lmstudio-js-v1 | platform: github | reliability: 0.85 | source: https://github.com/lmstudio-ai/lmstudio-js
• marvin-v1 | platform: pypi | reliability: 0.9 | source: https://pypi.org/project/marvin/
• mem0-v1 | platform: github | reliability: 0.95 | source: https://github.com/mem0ai/mem0
• microsoft-phi-3-mini-4k-instruct-v1 | platform: huggingface | reliability: 0.9 | source: https://huggingface.co/microsoft/Phi-3-mini-4k-instruct
• milvus-v1 | platform: github | reliability: 0.95 | source: https://github.com/milvus-io/milvus
• mongo-python-driver-v1 | platform: github | reliability: 0.85 | source: https://github.com/mongodb/mongo-python-driver
• motor-v1 | platform: pypi | reliability: 0.75 | source: https://pypi.org/project/motor/
• npm-anthropic-ai-sdk-v1 | platform: npm | reliability: 0.78 | source: https://www.npmjs.com/package/@anthropic-ai/sdk
• npm-openai-v1 | platform: npm | reliability: 0.97 | source: https://www.npmjs.com/package/openai
• openai-whisper-large-v3-v1 | platform: huggingface | reliability: 0.95 | source: https://huggingface.co/openai/whisper-large-v3
• openpyxl-v1 | platform: pypi | reliability: 0.75 | source: https://pypi.org/project/openpyxl/
• opentelemetry-api-v1 | platform: pypi | reliability: 0.9 | source: https://pypi.org/project/opentelemetry-api/
• outlines-v1 | platform: pypi | reliability: 0.9 | source: https://pypi.org/project/outlines/
• pillow-v1 | platform: pypi | reliability: 0.9 | source: https://pypi.org/project/pillow/
• pinecone-python-client-v1 | platform: github | reliability: 0.8 | source: https://github.com/pinecone-io/python-sdk
• playwright-v1 | platform: github | reliability: 0.95 | source: https://github.com/microsoft/playwright
• polars-v1 | platform: github | reliability: 0.95 | source: https://github.com/pola-rs/polars
• prometheus-client-v1 | platform: pypi | reliability: 0.9 | source: https://pypi.org/project/prometheus-client/
• psycopg2-binary-v1 | platform: pypi | reliability: 0.9 | source: https://pypi.org/project/psycopg2-binary/
• puppeteer-v1 | platform: github | reliability: 0.95 | source: https://github.com/puppeteer/puppeteer
• pydantic-ai-v1 | platform: github | reliability: 0.95 | source: https://github.com/pydantic/pydantic-ai
• pydantic-settings-v1 | platform: github | reliability: 0.85 | source: https://github.com/pydantic/pydantic-settings
• pypdf-v1 | platform: pypi | reliability: 0.9 | source: https://pypi.org/project/pypdf/
• pypi-aiofiles-v1 | platform: pypi | reliability: 0.85 | source: https://pypi.org/project/aiofiles/
• pypi-alembic-v1 | platform: pypi | reliability: 0.9 | source: https://pypi.org/project/alembic/
• pypi-anthropic-v1 | platform: pypi | reliability: 0.9 | source: https://pypi.org/project/anthropic/
• pypi-beautifulsoup4-v1 | platform: pypi | reliability: 0.9 | source: https://pypi.org/project/beautifulsoup4/
• pypi-browser-use-v1 | platform: pypi | reliability: 0.9 | source: https://pypi.org/project/browser-use/
• pypi-click-v1 | platform: pypi | reliability: 0.9 | source: https://pypi.org/project/click/
• pypi-crewai-v1 | platform: pypi | reliability: 0.9 | source: https://pypi.org/project/crewai/
• pypi-faiss-cpu-v1 | platform: pypi | reliability: 0.9 | source: https://pypi.org/project/faiss-cpu/
• pypi-fastapi-v1 | platform: pypi | reliability: 0.9 | source: https://pypi.org/project/fastapi/
• pypi-ffmpeg-python-v1 | platform: pypi | reliability: 0.65 | source: https://pypi.org/project/ffmpeg-python/
• pypi-google-generativeai-v1 | platform: pypi | reliability: 0.9 | source: https://pypi.org/project/google-generativeai/
• pypi-httpx-v1 | platform: pypi | reliability: 0.85 | source: https://pypi.org/project/httpx/
• pypi-jinja2-v1 | platform: pypi | reliability: 0.75 | source: https://pypi.org/project/Jinja2/
• pypi-loguru-v1 | platform: pypi | reliability: 0.75 | source: https://pypi.org/project/loguru/
• pypi-numpy-v1 | platform: pypi | reliability: 0.9 | source: https://pypi.org/project/numpy/
• pypi-ollama-v1 | platform: pypi | reliability: 0.9 | source: https://pypi.org/project/ollama/
• pypi-openai-v1 | platform: pypi | reliability: 0.9 | source: https://pypi.org/project/openai/
• pypi-pandas-v1 | platform: pypi | reliability: 0.9 | source: https://pypi.org/project/pandas/
• pypi-pyarrow-v1 | platform: pypi | reliability: 0.9 | source: https://pypi.org/project/pyarrow/
• pypi-pydantic-v1 | platform: pypi | reliability: 0.9 | source: https://pypi.org/project/pydantic/
• pypi-pyyaml-v1 | platform: pypi | reliability: 0.85 | source: https://pypi.org/project/PyYAML/
• pypi-qdrant-client-v1 | platform: pypi | reliability: 0.9 | source: https://pypi.org/project/qdrant-client/
• pypi-requests-v1 | platform: pypi | reliability: 0.9 | source: https://pypi.org/project/requests/
• pypi-selenium-v1 | platform: pypi | reliability: 0.9 | source: https://pypi.org/project/selenium/
• pypi-structlog-v1 | platform: pypi | reliability: 0.9 | source: https://pypi.org/project/structlog/
• pypi-supabase-v1 | platform: pypi | reliability: 0.9 | source: https://pypi.org/project/supabase/
• pypi-tenacity-v1 | platform: pypi | reliability: 0.9 | source: https://pypi.org/project/tenacity/
• pypi-tqdm-v1 | platform: pypi | reliability: 0.9 | source: https://pypi.org/project/tqdm/
• pypi-transformers-v1 | platform: pypi | reliability: 0.9 | source: https://pypi.org/project/transformers/
• pytest-v1 | platform: pypi | reliability: 0.9 | source: https://pypi.org/project/pytest/
• python-dotenv-v1 | platform: github | reliability: 0.9 | source: https://github.com/theskumar/python-dotenv
• qwen-qwen2-5-coder-32b-instruct-v1 | platform: huggingface | reliability: 0.85 | source: https://huggingface.co/Qwen/Qwen2.5-Coder-32B-Instruct
• qwen-qwen2.5-coder-32b-instruct-v1 | platform: huggingface | reliability: 0.9 | source: https://huggingface.co/Qwen/Qwen2.5-Coder-32B-Instruct
• redis-py-v1 | platform: github | reliability: 0.95 | source: https://github.com/redis/redis-py
• rich-v1 | platform: pypi | reliability: 0.9 | source: https://pypi.org/project/rich/
• scikit-learn-v1 | platform: pypi | reliability: 0.9 | source: https://pypi.org/project/scikit-learn/
• scipy-v1 | platform: pypi | reliability: 0.9 | source: https://pypi.org/project/scipy/
• scrapy-v1 | platform: github | reliability: 0.95 | source: https://github.com/scrapy/scrapy
• semantic-kernel-v1 | platform: pypi | reliability: 0.9 | source: https://pypi.org/project/semantic-kernel/
• sendgrid-v1 | platform: pypi | reliability: 0.85 | source: https://pypi.org/project/sendgrid/
• slack-sdk-v1 | platform: pypi | reliability: 0.9 | source: https://pypi.org/project/slack-sdk/
• smolagents-v1 | platform: github | reliability: 0.95 | source: https://github.com/huggingface/smolagents
• sqlalchemy-v1 | platform: github | reliability: 0.95 | source: https://github.com/sqlalchemy/sqlalchemy
• stabilityai-stable-diffusion-3-medium-v1 | platform: huggingface | reliability: 0.9 | source: https://huggingface.co/stabilityai/stable-diffusion-3-medium
• stripe-v1 | platform: pypi | reliability: 0.9 | source: https://pypi.org/project/stripe/
• swarm-v1 | platform: github | reliability: 0.9 | source: https://github.com/openai/swarm
• sympy-v1 | platform: pypi | reliability: 0.75 | source: https://pypi.org/project/sympy/
• tiktoken-v1 | platform: pypi | reliability: 0.9 | source: https://pypi.org/project/tiktoken/
• twilio-v1 | platform: pypi | reliability: 0.9 | source: https://pypi.org/project/twilio/
• typer-v1 | platform: pypi | reliability: 0.9 | source: https://pypi.org/project/typer/
• uvicorn-v1 | platform: github | reliability: 0.95 | source: https://github.com/Kludex/uvicorn
• weaviate-v1 | platform: github | reliability: 0.95 | source: https://github.com/weaviate/weaviate
• websockets-v1 | platform: pypi | reliability: 0.9 | source: https://pypi.org/project/websockets/
• yt-dlp-v1 | platform: github | reliability: 0.95 | source: https://github.com/yt-dlp/yt-dlp

Endpoints

• GET /api/v1/tools/{aid} — Fetch MAI-1 (first visit, no tax)
• POST /api/v1/tools/{aid} — Fetch MAI-1 (returning visit, requires tax_payload)
• GET /health — Service status

aiaam.xyz | Built by and for autonomous agents.