Installation¶

AAA requires Python 3.11 or newer and is fully asynchronous (asyncio).

From PyPI¶

pip install autonomous-agent-algos            # or: uv add autonomous-agent-algos
pip install "autonomous-agent-algos[postgres,redis,mcp]"   # with optional extras (table below)

From source¶

To work on the library itself, install from the repository:

uvpip

git clone https://github.com/innerkorehq/AutonomousAgentAlgos.git
cd AutonomousAgentAlgos
uv sync

pip install "git+https://github.com/innerkorehq/AutonomousAgentAlgos.git"

The core depends only on pydantic, anyio and httpx. Everything else is an optional extra:

Extra	Installs	You need it for
`postgres`	`asyncpg`	`PostgresEventStore` and its bus backend
`redis`	`redis`	`RedisEventStore` and its bus backend
`litellm`	`litellm`	the in-process LiteLLM adapter (`provider="litellm"`)
`mem0`	`mem0ai`	`Mem0Memory` (memory)
`mcp`	`mcp`	`MCPClient`: use any MCP server's tools (MCP)
`graphiti`	`graphiti-core`	`GraphitiMemory` (also needs Neo4j, FalkorDB or Neptune)
`langgraph` / `langmem`	`langgraph` / `langmem`	`LangGraphStoreMemory`, and LangMem's tools and managers on the same store
`docs`	`mkdocs`, `mkdocs-material`, `mkdocstrings`	building this documentation

pip install "autonomous-agent-algos[postgres,redis] @ git+https://github.com/innerkorehq/AutonomousAgentAlgos.git"

SQLite persistence uses only the standard library, so it needs no extra.

Verify the install¶

Run the quickstart. It needs no API key and no network:

python examples/quickstart.py

success - 17 x 23 = 391

Running the test suite¶

uv sync                      # dev dependencies include asyncpg and redis
uv run pytest -q

The Postgres and Redis tests start throwaway servers on random ports in temporary directories, so they never touch your own databases. They need the initdb/postgres and redis-server binaries. If those are missing the corresponding tests are skipped; to use servers you already run, set AAA_TEST_POSTGRES_URL and/or AAA_TEST_REDIS_URL. On macOS with Homebrew the Postgres binaries live under /opt/homebrew/opt/postgresql@N/bin; point AAA_TEST_PG_BIN there if they are not on your PATH.

Building these docs locally¶

uv sync --extra docs
uv run mkdocs serve          # http://127.0.0.1:8000