mackin 0.1.0

Shared reasoning memory for parallel multi-agent systems

Mackin (Python)

Shared reasoning memory for parallel multi-agent systems.

Install

pip install mackin

For enhanced embeddings with Anthropic API:

pip install mackin[anthropic]

Quick start

from mackin import MackinStore

memory = MackinStore(session_id="my-task")

# Agent A writes reasoning
await memory.write(
    agent="researcher",
    decision="use Q4 2024 earnings report",
    reasoning="Most recent and authoritative source",
    confidence=0.9,
    tags=["source-selection"]
)

# Agent B reads structured context
context = await memory.read(
    agent="writer",
    filter={"tags": ["source-selection"], "confidence_min": 0.8}
)

# Detect conflicts
conflicts = await memory.conflicts(topic="revenue")

# Full trace
trace = await memory.trace()

No API key required

Mackin works out of the box with local hash-based embeddings. Set ANTHROPIC_API_KEY for higher-quality semantic search via Claude embeddings.

Full documentation

See the main repository README.