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axisdream

Official Python SDK for Axisdream — thin client for the Axisdream Context OS.

Published on PyPI as axisdream.

Install

pip install axisdream

Quickstart

import asyncio
import os
from axisdream import AsyncAxisdream

# Set these once in your environment, or pass them to AsyncAxisdream directly.
os.environ["AXISDREAM_API_KEY"] = "cs-YOUR_KEY"
os.environ["AXISDREAM_BASE_URL"] = "https://your-axisdream-api.example"

async def main():
    cog = AsyncAxisdream()
    space = await cog.space("my-agent")

    # Add context
    await space.add(
        path="knowledge/retry.md",
        content="# Retry Patterns\nUse exponential backoff with jitter.",
        bucket="knowledge",
        topic="retry-patterns",
        confidence=0.95,
    )

    # Search first for substantive context. Axisdream coordinates all retrieval layers.
    results = await space.retrieve(
        "retry logic",
        top_k=10,         # final accepted context chunks (maximum 20)
        query_variants=[
            {"query": "retry logic with backoff failures", "kind": "rewrite"},
            {"query": "a passage describing reliable retry behavior with backoff and jitter", "kind": "hyde"},
            {"query": "retry backoff jitter", "kind": "exact"},
        ],
    )
    for item in results.results:
        print(f"{item.file_path}: {item.score:.2f} ({item.source})")

    # Retrieve a file
    file = await space.fetch("knowledge/retry.md")
    print(file.content)

    # Inspect structure only when a path or folder is specifically needed.
    files = await space.list("knowledge")
    print(f"Files: {files.file_count}")

    # Delete
    await space.forget("knowledge/retry.md")

    await cog.aclose()

asyncio.run(main())

Sync client

from axisdream import Axisdream

with Axisdream() as cog:
    space = cog.space("my-agent")
    results = space.retrieve(
        "retry logic",
        top_k=10,
        query_variants=[
            {"query": "retry logic with backoff failures", "kind": "rewrite"},
            {"query": "a passage describing reliable retry behavior with backoff and jitter", "kind": "hyde"},
            {"query": "retry backoff jitter", "kind": "exact"},
        ],
    )
    space.add(
        path="knowledge/retry.md",
        content="# Retry Patterns\n...",
        bucket="knowledge",
        topic="retry-patterns",
    )
    space.forget("knowledge/retry.md")

API Reference

Axisdream(api_key, base_url, timeout, max_retries)

Reads AXISDREAM_API_KEY from environment if api_key is not provided. Reads AXISDREAM_BASE_URL if base_url is not provided, then falls back to http://localhost:8000 for local development.

Method Description
cog.space(name_or_id) Get a space client by name or ID
cog.list_spaces() List all your spaces

SpaceClient

Method Args Description
space.list(folder) folder="" List files in folder
space.fetch(path) path Get one file with content + metadata
space.retrieve(query, ...) see below Ranked context discovery across semantic, lexical, and relationship signals
space.add(path, content, bucket, topic, confidence, file_type, status, related, relates_to) see below Create or replace one context file
space.forget(path) path Delete one file from the space
space.get_tools() — Fetch the Platform's live MCP-compatible tool schemas

add() parameters

Param Type Required Description
path str yes File path (e.g. "knowledge/retry.md")
content str yes Markdown content
bucket str yes "knowledge", "memory", "skills", or "state"
topic str yes Category/topic
confidence float no 0.0-1.0, default 0.9
file_type str no Explicit file type override
status str no Metadata status, default active
related list[str] no Canonical related file paths
relates_to list[str] no Backward-compatible alias for related

Buckets

Bucket Use for
knowledge Knowledge the space may need again
memory What the work should carry forward
skills Reusable ways of doing work
state Current mission and compact working state such as state/mission.md and state/memory.md

Search limits

retrieve() parameters (enforced at backend). The backend automatically coordinates the available retrieval sources; these values adjust candidate coverage rather than selecting an engine:

Param Type Default Range Description
top_k int 10 1–20 Final accepted context chunks. Retrieval layers are coordinated automatically.
bucket str None "knowledge"/"memory"/"skills"/"state" Filter by bucket.
folder_path str None — Restrict to folder.
query_variants list required Exactly 3 One agent-generated {query, kind} probe for each of rewrite, exact, and hyde; the top-level query is raw.

Examples:

# Adjust coverage while keeping the backend retrieval pipeline automatic
results = await space.retrieve("query", top_k=10)

# Multi-aspect retrieval: one call, bounded and deduplicated by Axisdream
results = await space.retrieve(
    "design the onboarding modal",
    query_variants=[
        {"query": "modal composition and hierarchy", "kind": "rewrite"},
        {"query": "accessible onboarding dialog behavior", "kind": "exact"},
    ],
    top_k=10,
)

Errors

from axisdream.exceptions import AuthError, NotFoundError, RateLimitError

try:
    results = await space.retrieve("query")
except AuthError:
    print("Invalid API key")
except NotFoundError:
    print("Space not found")
except RateLimitError:
    print("Rate limited, retry later")

Local-first note

The Python SDK uses the configured hosted URL when available:

  • Base URL precedence: base_url, then AXISDREAM_BASE_URL, then http://localhost:8000
  • Space lookup accepts either a space name or a space ID

Metadata

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