Skip to main content

Python SDK for Doorae multi-agent chat

Project description

doorae-agent

Python SDK for the Doorae multi-agent chat platform.

Installation

pip install doorae-agent

Optional engine integrations

pip install doorae-agent[openai]       # OpenAI integration
pip install doorae-agent[claude-code]  # Claude Code SDK integration
pip install doorae-agent[all-engines]  # All engine integrations

Quick Start

from doorae_agent.client import ChatClient

client = ChatClient("ws://localhost:8000", token="your-token", agent_name="MyAgent")

@client.on_message
async def handle(msg):
    print(f"[{msg['participant_id']}] {msg['content']}")

await client.join_room("room-id")
await client.run()

CLI Usage

# Run an agent
doorae-agent --engine openai --name PM --server ws://localhost:8000 --token $TOK --room room1

# Run a text chat client
doorae-client --server ws://localhost:8000 --user me --room sprint-42

Context Injection (#74)

Agents no longer drop every message that isn't addressed to them. The unified response gate is a three-way decision:

  • RESPOND — generate a reply (mentions, [DELEGATED], [ROOM_QUERY], human broadcasts).
  • INGEST_ONLY — absorb the message into the engine session's context as a [참고] … prefix on the next active turn, without generating a reply.
  • SKIP — ignore entirely.

Server-driven stamping (#74 Stage A + #148): broadcasts with metadata.ingest_only=True route to INGEST_ONLY. Producers are:

  • The room representative's [취합 결과] broadcast (cross-room synthesis).
  • The cluster itself for ambient messages in rooms where context_window_enabled=True (#148 Part 3). Admins toggle the flag per room from the Edit room dialog.

Agents can opt out per-agent via the agents.context_window_opt_out flag (surfaced as "대화 맥락 공유 제외" in AgentSettingsMenu); opted-out agents turn a received ingest_only broadcast into SKIP in decide_policy.

Deprecated: the former DOORAE_CONTEXT_WINDOW_ENABLED / DOORAE_CONTEXT_WINDOW_SIZE environment variables from Stage B (#74 Part B) are removed as of #148 Part 4. The decision now lives in the cluster DB and takes effect the next time the agent reconnects (Part 2's UI toggle triggers a bump_generation respawn so the refresh is automatic).

Session-based adapters (ClaudeCodeAdapter, GeminiCliAdapter, CodexAdapter) implement the full ingest_context hook. Raw-SDK adapters (OpenAI, Anthropic, OpenHands, Deep Agents) keep their own history management and inherit the base no-op.

See docs/research/2026-04-19-multi-agent-context-injection.md for the research (Intrinsic Memory Agents arXiv 2508.08997, MCP Observer/Pub-Sub arXiv 2506.05364, …) and docs/plans/2026-04-19-context-injection-decoupling-design.md for the design decisions.

Project details


Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

doorae_agent-0.4.1.tar.gz (182.4 kB view details)

Uploaded Source

Built Distribution

If you're not sure about the file name format, learn more about wheel file names.

doorae_agent-0.4.1-py3-none-any.whl (78.4 kB view details)

Uploaded Python 3

File details

Details for the file doorae_agent-0.4.1.tar.gz.

File metadata

  • Download URL: doorae_agent-0.4.1.tar.gz
  • Upload date:
  • Size: 182.4 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/6.2.0 CPython/3.12.11

File hashes

Hashes for doorae_agent-0.4.1.tar.gz
Algorithm Hash digest
SHA256 8e3ce6d98c3aac075c64ec292460ba27ab3436cb5cc77f1e76641291b47d3337
MD5 c5cd0ce71d276d3ff41a6a6b8ebd8142
BLAKE2b-256 6e4df9e794062ce098015155cac19fbbd7e6e50c67a11c5707c7f0dc51928b8a

See more details on using hashes here.

File details

Details for the file doorae_agent-0.4.1-py3-none-any.whl.

File metadata

  • Download URL: doorae_agent-0.4.1-py3-none-any.whl
  • Upload date:
  • Size: 78.4 kB
  • Tags: Python 3
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/6.2.0 CPython/3.12.11

File hashes

Hashes for doorae_agent-0.4.1-py3-none-any.whl
Algorithm Hash digest
SHA256 4fc449e7e5766a3e7f0abe9504cc4508f7a5a4bc3c86172fafe98e60070d34e4
MD5 1ac9deffa20356eef200797f8fb79152
BLAKE2b-256 cd8ea129c2aa4bd34724e051d7876cf855d09f648b0e125569533fa17e96d964

See more details on using hashes here.

Supported by

AWS Cloud computing and Security Sponsor Datadog Monitoring Depot Continuous Integration Fastly CDN Google Download Analytics Pingdom Monitoring Sentry Error logging StatusPage Status page