neuron-explorer
Qwen3.5‑4B 전용 조향형 뉴런 탐색기, 모든 MLP 뉴런을 밀어 결과를 보관·탐색
오픈소스 LangGraph 대안으로 자체 인프라에 LangGraph 에이전트를 호스팅하고 공급자 종속 없이 바로 교체 가능합니다
Open source LangGraph platform alternative. Self-host LangGraph agents on your infrastructure. Drop-in replacement for LangGraph Platform with no vendor lock-in.
개발 도구Python · MakefileGitHub @aegra온라인운영자 미확인
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Open source alternative to LangGraph Platform (now LangSmith Deployments) - Self-hosted AI agent backend with FastAPI and PostgreSQL. Zero vendor lock-in, full control over your agent infrastructure.
저장소 README에서 가져옴
README 전체를 불러오는 중입니다.
README 전문 보기 ↗Aegra is a drop-in replacement for LangSmith Deployments. Use the same LangGraph SDK, same APIs, but run it on your own infrastructure with PostgreSQL persistence.
Works with: Agent Chat UI | LangGraph Studio | AG-UI / CopilotKit
🆕 New: Agent Protocol v2 streaming. Thread-scoped SSE with content-block events, per-subgraph lifecycle, and native human-in-the-loop resume — the wire the latest LangGraph SDKs and
useStream()target. Enabled by default. See the streaming guide.
Prerequisites: Python 3.12+, Docker (for PostgreSQL)
pip install aegra-cli
# Initialize a new project — prompts for location, template, and name
aegra init
# Follow the printed next steps:
cd <your-project>
cp .env.example .env # Add your OPENAI_API_KEY to .env
uv sync # Install dependencies
uv run aegra dev # Start PostgreSQL + dev server
Note: Always install
aegra-clidirectly — not theaegrameta-package. Theaegrapackage on PyPI is a convenience wrapper that does not support version pinning.
git clone https://github.com/aegra/aegra.git
cd aegra
cp .env.example .env
# Add your OPENAI_API_KEY to .env
docker compose up
Open http://localhost:2026/docs to explore the API.
Your existing LangGraph code works without changes:
from langgraph_sdk import get_client
client = get_client(url="http://localhost:2026")
assistant = await client.assistants.create(graph_id="agent")
thread = await client.threads.create()
async for chunk in client.runs.stream(
thread_id=thread["thread_id"],
assistant_id=assistant["assistant_id"],
input={"messages": [{"type": "human", "content": "Hello!"}]},
):
print(chunk)
Based on LangChain pricing as of February 2026. An enterprise tier with self-hosting is also available at custom pricing.
| LangSmith Deployments | Aegra | |
|---|---|---|
| Deploy agents | Local dev only (Free), paid cloud (Plus) | Free, unlimited |
| Custom auth | Not available (Free), available (Plus) | Python handlers (JWT/OAuth/Firebase) |
| Scheduled cron jobs | Not available (Free), available (Plus) | Built-in, free |
| Self-hosted | Enterprise only (license key required) | Always (Apache 2.0) |
| Own database | Managed only (Free/Plus), bring your own (Enterprise) | Bring your own Postgres |
| Tracing | LangSmith only | Any OTLP backend (Langfuse, Phoenix, etc.) |
| Data residency | LangChain cloud (Free/Plus), your infrastructure (Enterprise) | Your infrastructure |
| SDK | LangGraph SDK | Same LangGraph SDK |
SKIP LOCKED claimuseStream()aegra init # Interactive — asks for location, template, and name
aegra init ./my-agent # Create at path (still prompts for template)
aegra dev # Start development server (hot reload + auto PostgreSQL)
aegra serve # Start production server (no reload)
aegra up # Build and start all Docker services
aegra down # Stop Docker services
aegra version # Show version info
docs.aegra.dev — Full documentation with guides, API reference, and configuration.
| Topic | Description |
|---|---|
| Quickstart | Get a running server in under 5 minutes |
| Configuration | aegra.json format and all options |
| Authentication | JWT, OAuth, Firebase, or custom auth handlers |
| Worker Architecture | Redis job queue, crash recovery, horizontal scaling |
| Scheduled cron jobs | Trigger runs on a schedule with timezone support and multi-instance safe claim |
| Streaming | 8 SSE stream modes with reconnection |
| Store | Key-value and semantic search storage |
| Observability | Fan-out tracing to Langfuse, Phoenix, or any OTLP backend |
| Deployment | Docker, PaaS, and Kubernetes deployment |
| Migration | Migrate from LangSmith Deployments |
We welcome contributions! See Contributing guide and check out good first issues.
The best contribution is code, PRs, and bug reports - that's what makes open source thrive.
For those who want to support Aegra financially, whether you're using it in production or just believe in what we're building, you can become a sponsor. Sponsorships help keep development active and the project healthy.
Apache 2.0 - see LICENSE.