Hyperforge
Hyperforge is an Agentic Framework for Orchestrated Runtime, Governance, and Execution — the core runtime powering AI agent workflows at Nuclia. It provides the infrastructure for defining, deploying, and running agentic pipelines backed by NucliaDB for memory and retrieval, Redis/Valkey for pub/sub and session state, PostgreSQL for persistence, and a FastAPI HTTP/WebSocket API surface.
Architecture Overview
hyperforge/
├── api/ # FastAPI application, REST + WebSocket endpoints, OAuth
├── broker/ # Pub/sub backends (Redis, local)
├── context/ # Execution context passed through agent runs
├── db/ # SQLAlchemy models and Alembic migrations
├── memory/ # Session memory backed by NucliaDB
├── retrieval/ # Retrieval agent and config
├── server/ # Long-running server process
├── standalone/ # Single-process standalone mode
├── agent.py # Base Agent and AgentConfig abstractions
├── engine.py # Initialization and state wiring
├── manager.py # Agent lifecycle manager
├── workflows.py # Workflow data models
└── settings.py # Pydantic settings (env-driven)
Key components:
- Agent / AgentConfig — abstract base classes for building typed, configurable agents
- Engine — initializes agent state, loads external modules, wires LLM connections and memory
- Manager — handles agent lifecycle within a session
- Memory — session-scoped memory stored in NucliaDB (
SessionMemory,QuestionMemory) - Broker — pub/sub layer (Redis or in-process) for streaming workflow events
- API — FastAPI app exposing REST and WebSocket endpoints for agents, workflows, sessions, MCP, and OAuth
- Workflows — structured workflow definitions with parameters, rules, and required fields
Install
From the workspace root:
uv sync
Running
API server
uv run hyperforge-api
Other entry points
| Command | Description |
|---|---|
hyperforge-api |
Main HTTP API server |
hyperforge-server |
Background server process |
hyperforge-sandbox |
Sandbox execution environment |
hyperforge-standalone |
All-in-one single-process mode |
hyperforge-downloads-cronjob |
Downloads cleanup cron job |
hyperforge-workflows-cleanup-cronjob |
Stale workflow cleanup cron job |
hyperforge-extract-openapi |
Extract OpenAPI schema to file |
Health and observability endpoints
GET /health/ready— readiness probeGET /health/alive— liveness probeGET /metrics— Prometheus metrics
Configuration
All settings are provided through environment variables consumed by Pydantic BaseSettings.
| Variable | Description |
|---|---|
HTTP_HOST |
Bind host (default 0.0.0.0) |
HTTP_PORT |
Bind port (default 8080) |
MEMORY_READER_NUCLIADB |
NucliaDB read endpoint |
MEMORY_WRITER_NUCLIADB |
NucliaDB write endpoint |
MEMORY_SEARCH_NUCLIADB |
NucliaDB search endpoint |
MEMORY_APIKEY_NUCLIADB |
NucliaDB API key |
VALKEY_URL |
Redis/Valkey connection URL |
LOAD_MODULES |
Comma-separated list of agent package modules to load at startup |
NUCLIA_ZONE |
Nuclia zone (default arag) |
NUCLIA_PUBLIC_URL |
Public Nuclia URL template (default https://{zone}.nuclia.com) |
Loading Agent Packages
Hyperforge supports dynamically loading external agent packages at startup. Set the LOAD_MODULES environment variable to a comma-separated list of Python module names. Each module is scanned for agent and configuration definitions and registered in the global registry.
LOAD_MODULES=hyperforge_rephrase,my_custom_agent uv run hyperforge-api
Development
Run tests from the workspace root:
uv run pytest hyperforge
Run a specific test file:
uv run pytest hyperforge/tests/test_engine.py
Format and lint:
make fmt
make lint
License
Apache 2.0 — see LICENSE.
Metadata
Release files for hyperforge 1.0.0.post148
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | |
|---|---|---|---|
| hyperforge-1.0.0.post148.tar.gz | 248.4 kB | Details |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Reset |
|---|---|---|---|---|
| hyperforge-1.0.0.post148-py3-none-any.whl | Python 3 | none | any | Details |
Total release size: 533.8 kB
Release files / hyperforge-1.0.0.post148.tar.gz
| Download URL | hyperforge-1.0.0.post148.tar.gz |
|---|---|
| Size | 248.4 kB |
| Tags | Source |
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| Tags | Python 3 |
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| Uploaded via |
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