hyperforge 1.0.0.post50

Agentic Framework for Orchestrated Runtime, Governance, and Execution

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 probe
• GET /health/alive — liveness probe
• GET /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.