PowerContext

Context for work that humans and agents hand off and continue.

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Work rarely ends with whoever starts it. You hand a task to an agent, the agent gets part of the way, and later you or someone else takes over. The reasoning and current state often stay behind in that conversation.

PowerContext keeps context with the work across conversations. When you return, you can see what happened and continue from the current state. A new agent can do the same.

Website · Read the documentation

Pick up where the work left off

You see the context the work needs now: confirmed decisions, constraints, progress, evidence, and next steps. You can continue from there or hand the work to another person or agent without rereading the full history.

You decide what will matter later and what needs to move with the task. PowerContext stores durable information as Memory and organizes the current objective and state into a Handoff. You can record reusable approaches as Experience or Skill. PowerContext keeps every item within the scope of the work and preserves its sources and earlier revisions.

Works with your agents

Install PowerContext 1.0.0 RC1 for pre-release testing:

uv tool install "powercontext[cli,server]==1.0.0rc1"

Start a local Server in its own terminal:

powercontext server run

The Server stores context in a local SQLite database by default.

Then set up an agent integration from the matching release. For example:

powercontext setup codex --ref powercontext-v1.0.0rc1

Keep the PowerContext tool and agent integration on the same Git ref. For master installation, other agents, and personal services, follow the Quick Start and installation guide. Python 3.11+ is required. macOS and Linux are supported; Windows support is experimental.

Codex is official; other hosts and Python Agent frameworks are community; Bub is evaluation only. These tags describe PowerContext integration maintenance and use. See the capability matrix for supported features and availability.

Codex	Claude Code	DeepSeek Harness	Hermes Agent	Pi Coding Agent	OpenClaw
OpenCode	WorkBuddy	Bub	Pydantic AI	LangChain	LangGraph

Applications can use PowerContext through the async Python client, HTTP API, MCP, or the in-process Core SDK. See the interface reference to choose an entry point.

Explore the 22 Chinese Jupyter tutorials and a complete team workflow to run Memory, context preparation, Handoff, Experience, Skill, and a real Agent step by step. The first seven tutorials need no model or API key.

What changes with PowerContext

See the methods, full results, and limitations behind these comparisons.

Build PowerContext

make install
make check
make test

See CONTRIBUTING.md for the complete development workflow.

Learn more

• Get started
• Connect Agents
• Manage context
• Deploy and operate
• Develop with APIs

PowerContext is the successor to PowerMem.

License

PowerContext is licensed under the Apache License 2.0.