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powercontext

Curated pickMaintenance: Active

oceanbase/powercontext

Not only memory but a full story

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$ dsh plugin add powercontext

1,370

stars

314

forks

Python

Language

Apache-2.0

License

2025-11-10

Created

2026-10-23

Last push

Keep decisions, constraints and handoffs outside a single conversation. The root README links a DSH integration guide but does not document DSH-specific setup commands.

DSH integration

Ecosystem-related

Author-claimed

Safety audit

Unaudited

Last verified

2026-10-23

License

Apache-2.0

01What can it help you accomplish?

02How to install into DeepSeek Harness

Prerequisites

  • Python 3.11+, Git and uv; install the Agent CLI to connect an Agent.

Installation steps

  1. 01

    Install the common service: uv tool install --force "powercontext[cli,server]==1.4.0"

  2. 02

    mkdir -p powercontext-config && cd powercontext-config

  3. 03

    powercontext config init --language en --output .env

  4. 04

    powercontext config validate --env-file .env

  5. 05

    Run powercontext server run --env-file .env and keep this terminal open.

  6. 06

    In another terminal, return to powercontext-config, load .env with set -a; . ./.env; set +a. Follow .env.next-steps.md to create and bind the chosen Scopes.

  7. 07

    For DSH, consult the README-linked docs/en/docs/integrations/dsh.md; the root README does not specify DSH plugin installation or connection commands.

Verify the integration

  • powercontext ready
  • powercontext capabilities

03DSH integration and capability boundaries

DSH integrationEcosystem-related

DeepSeek Harness appears in the community Agent integration list; DSH setup commands are not detailed in the root README.

  • Revisioned Memory

    Reusable decisions, constraints and next steps

  • Handoff workflow

    Work contract, prepared handoff, acknowledgement and task outcome

04Who is it for? When not to use it?

Good for

  • AI Agent users handing work between sessions, agents and people

Not for

  • Full memory requires separate Generation and Embedding API credentials; Basic memory supports explicit saves and recall without model APIs.
  • macOS and Linux are supported; Windows support is experimental.
  • Generated .env and .env.next-steps.md can contain credentials and must not be committed.

05Compatibility, maintenance and safety notes

  • Full memory requires separate Generation and Embedding API credentials; Basic memory supports explicit saves and recall without model APIs.
  • macOS and Linux are supported; Windows support is experimental.
  • Generated .env and .env.next-steps.md can contain credentials and must not be committed.
2025-11-102026-10-23powercontext-v1.4.0

Public GitHub repository; README claims

06Frequently asked questions

Does the root README provide DSH setup commands?

No. It lists DeepSeek Harness and links docs/en/docs/integrations/dsh.md. The shown setup codex and doctor codex commands are for Codex.

Does DSH memory require extra model API credentials?

The service has Basic memory for explicit saves and recall without model APIs. Full memory needs separate Generation and Embedding credentials; an Agent subscription does not supply them.

Can a new DSH session use a different directory as isolation?

Changing directories does not create isolation. Use the same Server and Scope in the Dashboard and Agent to continue the same work.

08Data and sources

  • Author-claimedgithub.com1da997476651…

    Codex is `official`; other maintained hosts and Python Agent frameworks are `community`; Bub is `evaluation` only.

  • Author-claimedgithub.com1da997476651…

    <a href="docs/en/docs/integrations/dsh.md">

  • Author-claimedgithub.com1da997476651…

    <b>DeepSeek Harness</b>

  • Author-claimedgithub.com1da997476651…

    powercontext setup codex --ref powercontext-v1.4.0 powercontext doctor codex

  • Author-claimedgithub.com1da997476651…

    Changing directories does not create isolation; use the same Server and Scope in the Dashboard and Agent.

This page is generated from the project’s public documentation, repository metadata and a structured parse of DSH Plugins; last verified on 2026-10-23. Found an error? Submit a correction.

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