# AI use cases for DSH Plugin CC (cpj-dev/dsh-plugin-cc)

Repo: [cpj-dev/dsh-plugin-cc](https://github.com/cpj-dev/dsh-plugin-cc) | Use cases: 4 | Page: https://dedupedai.com/use-cases/cpj-dev-dsh-plugin-cc/

A Claude Code plugin that runs DeepSeek Harness (dsh) from slash commands for code review, critique, one-shot tasks, and resumable multi-turn sessions.

This file holds every use case of this repo. Each one starts with a "## " heading and ends with its URL.

- Get a read-only DeepSeek review of local changes: https://dedupedai.com/use-cases/cpj-dev-dsh-plugin-cc/second-opinion-review-of-local-changes/
- Stress-test a plan or change with a structured critique: https://dedupedai.com/use-cases/cpj-dev-dsh-plugin-cc/adversarial-critique-of-a-plan-or-change/
- Hand a coding task to DeepSeek to run in the background: https://dedupedai.com/use-cases/cpj-dev-dsh-plugin-cc/delegate-a-coding-task-to-run-in-background/
- Keep a multi-turn DeepSeek session going across runs: https://dedupedai.com/use-cases/cpj-dev-dsh-plugin-cc/continue-a-multi-turn-deepseek-session/

## How to get a read-only DeepSeek review of local changes with DSH Plugin CC

Repo: [cpj-dev/dsh-plugin-cc](https://github.com/cpj-dev/dsh-plugin-cc) | Difficulty: Intermediate | Time: 30 minutes | Basis: From the README

Install the plugin and run /dsh:review to get a read-only review of your uncommitted work from DeepSeek.

**Who it is for:** A developer in Claude Code who has finished a set of local edits and wants an independent review before committing.

**The problem:** Reviewing your own changes often misses the same issues you already overlooked while writing them.

**The outcome:** A DeepSeek review of the local changes, produced without write access to the repo.

### Steps

1. Run `/plugin marketplace add cpj-dev/dsh-plugin-cc` in Claude Code.
2. Run `/plugin install dsh@deepseek-dsh`.
3. Run `/dsh:setup` to install the pinned dsh CLI and the multi-turn cc profile.
4. Run `/dsh:review` in the repo, optionally with a focus such as `/dsh:review [focus]`.

### Prompt to paste into your agent

```text
In the cpj-dev/dsh-plugin-cc Claude Code plugin, run /dsh:review with focus set to <target area of the repo>. Return the review text DeepSeek produces. Verify that the review refers to files that actually show local changes in git status.
```

### Caveat

The plugin is POSIX only, so Windows is out of scope, and the README pins @deepseek-ai/dsh at 0.1.1-rc.2.

Disclaimer: Third-party repos we don't own or vouch for. AI-generated use cases can be wrong: review everything and run at your own risk. Full text: https://dedupedai.com/disclaimer/

URL: https://dedupedai.com/use-cases/cpj-dev-dsh-plugin-cc/second-opinion-review-of-local-changes/

## How to stress-test a plan or change with a structured critique with DSH Plugin CC

Repo: [cpj-dev/dsh-plugin-cc](https://github.com/cpj-dev/dsh-plugin-cc) | Difficulty: Intermediate | Time: 30 minutes | Basis: From the README

Use /dsh:critique to get a structured adversarial critique of a change, design, or approach from DeepSeek.

**Who it is for:** A developer or tech lead who has a proposed change or design and wants it challenged before it ships.

**The problem:** A proposal that only its author has read tends to hide weak assumptions and untested edge cases.

**The outcome:** A structured list of objections and risks from DeepSeek that the author can accept, reject, or act on.

### Steps

1. Run `/plugin marketplace add cpj-dev/dsh-plugin-cc` in Claude Code.
2. Run `/plugin install dsh@deepseek-dsh`.
3. Run `/dsh:setup` once on the machine.
4. Run `/dsh:critique [focus]` with a focus that names the part of the change to challenge.

### Prompt to paste into your agent

```text
Using the cpj-dev/dsh-plugin-cc plugin, run /dsh:critique with focus set to <the design or change to challenge>. Return the structured critique. Verify that each objection cites a specific part of the change it is about.
```

### Caveat

The README says the plugin needs a DEEPSEEK_API_KEY, and critique output is only as current as the local changes you point it at.

Disclaimer: Third-party repos we don't own or vouch for. AI-generated use cases can be wrong: review everything and run at your own risk. Full text: https://dedupedai.com/disclaimer/

URL: https://dedupedai.com/use-cases/cpj-dev-dsh-plugin-cc/adversarial-critique-of-a-plan-or-change/

## How to hand a coding task to DeepSeek to run in the background with DSH Plugin CC

Repo: [cpj-dev/dsh-plugin-cc](https://github.com/cpj-dev/dsh-plugin-cc) | Difficulty: Advanced | Time: 45 minutes | Basis: From the README

Delegate a task to DeepSeek with /dsh:delegate or /dsh:run --write --background, then check results later.

**Who it is for:** A developer who has a well-defined task such as a refactor or a set of fixes and wants to keep working while DeepSeek runs it.

**The problem:** Long coding tasks block the main session, and the developer has to wait or switch context.

**The outcome:** DeepSeek works on the task in the background, and the developer can list runs and replay the stored result.

### Steps

1. Run `/plugin marketplace add cpj-dev/dsh-plugin-cc` in Claude Code.
2. Run `/plugin install dsh@deepseek-dsh`, then `/dsh:setup`.
3. Run `/dsh:delegate <task>` for a background handoff, or `/dsh:run --write --background <task>` if you need write access. (inferred, check the README)
4. Run `/dsh:runs` to list runs, then `/dsh:show <run>` to replay the stored result. (inferred, check the README)

### Prompt to paste into your agent

```text
Using the cpj-dev/dsh-plugin-cc plugin, delegate the task <task description> with /dsh:delegate. Then run /dsh:runs and return the run identifier and status. Verify the status before reporting the result.
```

### Caveat

Permissions are fixed before launch with no mid-run approvals, so decide on --write before you start, and a stopped run is killed.

Disclaimer: Third-party repos we don't own or vouch for. AI-generated use cases can be wrong: review everything and run at your own risk. Full text: https://dedupedai.com/disclaimer/

URL: https://dedupedai.com/use-cases/cpj-dev-dsh-plugin-cc/delegate-a-coding-task-to-run-in-background/

## How to keep a multi-turn DeepSeek session going across runs with DSH Plugin CC

Repo: [cpj-dev/dsh-plugin-cc](https://github.com/cpj-dev/dsh-plugin-cc) | Difficulty: Intermediate | Time: 30 minutes | Basis: From the README

Start a session with --session and continue it with --resume so DeepSeek keeps context across several prompts.

**Who it is for:** A developer working through a problem in steps who wants DeepSeek to keep the earlier context.

**The problem:** Each fresh one-shot run starts with no memory of the previous one, so every follow-up repeats the setup.

**The outcome:** A session id that lets follow-up prompts continue the same DeepSeek conversation while the broker is running.

### Steps

1. Run `/plugin marketplace add cpj-dev/dsh-plugin-cc` in Claude Code.
2. Run `/plugin install dsh@deepseek-dsh`, then `/dsh:setup`.
3. Run `/dsh:run --session <task>` to start a session. (inferred, check the README)
4. Run `/dsh:run --resume <follow-up>` to continue it, then `/dsh:runs` to see the session. (inferred, check the README)

### Prompt to paste into your agent

```text
Using the cpj-dev/dsh-plugin-cc plugin, start a session with /dsh:run --session on the task <task>, then continue it with /dsh:run --resume on <follow-up>. Return the session identifier and the second response. Verify that the follow-up answer refers to content from the first turn.
```

### Caveat

Session ids live only as long as the broker process, and stopping a mid-turn broker run discards in-memory sessions.

Disclaimer: Third-party repos we don't own or vouch for. AI-generated use cases can be wrong: review everything and run at your own risk. Full text: https://dedupedai.com/disclaimer/

URL: https://dedupedai.com/use-cases/cpj-dev-dsh-plugin-cc/continue-a-multi-turn-deepseek-session/
