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SKILL verified MIT Self-run

Pr Description Writer

skill-diversioteam-agent-skills-marketplace-pr-description-writer · by DiversioTeam

Generate comprehensive, reviewer-friendly PR descriptions with diagrams, structured test plans, and repo-local workflow context.

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Install

$ agentstack add skill-diversioteam-agent-skills-marketplace-pr-description-writer

✓ scanned · ✓ verified, works with Claude Code, Cursor, and more.

Security review

✓ Passed

No issues found. Passed automated security review. · v0.1.0 How review works →

  • Prompt-injection patterns
  • Secret / credential exfiltration
  • Dangerous shell & filesystem operations
  • Untrusted network calls
  • Known-malicious package signatures

What it can access

  • Network access No
  • Filesystem access No
  • Shell / process execution No
  • Environment & secrets No
  • Dynamic code execution No

From automated source analysis of v0.1.0. “Used” means the capability is present in the source — more access means more to trust, not that it’s unsafe.

View the full security report →

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Reliability & compatibility

Security review passed
0 installs to date
no reviews yet
1mo ago

Declared compatibility

Claude CodeClaude Desktop

Compatibility is declared by the source manifest. End-to-end runtime verification is coming, see below.

Preview Execution monitoring

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About

PR Description Writer Skill

When to Use This Skill

Use this Skill when:

  • Creating or updating a PR description for a feature branch.
  • The PR has multiple related changes that need clear organization.
  • You want a description that helps reviewers understand the "why" and "what"

quickly while having access to detailed context.

  • You're preparing a PR for review and want it to be self-documenting.
  • The repo has local branch, issue-linkage, or PR-readiness conventions that

should shape the PR body or creation flow.

This Skill is designed to work with any repository but is especially tuned for Django/Python backends, React frontends, and infrastructure changes.

Example Prompts

  • "Use pr-description-writer to create a PR description for my current branch."
  • "Generate a comprehensive PR description for PR #1234 using the

pr-description-writer Skill."

  • "Update the PR description for my feature branch to match our standard format."

Workflow (High Level)

  1. Gather PR, branch, and repo-local workflow context (see [references/gh-cli.md](references/gh-cli.md) for exact commands).
  2. Identify the base branch and enumerate all changes (committed + uncommitted).
  3. Write a layered, reviewer-centric PR description using the structure below.
  4. If the user wants, update/create the PR using gh (see [references/gh-cli.md](references/gh-cli.md)).

Core Principles

1. Scannable First, Detailed Second

Reviewers should understand the PR in 30 seconds from the summary, then dive deeper as needed. Structure content in layers:

  1. Summary table – Quick overview of key features (30 seconds)
  2. Visual diagrams – Understand flows without reading code (1-2 minutes)
  3. Detailed sections – Full context for each feature (as needed)
  4. Collapsible file lists – Reference without clutter

2. Visual Over Verbal

Use diagrams, tables, and structured formatting instead of prose where possible:

  • Decision trees for conditional logic
  • Flow diagrams for pipelines and processes
  • Tables for feature summaries and comparisons
  • Code blocks for commands and examples

3. Reviewer-Centric

Every section should answer a reviewer's question:

  • "What does this PR do?" → Summary
  • "Why was it done this way?" → Detailed sections with rationale
  • "What files should I focus on?" → Collapsible file lists
  • "How do I test this?" → Test commands + manual steps
  • "Are there breaking changes?" → Explicit callouts

4. Complete Picture

Never describe only the latest commit. The PR description must reflect:

  • All commits in the branch (from base to HEAD)
  • Any uncommitted changes the user plans to include
  • The cumulative effect of all changes together

5. Repo-Local Workflow First

Before writing or updating a PR, inspect the repo-local harness for workflow conventions that should shape the branch/PR presentation:

  • branch naming expectations
  • issue-linkage expectations
  • base-branch expectations
  • whether PRs should default to draft or non-draft ("Ready for review")

If a repo-local convention exists, it should win over generic defaults. If the current branch or PR state appears inconsistent with repo-local conventions, call that out clearly instead of silently normalizing it in the description text.


PR Description Structure

Section 1: Summary

Start with a 1-2 sentence high-level summary, then provide a Key Features table if the PR has 3+ distinct features:

## Summary

This PR adds [brief description of the main change].

### Key Features

| Feature | Description |
|---------|-------------|
| **Feature A** | Short description of what it does |
| **Feature B** | Short description of what it does |
| **Feature C** | Short description of what it does |

For smaller PRs (1-2 features), a bullet list is acceptable.

Section 2: Visual Diagrams

For any non-trivial flow, include a visual diagram. Choose the appropriate format based on complexity:

ASCII Art (Simple Flows)

Use for decision trees and linear flows:

````markdown

Feature Flow

First condition?
     │
    YES ──► Has prior state? ──► YES: Action A
     │                       └──► NO:  Action B
     │
    NO ───► Action C

````

Mermaid (Complex Flows)

Use for multi-step pipelines, state machines, or architectures:

````markdown

Architecture

flowchart LR
    A[Step 1] --> B[Step 2]
    B --> C{Decision}
    C -->|Yes| D[Path A]
    C -->|No| E[Path B]

````

Box Diagrams (Pipelines)

Use for showing data flow or process stages:

````markdown

Data Pipeline

┌─────────────────┐     ┌─────────────────┐     ┌─────────────────┐
│   Input Stage   │────►│  Process Stage  │────►│  Output Stage   │
│  (description)  │     │  (description)  │     │  (description)  │
└─────────────────┘     └─────────────────┘     └─────────────────┘

````

Section 3: Detailed Feature Sections

For each major feature, provide a dedicated section with:

  • What it does – Behavior description
  • Why this approach – Rationale for key decisions
  • Key implementation details – Important patterns or constraints

Use horizontal rules (---) to separate major features.

---

## Feature A: Title

Description of what this feature does and why.

Key implementation details:
- Point 1
- Point 2

---

## Feature B: Title

...

Section 4: Files Changed

Group files by category using collapsible sections:

## Files Changed

Core modules (click to expand)

- `path/to/file1.py` - Brief description
- `path/to/file2.py` - Brief description

Tests (click to expand)

- `tests/test_file1.py` - What it tests
- `tests/test_file2.py` - What it tests

Categories to consider:

  • Core modules / Services
  • API / Views / Routes
  • Models / Migrations
  • Tests
  • Configuration / Settings
  • Documentation

Section 5: How to Test

Provide both automated and manual testing instructions:

````markdown

How to Test

# Run all related tests
.bin/pytest path/to/tests/ -v

Manual Testing

  1. Test scenario A: Step-by-step instructions
  2. Test scenario B: Step-by-step instructions

````

Section 6: Breaking Changes / Notes

Always include a section for special considerations:

## Notes

- **No Migrations**: This PR has no schema changes.

Or for PRs with important notes:

## Breaking Changes

- **API Change**: The `/api/endpoint` now returns X instead of Y.
- **Config Required**: Set `NEW_ENV_VAR` before deploying.

## Deploy Steps

1. Add environment variable `NEW_VAR=value`
2. Run migrations
3. Deploy code

When to Use Each Element

| Scenario | Use | |----------|-----| | 3+ distinct features | Summary table | | Conditional logic | ASCII decision tree | | Multi-step process | Box diagram or Mermaid | | 5+ files in a category | Collapsible details | | Test commands exist | Code block with commands | | Manual testing needed | Numbered step list | | Schema changes | Explicit migration section | | Breaking changes | Dedicated callout section |


Common Patterns

Feature Flag Pattern

## Feature Flag

Controlled by `FEATURE_FLAG_NAME` (default: `False`).

When enabled:
- Behavior A
- Behavior B

When disabled:
- Falls back to original behavior

Migration Pattern

## Migrations

| Migration | Description | Reversible |
|-----------|-------------|------------|
| `0001_add_field.py` | Adds `new_field` to Model | Yes |
| `0002_backfill.py` | Backfills existing rows | Yes (data loss) |

### Rollback Plan

1. Revert code deployment
2. Run `./manage.py migrate app_name 0000_previous`

API Change Pattern

## API Changes

### New Endpoints

| Method | Path | Description |
|--------|------|-------------|
| `GET` | `/api/v2/resource` | Fetches resource with new format |

### Modified Endpoints

| Endpoint | Change |
|----------|--------|
| `GET /api/v1/old` | Now returns `new_field` in response |

### Deprecated

- `GET /api/v1/legacy` - Use `/api/v2/resource` instead

Anti-Patterns to Avoid

  1. Wall of text – Use formatting (tables, lists, diagrams) instead of

paragraphs.

  1. Vague descriptions – "Various bug fixes" tells reviewers nothing.

Be specific.

  1. Missing test instructions – Always include how to verify the changes.
  1. Buried breaking changes – Put them in a dedicated, visible section.
  1. Listing every file – Use collapsible sections and group by purpose.
  1. No visual aids for flows – If you need more than 2 sentences to explain

a flow, use a diagram.

  1. Describing only the latest commit – The PR description should cover ALL

commits and changes in the branch.


References

  • GitHub context-gathering commands (gh + git): [references/gh-cli.md](references/gh-cli.md)

Output

When this Skill generates a PR description, it should:

  1. Gather all context first using the commands above.
  2. Analyze ALL changes – not just the latest commit.
  3. Output the full markdown for the PR description.
  4. Offer to update the PR directly using gh pr edit if a PR exists, or

create one using gh pr create if not.

  1. Be ready to iterate based on user feedback.

The description should be copy-paste ready for GitHub.

Compatibility Notes

This Skill is designed to work with both Claude Code and OpenAI Codex.

  • Claude Code: install the corresponding plugin and use its slash commands (see plugins/pr-description-writer/commands/).
  • Codex: install the Skill directory and invoke name: pr-description-writer.

For installation, see this repo's README.md.

Source & license

This open-source skill is cataloged on AgentStack and links to its original source — we do not rehost the code.

Install and usage instructions live in the source repository linked above.

Reviews

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Versions

  • v0.1.0 Imported from the upstream source.