release

tobi/qmd · updated Apr 8, 2026

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$npx skills add https://github.com/tobi/qmd --skill release
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summary

Cut a release, validate the changelog, and ensure git hooks are installed.

skill.md

Release

Cut a release, validate the changelog, and ensure git hooks are installed.

Usage

/release 1.0.5 or /release patch (bumps patch from current version).

Process

When the user triggers /release <version>:

  1. Gather context — run skills/release/scripts/release-context.sh <version>. This silently installs git hooks and prints everything needed: version info, working directory status, commits since last release, files changed, current [Unreleased] content, and the previous release entry for style reference.

  2. Commit outstanding work — if the context shows staged, modified, or untracked files that belong in this release, commit them first. Use the /commit skill or make well-formed commits directly.

  3. Write the changelog — if [Unreleased] is empty, write it now using the commits and file changes from the context output. Follow the changelog standard below. Re-run the context script after committing if needed.

  4. Cut the release — run scripts/release.sh <version>. This renames [Unreleased][X.Y.Z] - date, inserts a fresh [Unreleased], bumps package.json, commits, and tags.

  5. Show the final changelog — print the full [Unreleased] + minor series rollup via scripts/extract-changelog.sh <version>. Ask the user to confirm before pushing.

  6. Push — after explicit confirmation, run git push origin main --tags.

  7. Watch CI — after the push, start a background dispatch to watch the publish workflow. Use interactive_shell in dispatch mode with:

    gh run watch $(gh run list --workflow=publish.yml --limit=1 --json databaseId --jq '.[0].databaseId') --exit-status
    

    The agent will be notified when CI completes and should report the result.

  8. Check dependency updates — before cutting the release, check for updates to sqlite-vec (and platform packages), node-llama-cpp, and better-sqlite3. Run pnpm outdated and report any available updates for these packages. If updates exist, bump them (pinned, no ^ ranges) and re-run tests before proceeding.

If any step fails, stop and explain. Never force-push or skip validation.

Dependency Policy

All dependencies must be pinned to exact versions (no ^ or ~ ranges). The lockfile ensures reproducible installs. When adding or updating any dependency, always use the exact version string (e.g. "3.18.1" not "^3.18.1").

Changelog Standard

The changelog lives in CHANGELOG.md and follows Keep a Changelog conventions.

Heading format

  • ## [Unreleased] — accumulates entries between releases
  • ## [X.Y.Z] - YYYY-MM-DD — released versions

Structure of a release entry

Each version entry has two parts:

1. Highlights (optional, 1-4 sentences of prose)

Immediately after the version heading, before any ### section. The elevator pitch — what would you tell someone in 30 seconds? Only for significant releases; skip for small patches.

## [1.1.0] - 2026-03-01

QMD now runs on both Node.js and Bun, with up to 2.7x faster reranking
through parallel contexts. GPU auto-detection replaces the unreliable
`gpu: "auto"` with explicit CUDA/Metal/Vulkan probing.

2. Detailed changelog (### Changes and ### Fixes)

### Changes

- Runtime: support Node.js (>=22) alongside Bun. The `qmd` wrapper
  auto-detects a suitable install via PATH. #149 (thanks @igrigorik)
- Performance: parallel embedding & reranking — up to 2.7x faster on
  multi-core machines.

### Fixes

- Prevent VRAM waste from duplicate context creation during concurrent
  `embedBatch` calls. #152 (thanks @jkrems)

Writing guidelines

  • Explain the why, not just the what. The changelog is for users.
  • Include numbers. "2.7x faster", "17x less memory".
  • Group by theme, not by file. "Performance" not "Changes to llm.ts".
  • Don't list every commit. Aggregate related changes.
  • Credit contributors: end bullets with #NNN (thanks @username) for external PRs. No need to credit the repo owner.

What not to include

  • Internal refactors with no user-visible effect
  • Dependency bumps (unless fixing a user-facing bug)
  • CI/tooling changes (unless affecting the release artifact)
  • Test additions (unless validating a fix worth mentioning)

GitHub Release Notes

Each GitHub release includes the full changelog for the minor series back to x.x.0. The scripts/extract-changelog.sh script handles this, and the publish workflow (publish.yml) calls it to populate the GitHub release.

Git Hooks

The pre-push hook (scripts/pre-push) blocks v* tag pushes unless:

  1. package.json version matches the tag
  2. CHANGELOG.md has a ## [X.Y.Z] - date entry for the version
  3. CI passed on GitHub (warns in non-interactive shells, blocks in terminals)

Hooks are installed silently by the context script. They can also be installed manually via skills/release/scripts/install-hooks.sh or automatically via bun install (prepare script).

how to use release

How to use release on Cursor

AI-first code editor with Composer

1

Prerequisites

Before installing skills in Cursor, ensure your development environment meets these requirements:

  • Cursor installed and configured on your development machine
  • Node.js version 16.0+ with npm package manager (verify with node --version)
  • Active project directory or workspace where you want to add release
2

Execute installation command

Execute the skills CLI command in your project's root directory to begin installation:

$npx skills add https://github.com/tobi/qmd --skill release

The skills CLI fetches release from GitHub repository tobi/qmd and configures it for Cursor.

3

Select Cursor when prompted

The CLI will show a list of available agents. Use arrow keys to navigate and space to select Cursor:

◆ Which agents do you want to install to?
│ ── Universal (.agents/skills) ── always included ────
│ • Amp
│ • Antigravity
│ • Cline
│ • Codex
│ ●Cursor(selected)
│ • Cursor
│ • Windsurf
4

Verify installation

Confirm successful installation by checking the skill directory location:

.cursor/skills/release

Reload or restart Cursor to activate release. Access the skill through slash commands (e.g., /release) or your agent's skill management interface.

Security & Verification Notice

We perform automated surface-level scans (Gen AI Scanner, Socket, Snyk) during installation. These checks detect common vulnerabilities but do not guarantee complete security. Always review skill source code and verify the publisher's reputation before production use.

Skills execute code in your development environment. Always verify the publisher's identity, review recent commits, and test in isolated environments before production deployment.

List & Monetize Your Skill

Submit your Claude Code skill and start earning

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Use Cases

User Story & Requirements Generation

Create detailed user stories, acceptance criteria, and feature specs

Example

Generate user stories for 'password reset feature' with acceptance criteria, edge cases, and test scenarios

Reduce spec writing time by 50%, ensure comprehensive coverage

Competitive Analysis

Research competitors, compare features, identify gaps

Example

Analyze 5 competitor products, create feature comparison matrix, suggest differentiation opportunities

Complete competitive research in 2 hours instead of 2 days

Roadmap Prioritization

Evaluate features using frameworks (RICE, ICE, Kano) and create prioritized backlogs

Example

Score 20 feature ideas using RICE framework, generate prioritized roadmap with rationale

Make data-driven prioritization decisions faster

Stakeholder Communication

Draft PRDs, status updates, and stakeholder presentations

Example

Create executive summary of Q3 roadmap, monthly progress report, feature launch announcement

Save 3-5 hours/week on communication overhead

Implementation Guide

Prerequisites

  • Claude Desktop or compatible AI client
  • Access to product documentation and roadmap tools (Jira, Notion, etc.)
  • Understanding of product management frameworks (RICE, Jobs-to-be-Done, etc.)
  • Stakeholder contact information and communication channels

Time Estimate

30-60 minutes to see productivity improvements

Installation Steps

  1. 1.Install product management skill
  2. 2.Start with user story generation for known feature
  3. 3.Progress to competitive analysis: research 2-3 competitors
  4. 4.Use for roadmap prioritization: apply RICE/ICE scoring
  5. 5.Draft stakeholder communications and refine based on feedback
  6. 6.Build template library for recurring PM tasks
  7. 7.Share effective prompts with product team

Common Pitfalls

  • Not validating competitive research—verify facts before sharing
  • Accepting user stories without involving engineering team
  • Over-relying on frameworks without qualitative judgment
  • Not customizing outputs to company culture and communication style
  • Skipping stakeholder validation of generated requirements

Best Practices

✓ Do

  • +Validate research and competitive analysis with real data
  • +Collaborate with engineering when generating technical requirements
  • +Customize frameworks and templates to your company context
  • +Use skill for first drafts, refine with stakeholder input
  • +Document successful prompt patterns for PM tasks
  • +Combine AI efficiency with human judgment and intuition

✗ Don't

  • Don't publish competitive analysis without fact-checking
  • Don't finalize user stories without engineering review
  • Don't make prioritization decisions solely on AI scoring
  • Don't skip customer validation of generated requirements
  • Don't ignore company-specific context and culture

💡 Pro Tips

  • Provide context: company goals, constraints, customer feedback
  • Ask for alternatives: 'Show 3 ways to prioritize this roadmap'
  • Request stakeholder-specific formatting: 'Executive summary vs. engineering spec'
  • Use skill for 70% generation + 30% customization to company needs

When to Use This

✓ Use When

Use for user story writing, competitive research, roadmap prioritization, stakeholder communication, and PRD drafting. Best for reducing repetitive documentation and research work.

✗ Avoid When

Avoid for strategic product vision (requires deep customer empathy), pricing decisions (needs market and financial expertise), or when face-to-face customer discovery is more valuable than speed.

Learning Path

  1. 1Basic: user stories, feature specs, status updates
  2. 2Intermediate: competitive analysis, prioritization frameworks, PRDs
  3. 3Advanced: product strategy, go-to-market planning, OKR setting
  4. 4Expert: product vision, market positioning, business model innovation

Discussion

Product Hunt–style comments (not star reviews)
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general reviews

Ratings

4.674 reviews
  • Ava Huang· Dec 28, 2024

    Solid pick for teams standardizing on skills: release is focused, and the summary matches what you get after install.

  • Hana Martinez· Dec 24, 2024

    We added release from the explainx registry; install was straightforward and the SKILL.md answered most questions upfront.

  • Ama Rahman· Dec 24, 2024

    Keeps context tight: release is the kind of skill you can hand to a new teammate without a long onboarding doc.

  • Ava Harris· Dec 20, 2024

    Registry listing for release matched our evaluation — installs cleanly and behaves as described in the markdown.

  • Maya Khanna· Dec 16, 2024

    Useful defaults in release — fewer surprises than typical one-off scripts, and it plays nicely with `npx skills` flows.

  • Isabella Chawla· Dec 12, 2024

    release is among the better-maintained entries we tried; worth keeping pinned for repeat workflows.

  • Yusuf Li· Nov 19, 2024

    I recommend release for anyone iterating fast on agent tooling; clear intent and a small, reviewable surface area.

  • Arya Thomas· Nov 15, 2024

    release fits our agent workflows well — practical, well scoped, and easy to wire into existing repos.

  • Diya Brown· Nov 15, 2024

    release has been reliable in day-to-day use. Documentation quality is above average for community skills.

  • Yusuf Wang· Nov 11, 2024

    release reduced setup friction for our internal harness; good balance of opinion and flexibility.

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