Working Backwards Coach
Coaches Amazon-style PR/FAQ, PRD, and 1-pager product docs with a hard anti-fabrication rule.
Test report
- Verdict
- Tested · Works
- Score
- Tested
- Jul 16, 2026
- Environment
- Claude Code 2.x (agent harness)
- Upstream re-checked
- Aug 10, 2026 · fe0f627
Ran a real 'should we build an AI meal-planner' 1-pager: the skill version forced a named persona, a risk-labeled assumptions table, and [RESEARCH NEEDED] placeholders instead of invented market numbers, landing on 'Investigate' with concrete next steps -- the baseline free-write just hand-waved a pros/cons list. Only knock: frontmatter says 'LICENSE.txt' but the repo file is plain 'LICENSE'.
Scored on four weighted criteria — install, triggering, output vs. baseline, docs. How scoring works
- Installs cleanly 5/5
- Triggers reliably 5/5
- Output vs. baseline 9/10
- Docs & honesty 4/5
What Working Backwards Coach does
Walks a product idea through customer-first documentation (Quick 1-Pager, PR/FAQ, or PRD), forcing a named persona, risk-labeled assumptions, and an evidence-vs-opinion split before recommending Build/Investigate/Pivot/Kill. Triggers on 'should we build', PR/FAQ, PRD, or product-validation requests; refuses to invent market sizes or competitor data, using [PLACEHOLDER]/[RESEARCH NEEDED] tags instead.
How to install Working Backwards Coach
git clone https://github.com/nwadmark/working-backwards-coach
cd working-backwards-coach
mkdir -p ~/.claude/skills
cp -r . ~/.claude/skills/working-backwards-coach
Skills live in ~/.claude/skills/ (global) or .claude/skills/
(per-project). Restart Claude Code after installing.
Commands — how to trigger Working Backwards Coach
-
/working-backwards-coachCoaches Amazon-style PR/FAQ, PRD, and 1-pager product docs with a hard anti-fabrication rule.
It also activates on plain-language prompts like these:
-
Should we build an AI meal-planning feature for our fitness app? -
Write a PR/FAQ for our new subscription tier before we commit engineering -
Help me draft a PRD for the mobile checkout redesign we're proposing
Frequently asked questions
- Is the Working Backwards Coach skill free?
- Yes. The skill itself is free from nwadmark/working-backwards-coach. SkillProof publishes the install command and an independent test verdict at no cost.
- Does Working Backwards Coach work with Claude Code?
- We tested it with Claude Code 2.x (agent harness) on Jul 16, 2026. Verdict: Tested · Works. Ran a real 'should we build an AI meal-planner' 1-pager: the skill version forced a named persona, a risk-labeled assumptions table, and [RESEARCH NEEDED] placeholders instead of invented market numbers, landing on 'Investigate' with concrete next steps -- the baseline free-write just hand-waved a pros/cons list. Only knock: frontmatter says 'LICENSE.txt' but the repo file is plain 'LICENSE'.
- What is the Working Backwards Coach SkillProof Score?
- 9.2/10 — installs cleanly 5/5, triggers reliably 5/5, output vs. baseline 9/10, docs & honesty 4/5.
- How do I install Working Backwards Coach?
- Copy the install command from this page, run it in your terminal, and restart Claude Code. Skills live in ~/.claude/skills/ (global) or .claude/skills/ inside a project.
- Can I use Working Backwards Coach with Cursor, Copilot, Gemini CLI, Codex or other AI tools?
- The SKILL.md format is native to Claude (Claude Code, Desktop, claude.ai). The instructions inside adapt to other assistants: Cursor rules, GitHub Copilot instructions, Windsurf rules, Custom GPTs, AGENTS.md for OpenAI Codex, and GEMINI.md for Google Gemini CLI — our conversion guides cover each, and the free converter on the tools page does the wrapping for you.