Windsurf + Aider targets, MCP server, and demo placement (#33)
Broadens both reach (more tools) and content types (an MCP server), continuing the multi-platform story. Windsurf + Aider: - build-exports.mjs gains two platforms: exports/windsurf/*.md (workspace rules, trigger: model_decision) and exports/aider/*.md (conventions for `aider --read`). Now 5 platforms (ChatGPT, Gemini, Cursor, Windsurf, Aider). - install.sh + bin/cli.mjs install both (windsurf -> .windsurf/rules, aider -> .aider/skills with a --read hint); generated README index is excluded from copies. - One-line windsurf-install.sh / aider-install.sh wrappers for parity. MCP server (new content type): - mcp/server.mjs — zero-dependency stdio MCP server exposing list_skills, search_skills, get_skill. Published as a second bin (pm-claude-skills-mcp). Logs to stderr; reads bundled skills/ at startup. mcp/README.md documents client config. Also: README hero "See it in action" demo placement (ready to swap in a GIF; recording guide in web/docs-assets/README.md), Works-With table + exports + install docs updated, CHANGELOG Unreleased. package.json files/bin updated. Claude-Session: https://claude.ai/code/session_016JWn5jRD5tcEFKrubjQ6Px Co-authored-by: Claude <noreply@anthropic.com>
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trigger: model_decision
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description: "Scores and ranks product initiatives using the RICE framework. Use when asked to prioritise features, rank a backlog using RICE, score initiatives for quarterly planning, or apply an objective framework to a list of competing ideas. Produces a ranked RICE table with scores, quick wins and moonshot flags, dependency notes, and a recommended sequencing order."
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---
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# RICE Prioritisation Skill
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Apply consistent, criteria-based RICE scoring to a list of features or initiatives to produce an objective prioritisation ranking.
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## Required Inputs
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Ask the user for these if not provided:
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- **List of initiatives or features to score** (names and brief descriptions)
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- **Reach estimates** (users affected per quarter — from analytics if available)
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- **Impact estimates** (use the standard scale below)
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- **Effort estimates** (person-months — from engineering if available)
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- **Quarter or planning period**
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## RICE Definitions (adapt to your context)
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- **Reach:** Number of users affected per quarter (use actual DAU/MAU data where available)
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- **Impact:** Effect on your primary metric — use scale: 3=massive, 2=high, 1=medium, 0.5=low, 0.25=minimal
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- **Confidence:** How certain are we about R and I estimates? 100%=high, 80%=medium, 50%=low
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- **Effort:** Person-months required across all functions
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## RICE Formula
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RICE Score = (Reach × Impact × Confidence) / Effort
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## Programmatic Helper
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This skill ships with a stdlib-only Python script that calculates and ranks RICE scores so the maths is consistent and the quick-win / moonshot flags are applied by rule, not by feel. Feed it the initiatives once R, I, C, and E are gathered.
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```bash
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# From a JSON file (confidence accepts 0.8 or 80)
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python3 scripts/rice_calculator.py initiatives.json
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# Or from a CSV with header: name,reach,impact,confidence,effort
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python3 scripts/rice_calculator.py initiatives.csv --format csv
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# Or piped in
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echo '[{"name":"Onboarding","reach":5000,"impact":2,"confidence":0.8,"effort":3}]' \
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| python3 scripts/rice_calculator.py -
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```
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It outputs a ranked table with computed RICE scores and auto-flags **quick-win** (strong score, low relative effort), **moonshot** (high impact, high effort), and **low-confidence** (≤50%) items. Use the computed ranking as the starting point, then apply the validation step below — never accept a surprising top rank without checking the estimates behind it.
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## Process
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1. For each initiative provided, gather or estimate R, I, C, E values
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2. Flag where estimates are weak and note what data would improve them
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3. Calculate RICE score for each
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4. Rank highest to lowest
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5. Flag any "quick wins" (high RICE score, low effort) and "moonshots" (high impact, high effort)
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6. Note dependencies between items that affect sequencing
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7. **Validate** — Cross-check: if the top-ranked item surprises the team, investigate whether an estimate is inflated. RICE is a tool, not a verdict.
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## Output Structure
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### RICE Prioritisation: [Backlog/Quarter]
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| Initiative | Reach | Impact | Confidence | Effort | RICE Score | Notes |
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|------------|-------|--------|------------|--------|------------|-------|
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| [name] | [n] | [score] | [%] | [months] | [score] | [flags] |
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#### Recommended Sequence
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[Top 5 initiatives with rationale]
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#### Quick Wins (high score, low effort)
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[Items to pick up alongside bigger bets]
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#### Data Gaps to Address
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[What information would most improve scoring accuracy]
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## Quality Checks
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- [ ] Every initiative has all four RICE components estimated (even roughly)
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- [ ] Confidence is 50% for anything without data backing (not 100% as a default)
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- [ ] Quick wins and moonshots are explicitly called out
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- [ ] Dependencies that affect sequencing are noted
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- [ ] Any surprising ranking is investigated before accepting it
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## Anti-Patterns
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- [ ] Do not default to 100% confidence on estimates that lack supporting data — this inflates scores and misleads planning
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- [ ] Do not treat RICE scores as a final decision — a ranking that surprises the team must be investigated before it is accepted
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- [ ] Do not omit effort estimates from engineering — PM-only effort estimates are frequently optimistic and skew results
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- [ ] Do not forget to note dependencies that would change the sequencing even if RICE scores suggest otherwise
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- [ ] Do not score every initiative at the same impact level — if everything is "high impact," the framework produces no useful signal
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