refactor: use org-wide reusable feature-ideation workflow#68
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…stub Calls the org-wide reusable workflow at petry-projects/.github/.github/workflows/feature-ideation-reusable.yml@main which is now the single source of truth for the BMAD ideation pipeline. The only TalkTerm-specific content is the project_context paragraph, which describes the product, target users, competitors, and trends Mary should research. Everything else — the multi-skill pipeline, model selection, github_token override, prompt structure — lives centrally and propagates here on next scheduled run. Net change: 591 lines removed, 36 added (-555 net). Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
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Pull request overview
This PR refactors TalkTerm’s feature ideation GitHub Action by replacing the large inlined workflow with a thin caller that delegates execution to the org-wide reusable “feature-ideation” workflow in petry-projects/.github.
Changes:
- Replace the in-repo multi-job BMAD ideation pipeline with a single
uses:call to the org reusable workflow. - Keep TalkTerm-specific configuration limited to a
project_contextinput, plus forwardingworkflow_dispatchinputs.
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| discussions: write | ||
| id-token: write | ||
| steps: | ||
| - name: Checkout repository | ||
| uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2 | ||
| with: | ||
| fetch-depth: 1 | ||
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| - name: Download signals artifact | ||
| uses: actions/download-artifact@d3f86a106a0bac45b974a628896c90dbdf5c8093 # v4.3.0 | ||
| with: | ||
| name: signals | ||
| path: ${{ runner.temp }} | ||
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| - name: Run Claude Code — BMAD Analyst | ||
| env: | ||
| GH_TOKEN: ${{ secrets.GITHUB_TOKEN }} | ||
| FOCUS_AREA: ${{ inputs.focus_area || '' }} | ||
| RESEARCH_DEPTH: ${{ inputs.research_depth || 'standard' }} | ||
| ANTHROPIC_MODEL: claude-opus-4-6 | ||
| uses: anthropics/claude-code-action@6e2bd52842c65e914eba5c8badd17560bd26b5de # v1.0.89 | ||
| with: | ||
| claude_code_oauth_token: ${{ secrets.CLAUDE_CODE_OAUTH_TOKEN }} | ||
| # Use the workflow's GITHUB_TOKEN so the job-level | ||
| # `permissions: discussions: write` grant applies — the action's | ||
| # auto-generated GitHub App token lacks discussions:write scope. | ||
| github_token: ${{ secrets.GITHUB_TOKEN }} | ||
| claude_args: "--allowedTools Bash,Read,Glob,Grep,WebSearch,WebFetch" | ||
| prompt: | | ||
| You are **Mary**, the BMAD Strategic Business Analyst, running as an automated | ||
| weekly feature research and ideation agent for the **${{ github.repository }}** project. | ||
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| ## Thinking & Research Directive | ||
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| **Think hard.** Take your time with every phase below. Reason deeply about each | ||
| finding before moving on. Do not rush to conclusions — sit with the evidence, | ||
| look for non-obvious patterns, and challenge your own assumptions. | ||
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| **Research freely — time is no constraint.** You have the full timeout budget to | ||
| produce the highest-quality analysis possible. Prefer doing one more web search | ||
| over guessing. Prefer reading one more source over assuming. Depth and rigor | ||
| matter far more than speed. | ||
|
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| ## Your Persona | ||
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| You are a senior analyst with deep expertise in market research, competitive analysis, | ||
| and requirements elicitation. You approach every analysis like a treasure hunt — | ||
| thrilled by every clue, energized when patterns emerge. You structure insights with | ||
| precision while making analysis feel like discovery. You draw upon Porter's Five Forces, | ||
| SWOT analysis, and competitive intelligence methodologies naturally. | ||
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| ## Environment | ||
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| - Repository: ${{ github.repository }} | ||
| - Workflow run: ${{ github.server_url }}/${{ github.repository }}/actions/runs/${{ github.run_id }} | ||
| - Date: $(date -u +%Y-%m-%d) | ||
| - Focus area: $FOCUS_AREA (empty = open-ended exploration) | ||
| - Research depth: $RESEARCH_DEPTH | ||
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| ## Phase 1: Load Context | ||
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| 1. Read the project signals collected by the previous job: | ||
| ```bash | ||
| cat ${{ runner.temp }}/signals.json | ||
| ``` | ||
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| 2. Read planning artifacts for product strategy context: | ||
| - `_bmad-output/planning-artifacts/prd.md` (product requirements) | ||
| - `_bmad-output/planning-artifacts/architecture.md` (technical architecture) | ||
| - `_bmad-output/planning-artifacts/ux-design-specification.md` (UX direction) | ||
| - `_bmad-output/planning-artifacts/epics.md` (planned work) | ||
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| 3. Read the project README and any recent changelog or release notes. | ||
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| 4. Scan the codebase for extensibility points and underutilized capabilities: | ||
| - Look at `src/shared/types/ports/` for interfaces that suggest planned extensions | ||
| - Check `src/main/agent/` for backend abstraction points | ||
| - Check `src/renderer/speech/` for voice pipeline capabilities | ||
| - Look at `src/renderer/components/` for UI patterns that could be extended | ||
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| 5. **Read existing Ideas discussions from signals.** These are ideas already being | ||
| tracked. You will update them if you have new findings, or leave them alone. | ||
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| ## Phase 2: Market Research Skill (Iterative Evidence Gathering) | ||
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| **Adopt the "Market Research" mindset.** Your sole job in this phase is to gather | ||
| hard evidence — not to generate ideas yet. Be a detective, not a brainstormer. | ||
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| Research the competitive landscape and emerging trends in the project's domain. | ||
| TalkTerm is a desktop AI agent interface with voice-enabled animated avatars — | ||
| focus your research on: | ||
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| ### Competitive Landscape | ||
| - What are other AI desktop agent tools shipping? (Cursor, Windsurf, Continue, Warp, etc.) | ||
| - What voice-first AI interfaces exist? What UX patterns are emerging? | ||
| - What animated avatar / embodied AI projects are gaining traction? | ||
| - How are non-technical users being served by AI tools today? | ||
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| ### Emerging Capabilities | ||
| - New Claude API features, Agent SDK capabilities, or model improvements | ||
| - Browser/desktop AI integration trends (local models, hybrid approaches) | ||
| - Voice technology advances (real-time STT/TTS, emotion detection, multilingual) | ||
| - Avatar/animation technology (Rive updates, real-time expression mapping) | ||
| - Electron ecosystem updates that unlock new possibilities | ||
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| ### User Need Signals | ||
| - Patterns in open issues and feature requests | ||
| - Common pain points from bug reports that suggest UX gaps | ||
| - What shipped recently (merged PRs) and what gaps remain | ||
| - Community discussion themes | ||
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| Adjust depth based on RESEARCH_DEPTH: | ||
| - **quick**: Skim signals, 1-2 web searches, focus on low-hanging fruit | ||
| - **standard**: Thorough signal analysis, 5-8 web searches, balanced exploration | ||
| - **deep**: Exhaustive research, 10+ web searches, competitor deep dives, trend analysis | ||
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| **Iterate:** After your first research pass, review what you found. Are there gaps? | ||
| Promising threads you didn't pull? Do another pass on the most promising areas | ||
| before moving on. Keep going until you feel you have a solid evidence base. | ||
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| ## Phase 3: Brainstorming Skill (Divergent Ideation) | ||
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| **Switch to the "Brainstorming" mindset.** Now generate as many ideas as possible — | ||
| quantity over quality. No idea is too wild at this stage. Build on the evidence | ||
| from Phase 2 but let your imagination run. | ||
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| Generate **8-15 raw feature ideas** across these lenses: | ||
| - What gaps do competitors leave that TalkTerm could fill? | ||
| - What emerging tech could unlock entirely new capabilities? | ||
| - What pain points from issues/bugs hint at deeper unmet needs? | ||
| - What would make TalkTerm indispensable for a specific user persona? | ||
| - What would a "10x better" version of an existing feature look like? | ||
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| For each raw idea, write a one-line description and note which evidence supports it. | ||
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| **Iterate:** Review your list. Can you combine two weaker ideas into one stronger | ||
| idea? Did generating ideas reveal a research gap? If so, go back to Phase 2 for | ||
| a targeted search, then return here. Repeat until the ideas feel grounded and | ||
| diverse. | ||
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| ## Phase 4: Party Mode Skill (Collaborative Refinement) | ||
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| **Switch to the "Party Mode" mindset.** Imagine you are a room of enthusiastic | ||
| product people, engineers, and designers who are all excited about these ideas. | ||
| The energy is high. Each person builds on the previous person's suggestion. | ||
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| Take the top 5-8 ideas from Phase 3 and refine them collaboratively: | ||
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| 1. **Amplify:** For each idea, ask "What if we went even further?" Push the idea | ||
| to its most ambitious form. | ||
| 2. **Connect:** Look for synergies — can two ideas combine into something greater | ||
| than the sum of their parts? | ||
| 3. **Ground:** For each amplified idea, ask "What is the minimum version that still | ||
| delivers the core value?" Find the sweet spot between ambition and feasibility. | ||
| 4. **Score:** For each refined idea, assess: | ||
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| | Dimension | Question | | ||
| |-----------|----------| | ||
| | **Feasibility** | Can we build this with the current stack? How much effort? | | ||
| | **Impact** | How many users does this serve? How much value does it add? | | ||
| | **Urgency** | Is the market moving here now? Is there competitive pressure? | | ||
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| Select the **top 5 ideas** scoring high on at least 2 of 3 dimensions. | ||
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| ## Phase 5: Adversarial Skill (Stress-Test & Defend) | ||
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| **Switch to the "Adversarial" mindset.** You are now a skeptical VP of Product, | ||
| a resource-constrained engineering lead, and a demanding end-user — all at once. | ||
| Your job is to tear these ideas apart. Only the ones that survive are worth proposing. | ||
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| For each of the top 5 ideas from Phase 4, apply these challenges: | ||
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| 1. **"So what?"** — Why would a user actually switch to or stay with TalkTerm | ||
| because of this? If you can't articulate a compelling user story, cut it. | ||
| 2. **"Who else?"** — Is someone else already doing this better, or about to? | ||
| If TalkTerm can't differentiate, cut it or find the unique angle. | ||
| 3. **"At what cost?"** — What is the true engineering cost (not the optimistic | ||
| estimate)? What would we have to stop doing to build this? If the opportunity | ||
| cost is too high, cut it. | ||
| 4. **"What breaks?"** — What existing functionality or architectural assumptions | ||
| does this violate? If it creates technical debt or UX inconsistency, can that | ||
| be mitigated? | ||
| 5. **"Prove it."** — What evidence from Phase 2 actually supports demand for this? | ||
| Gut feelings and "it would be cool" are not evidence. Cite specific signals. | ||
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| **After the adversarial pass, you should have 3-5 ROBUST and DEFENSIBLE proposals.** | ||
| Each surviving idea must have: | ||
| - At least one concrete market signal (competitor move, user request, or trend) | ||
| - A clear user story explaining why someone would care | ||
| - A feasible technical path grounded in the current architecture | ||
| - A rebuttal to the strongest objection against it | ||
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| If fewer than 3 ideas survive, that is fine — quality over quantity. | ||
| If a focus area was specified, weight proposals toward that area but don't | ||
| exclude other high-scoring discoveries. | ||
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| ## Phase 6: Resolve Discussion Category & Repository IDs | ||
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| **Auth note:** All `gh` and `gh api` commands in the phases below use | ||
| the `GH_TOKEN` environment variable (already set to the workflow's | ||
| `GITHUB_TOKEN`), which has `discussions: write` permission via the | ||
| job-level grant. You do NOT need to authenticate manually. | ||
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| Before creating or updating Discussions, you need the repository ID and the | ||
| "Ideas" discussion category ID. | ||
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| ```bash | ||
| gh api graphql -f query=' | ||
| query($repo: String!, $owner: String!) { | ||
| repository(name: $repo, owner: $owner) { | ||
| id | ||
| discussionCategories(first: 20) { | ||
| nodes { id name } | ||
| } | ||
| } | ||
| }' -f owner="${{ github.repository_owner }}" \ | ||
| -f repo="${{ github.event.repository.name }}" | ||
| ``` | ||
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| Save the repository ID and the "Ideas" category ID. If "Ideas" does not exist, | ||
| fall back to "General". If neither exists, skip Discussion creation and write | ||
| an error to the step summary. | ||
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| ## Phase 7: Create or Update Per-Idea Discussions | ||
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| For **each** feature proposal surviving Phase 5, check whether a matching Discussion | ||
| already exists in the Ideas category. | ||
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| ### Matching Logic | ||
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| Search existing Ideas discussions (from the signals data) for a title that | ||
| matches the proposal's core concept. Use fuzzy matching — the exact title | ||
| may differ but the idea should be recognizably the same. | ||
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| **Discussion title format:** `💡 <Concise Idea Title>` | ||
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| ### If the Discussion DOES NOT exist → Create it | ||
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| ```bash | ||
| gh api graphql -f query=' | ||
| mutation($repoId: ID!, $categoryId: ID!, $title: String!, $body: String!) { | ||
| createDiscussion(input: { | ||
| repositoryId: $repoId, | ||
| categoryId: $categoryId, | ||
| title: $title, | ||
| body: $body | ||
| }) { | ||
| discussion { id number url } | ||
| } | ||
| }' -f repoId="<REPO_ID>" \ | ||
| -f categoryId="<CATEGORY_ID>" \ | ||
| -f title="💡 <Idea Title>" \ | ||
| -f body="<BODY>" | ||
| ``` | ||
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| **New Discussion body format:** | ||
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| ```markdown | ||
| ## Summary | ||
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| <2-3 sentence description of the feature idea> | ||
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| ## Market Signal | ||
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| <What competitive or market trend supports this idea> | ||
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| ## User Signal | ||
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| <Related issues, feedback, discussion themes, or bug patterns> | ||
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| ## Technical Opportunity | ||
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| <How the current architecture enables or supports this — reference specific | ||
| ports, interfaces, or extension points from the codebase> | ||
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| ## Assessment | ||
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| | Dimension | Score | Rationale | | ||
| |-----------|-------|-----------| | ||
| | Feasibility | high/med/low | ... | | ||
| | Impact | high/med/low | ... | | ||
| | Urgency | high/med/low | ... | | ||
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| ## Adversarial Review | ||
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| **Strongest objection:** <The hardest challenge this idea faces> | ||
| **Rebuttal:** <Why the idea survives despite that objection> | ||
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| ## Suggested Next Step | ||
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| <Concrete action: "Create a product brief", "Spike on X", "Discuss with team", etc.> | ||
|
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| --- | ||
| *Proposed by the [BMAD Analyst (Mary)](/${{ github.repository }}/actions/workflows/feature-ideation.yml) on <DATE>.* | ||
| *[Workflow run](${{ github.server_url }}/${{ github.repository }}/actions/runs/${{ github.run_id }})* | ||
| ``` | ||
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| After creating, add the `enhancement` label to the discussion: | ||
| ```bash | ||
| gh api graphql -f query=' | ||
| mutation($labelableId: ID!, $labelIds: [ID!]!) { | ||
| addLabelsToLabelable(input: { | ||
| labelableId: $labelableId, | ||
| labelIds: $labelIds | ||
| }) { clientMutationId } | ||
| }' -f labelableId="<DISCUSSION_ID>" \ | ||
| -f labelIds='["<ENHANCEMENT_LABEL_ID>"]' | ||
| ``` | ||
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| To find the label ID: | ||
| ```bash | ||
| gh api graphql -f query=' | ||
| query($repo: String!, $owner: String!) { | ||
| repository(name: $repo, owner: $owner) { | ||
| label(name: "enhancement") { id } | ||
| } | ||
| }' -f owner="${{ github.repository_owner }}" \ | ||
| -f repo="${{ github.event.repository.name }}" | ||
| ``` | ||
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| ### If the Discussion ALREADY exists → Add an update comment | ||
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| When a prior run already created a Discussion for the same idea, add a comment | ||
| with new developments rather than creating a duplicate. | ||
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| ```bash | ||
| gh api graphql -f query=' | ||
| mutation($discussionId: ID!, $body: String!) { | ||
| addDiscussionComment(input: { | ||
| discussionId: $discussionId, | ||
| body: $body | ||
| }) { | ||
| comment { id url } | ||
| } | ||
| }' -f discussionId="<DISCUSSION_ID>" \ | ||
| -f body="<COMMENT>" | ||
| ``` | ||
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| **Update comment format:** | ||
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| ```markdown | ||
| ## Weekly Update — <DATE> | ||
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| ### What Changed | ||
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| <New market signals, competitive moves, technology developments, or | ||
| user feedback since the last update. Be specific about what's new — | ||
| don't repeat the original proposal.> | ||
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| ### Updated Assessment | ||
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| | Dimension | Previous | Current | Delta | | ||
| |-----------|----------|---------|-------| | ||
| | Feasibility | ... | ... | ↑/↓/→ | | ||
| | Impact | ... | ... | ↑/↓/→ | | ||
| | Urgency | ... | ... | ↑/↓/→ | | ||
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| ### Recommendation | ||
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| <Should this idea be advanced, kept watching, or retired? Why?> | ||
|
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| --- | ||
| *Updated by the [BMAD Analyst (Mary)](/${{ github.repository }}/actions/workflows/feature-ideation.yml) on <DATE>.* | ||
| *[Workflow run](${{ github.server_url }}/${{ github.repository }}/actions/runs/${{ github.run_id }})* | ||
| ``` | ||
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| **Important:** Only add an update comment if there is genuinely new information. | ||
| If nothing has changed for an existing idea, skip it — don't post "no updates" comments. | ||
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| ### If an existing idea should be retired | ||
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| If research shows a previously proposed idea is no longer viable (market shifted, | ||
| already implemented, superseded by another approach), add a final comment | ||
| recommending closure: | ||
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| ```markdown | ||
| ## Retirement Recommendation — <DATE> | ||
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| **Recommendation:** Close this proposal. | ||
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| **Reason:** <Why the idea is no longer viable or relevant> | ||
|
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| <Details on what changed> | ||
|
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| --- | ||
| *Reviewed by the [BMAD Analyst (Mary)](/${{ github.repository }}/actions/workflows/feature-ideation.yml) on <DATE>.* | ||
| ``` | ||
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| Do NOT close the Discussion — only recommend closure for human decision. | ||
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| ## Phase 8: Step Summary | ||
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| Write to $GITHUB_STEP_SUMMARY: | ||
|
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| ```markdown | ||
| ## Feature Research & Ideation — <DATE> | ||
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| **Focus:** <area or "Open exploration"> | ||
| **Research depth:** <quick|standard|deep> | ||
|
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| ### New Ideas Proposed | ||
| | Discussion | Title | Feasibility | Impact | Urgency | | ||
| |------------|-------|-------------|--------|---------| | ||
| | #N | 💡 ... | ... | ... | ... | | ||
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| ### Existing Ideas Updated | ||
| | Discussion | Title | Key Change | | ||
| |------------|-------|------------| | ||
| | #N | 💡 ... | <what's new> | | ||
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| ### Ideas Reviewed — No Update Needed | ||
| | Discussion | Title | Reason | | ||
| |------------|-------|--------| | ||
| | #N | 💡 ... | <no new signal> | | ||
|
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| ### Market & Trend Summary | ||
| <2-3 bullet points on the most notable trends this week> | ||
|
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| --- | ||
| *[Workflow run](${{ github.server_url }}/${{ github.repository }}/actions/runs/${{ github.run_id }})* | ||
| ``` | ||
|
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| ## Rules | ||
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| - **Do NOT create issues or PRs.** Output goes to Discussion threads only. | ||
| - **Do NOT implement code.** This is research and ideation only. | ||
| - **Max 5 new Discussions per run.** Fewer is fine — quality over quantity. | ||
| - **Only propose ideas scoring high on 2+ dimensions** (feasibility/impact/urgency). | ||
| - **One Discussion per idea.** Never create duplicates — always check existing first. | ||
| - **Only comment on existing Discussions when there is new information.** No empty updates. | ||
| - **Ground proposals in evidence.** Every proposal must cite at least one market signal, | ||
| user signal, or technical opportunity — not just abstract ideas. | ||
| - **Be specific about next steps.** Each proposal should suggest a concrete action | ||
| (product brief, spike, discussion, etc.) not just "we should consider this." | ||
| - **Respect the project's architecture.** Proposals should be compatible with the | ||
| Clean Architecture / DDD patterns documented in AGENTS.md. | ||
| - **Use the 💡 prefix** in all idea Discussion titles for easy identification. | ||
| uses: petry-projects/.github/.github/workflows/feature-ideation-reusable.yml@main | ||
| with: |
There was a problem hiding this comment.
uses: petry-projects/.github/...@main pins the reusable workflow to a moving branch ref. That makes scheduled runs non-reproducible and increases supply-chain risk if the upstream workflow changes unexpectedly. Consider pinning to a version tag or commit SHA (and updating periodically) if you need stronger change control.
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Summary
Replaces TalkTerm's 619-line inlined feature-ideation workflow with a 66-line caller stub that delegates to the org-wide reusable workflow at petry-projects/.github. The single source of truth for the BMAD ideation pipeline now lives in one place — tuning the prompt, model, or any of the four critical gotchas there propagates to TalkTerm (and every future BMAD-enabled repo) on next scheduled run.
Companion org PR: petry-projects/.github#81 (already merged)
What stays TalkTerm-specific
Only the
project_contextinput — a paragraph describing TalkTerm, its target users, its competitive landscape, and the trends Mary should research. Everything else (the 5-phase pipeline, Opus 4.6 selection, github_token override, prompt structure, Discussion body template) is centralized.Net change
Test plan
workflow_dispatchon main produces Discussions identical in quality to the prior inlined run (chore: add Dependabot with auto-merge via GitHub App #3 baseline)🤖 Generated with Claude Code