AGENT SKILL

method-ideate

Generates and ranks grounded research or analysis ideas from repo, literature, or topic context. Use when the user asks for ideas; developing one idea goes to method-brainstorm.

License 许可
MIT
最近更新
2026-11-01
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01 前言 Front Matter

name
method-ideate
description
Generates and ranks grounded research or analysis ideas from repo, literature, or topic context. Use when the user asks for ideas; developing one idea goes to method-brainstorm.
argument-hint
[feature, focus area, or constraint]

02 资源文件 10

03 SKILL.md 正文

Generate Improvement Ideas

Skill Value

  • Problem it solves: Idea generation is scattered when the subject, evidence source, or evaluation lens is unclear.
  • Use when: The user asks for ideas, directions, research opportunities, feature concepts, or surprise-me exploration.
  • Output: A ranked idea set with warrants and recommended next workflow, usually method-brainstorm for selected ideas.
  • Ask only if: Only when the subject is too ambiguous for grounded ideation.
  • Do not do: Do not skip directly to implementation or present ungrounded ideas as validated plans.
  • Interaction: Check repo/config/chat evidence first. Ask one decision-changing question at a time; use the current harness's blocking question UI when available, otherwise present numbered choices and wait.

Resolve the current year at runtime (date +%Y) when dating ideation documents and checking recent ones.

method-ideate answers "What are the strongest ideas worth exploring?"; method-brainstorm answers "What exactly should one chosen idea mean?"; method-plan answers "How should it be built?" This workflow produces a ranked ideation artifact in docs/ideation/. It does not produce requirements, plans, or code.

Focus Hint

<focus_hint> #$ARGUMENTS </focus_hint>

Treat any argument as optional context: a concept, path, constraint, or volume hint (top 3, 100 ideas, raise the bar). With none, ideate open-ended.

Core Principles

  1. Ground before ideating - Scan the actual codebase or supplied context first; no abstract advice detached from it.
  2. Generate many -> critique all -> explain survivors only - Quality comes from explicit rejection with reasons, not optimistic ranking.
  3. Route action into brainstorming - method-brainstorm defines the selected idea for planning; do not skip from ideation to planning.

ADHD-inspired, CE-native pattern: borrow isolated divergence and a separate critic from ADHD with a smaller default dispatch; do not import its full high-cost loop or reuse its prose.

Execution Flow

Phase 0: Resume and Scope

0.1 Check for Recent Ideation Work

Look in docs/ideation/ for documents from the last 30 days whose topic or path overlaps the focus (or an obvious recent open doc for an open-ended request). Issue-grounded and non-issue ideation are distinct topics.

If one is relevant, ask: continue from it, or start fresh. To continue: read it, summarize what was explored, preserve idea statuses, and update that file rather than creating a duplicate.

0.2 Subject-Identification Gate

Before classifying mode or dispatching anything, confirm the subject is identifiable.

Questioning principles (0.2 and 0.4):

  • Ask only for what sub-agents need: an identifiable subject (0.2) and enough substance to say something specific (0.4, elsewhere modes only).
  • Never ask about solution direction, constraints, audience, tone, success criteria, or other subject characteristics; those belong to method-brainstorm.
  • Always keep "Surprise me" as a real option; greenfield ideation is allowed.
  • Stop once the subject is identifiable or delegated. More than 3 questions across 0.2 and 0.4 suggests method-brainstorm instead.

Issue-tracker intent (repo mode only). Flag it only on explicit tracker phrasing (github issues, open issues, issue themes, bug reports, what users are reporting), not on focus hints like bug in auth. When flagged, read references/issue-tracker-mode.md and proceed to 0.3.

Identifiability. Would a reader, seeing only this prompt, know what to ideate on? A prompt naming only a quality or placeholder (improvements, quick wins, bugs alone, empty) is vague; one naming a specific feature, page, flow, subsystem, document, or concrete topic is identifiable, however short. Being inside a repo does not make a vague prompt identifiable. When the call is not obvious, read references/subject-identification.md.

The scope question (only when repo scans and user language still leave no coherent subject):

  • Stem: "What should the agent ideate about?"
  • Options:
    • "Specify a subject the agent should ideate on"
    • "Surprise me — let the agent decide what to focus on"
    • "Cancel — let me rephrase"

Routing:

  • Specify → take the follow-up as the subject and re-check identifiability once. If still ambiguous, ask once more with "Surprise me" still offered. Narrow only what the subject is, never how to solve it.
  • Surprise me → mark the run as surprise-me mode and read references/surprise-me-mode.md now; it replaces 0.3 classification and adds rules to 0.4, 0.6, Phase 1, and Phase 2.
  • Cancel → exit cleanly; tell the user they can rephrase and re-invoke.

0.3 Mode Classification

Classify the subject (not the CWD), deciding in order:

Decision 0 — biomedical research question? Positive on two or more clinical/biostat terms: population (patients, ICU, sepsis, EHR cohort, claims, omics), exposure/intervention (drug, device, procedure, biomarker), outcome (mortality, readmission, AUC, time-to-event), or design (RCT, cohort, case-control, prediction model, target trial). Negative when the subject is software, naming, narrative, or personal even if healthcare-adjacent ("redesign our patient-portal sign-up page" is elsewhere-software). When positive, skip Decisions 1-2, say "Treating this as a biomedical research question — about X.", and load references/biomedical-frames.md; it replaces only Phase 2 frames and the Phase 6 menu. Phase 1 runs normally.

Decision 1 — repo-grounded vs elsewhere. Weigh prompt content first, topic-repo coherence second, CWD repo presence only as support. Code, files, modules, tests, workflows, or issue-tracker intent -> repo-grounded. Topics with no code surface (pricing, naming, narrative, brand, personal) -> elsewhere.

Decision 2 (elsewhere only) — software vs non-software. A product, app, page, flow, feature, or service is elsewhere-software, even when ideas concern its copy, UX, pricing, or design. Elsewhere-non-software has no software surface: brand naming, narrative, personal decisions, non-digital business, physical products.

State the approach in one plain sentence, using a domain word from the topic, never the internal label:

  • Repo-grounded: "Treating this as a topic in this codebase — about X."
  • Elsewhere-software: "Treating this as a product/software topic outside this repo — about X."
  • Elsewhere-non-software: "Treating this as a [naming | narrative | business | personal] topic — about X."

Do not prescribe correction phrases; if the user disagrees, reclassify and re-run routing. If classification is genuinely ambiguous, read references/subject-identification.md for the one-question confirmation.

Elsewhere modes: read references/elsewhere-mode.md for the 0.4 gate and Phase 1 dispatch. Elsewhere-non-software additionally must load references/universal-ideation.md and follow it in place of Phase 2 frame dispatch and the Phase 6 menu; do not improvise those from memory. The §6.5 Proof Failure Ladder in references/post-ideation-workflow.md still applies whenever a Proof save fails.

0.4 Context-Substance Gate (Elsewhere Modes Only)

Skip in repo mode. In elsewhere modes, follow the gate in references/elsewhere-mode.md.

0.5 Interpret Focus and Volume

Infer the focus context (concept, path, constraint, or open-ended) and any volume override. Defaults:

  • compact divergent mode: 3 sub-agents x 4 ideas (~12 raw candidates), 3-5 survivors
  • explicit wide mode: 6 sub-agents x ~6-8 ideas (~36-48 raw), 5-7 survivors
  • direct mode: 1-3 warranted options, no ideation fan-out

Honor clear overrides (top 3, 100 ideas, go deep, raise the bar). Tactical scope: polish, typo(s), quick wins, small improvements, cleanup, small fixes lower the Phase 2 ambition floor (waive the meeting test); otherwise aim for step-function ideas.

0.5b Divergence Gate

Choose the smallest reasoning shape that fits:

  • Direct — no ideation sub-agents when the request is closed, tactical, canonical, a syntax/lookup question, or a bug with a known root cause. Treat quick, standard, canonical, textbook, just, and similar as direct-path signals unless the user asks to go wide. Give 1-3 warranted options and continue to the Phase 6 review loop.
  • Compact divergent (default) — three isolated ideation sub-agents for an open-ended topic with multiple plausible directions.
  • Wide divergent — six frames only when the user explicitly asks for ADHD mode, go wide, wide exploration, or equivalent broad exploration. Never infer wide mode from a vague or high-stakes topic.

State the selected path in the cost notice. Explicit wide requests override direct-path signals.

0.6 Cost Transparency Notice

Before Phase 1, state the path and agent count in one informational line: grounding agents plus 0/3/6 ideation agents (direct/compact/wide); +1 each for issue intelligence or opted-in Slack; -1 for a web-research skip or cache reuse. Example: "Compact divergent path: will dispatch ~6 agents: codebase scan + learnings + web research + 3 isolated ideation sub-agents. Skip phrases: 'no external research', 'no slack'."

Phase 1: Mode-Aware Grounding

Generate an 8-hex <run-id> once and create the cross-invocation scratch directory directly under /tmp (not $TMPDIR, not .context/):

SCRATCH_DIR="/tmp/methodsmith/method-ideate/<run-id>"
mkdir -p "$SCRATCH_DIR"
echo "$SCRATCH_DIR"

Use the echoed path as <scratch-dir> for the cache and checkpoints; never delete it.

Dispatch grounding agents in parallel in the foreground with the platform's subagent primitive (Agent/Task in Claude Code, spawn_agent in Codex); run sequentially if parallel dispatch is unavailable. Omit the mode parameter.

Repo mode:

  1. Quick context scan — general-purpose sub-agent on the cheapest capable model (e.g., model: "haiku" in Claude Code):

    Read AGENTS.md (CLAUDE.md as fallback, then README.md), then list the top-level layout with the native glob tool (e.g., Glob * or */*). Return under 30 lines: project shape (language, framework, layout), notable conventions, pain points or gaps, leverage points. Stay shallow: no issues, templates, contribution guides, or deep code search.

    Focus hint: {focus_hint}

  2. Learnings search — method-learnings-researcher with a brief summary of the focus.

  3. Web research — below.

  4. Issue intelligence — only when flagged; see references/issue-tracker-mode.md.

Elsewhere modes: use the dispatch in references/elsewhere-mode.md.

Web research (V5, V15). Always on unless the user said "no external research", "skip web research", or equivalent; then omit method-web-researcher and note the skip. Before every dispatch, read references/web-research-cache.md for the session cache check and append. Pass the focus hint, a one-to-two-sentence planning context, and the mode; never pass codebase content.

Slack context is opt-in: dispatch method-slack-researcher in parallel only when the user asks and Slack tools exist; otherwise mention availability, or give the install hint if they asked and none are reachable.

Consolidated grounding summary (omit empty sections): Codebase context (repo) or Topic context (elsewhere); Past learnings; Issue intelligence (when present); External context (note "(reused from earlier dispatch)" on cache reuse); Slack context.

Failure handling: warn and proceed; never block on grounding. Web research failure: "External research unavailable: {reason}. Proceeding with internal grounding only." Note thin elsewhere context so Phase 2 compensates with broader generation.

Phase 2: Divergent Ideation

Generate the full candidate list before critiquing any idea.

Direct path: dispatch no ideation agents. Give the 1-3 warranted options, state why the wider loop was unnecessary, then continue to the Phase 6 review loop.

Compact and wide paths: dispatch parallel ideation sub-agents on the inherited model (do not tier down) and omit mode. Compact mode dispatches exactly 3 sub-agents with 4 candidates each. Wide mode dispatches 6 sub-agents with ~6-8 candidates each. Compact issue-tracker mode still uses exactly 3 theme-derived or padded frames. Adjust per-agent targets only for explicit volume overrides.

Give each sub-agent only the grounding summary, focus hint, its frame, and its volume target. Generator branches are isolated: do not pass one branch's output or critique to another. Instruct every generator to produce raw candidates only -- no ranking, evaluation, or hedging -- to push past its first obvious ideas, and to ground every idea in the grounding summary.

Frames: before dispatch, read references/ideation-frames.md (frames and compact/wide selection rule).

Per-idea output contract (all frames, all modes):

  • title
  • summary (2-4 sentences)
  • warrant (tagged): direct: quoted line, file, named issue, or user-supplied context; external: named prior art or research with source; or reasoned: a written-out first-principles argument
  • why_it_matters — links warrant to significance
  • meeting_test — one line on why this warrants team discussion (waived for tactical scope)

Warrant is required, not optional. An idea without articulated warrant does not surface, however plausible. Below the meeting-test floor, it does not surface unless tactical scope applies. Stay within the subject's identity: expansions, new surfaces, retirements, and pivots are fair with warrant; replacing the subject (abandoning the project, becoming a different organization) is out.

After compact or wide agents return:

  1. Merge and dedupe into one master list.
  2. Synthesize cross-cutting combinations across frames (3-5 additions at most in specified mode).
  3. Weight toward any focus without excluding stronger adjacent ideas.
  4. Spread across dimensions (workflow, reliability, extensibility, capabilities, knowledge, quality, leverage) when justified.

Separate critic pass: the orchestrator, not a generator, critiques the merged list. Score groundedness, novelty, fit, and feasibility; cluster by underlying angle; list attractive-but-unsuitable traps with one concise reason each. In compact mode, explain and deepen only the top 2 non-trap survivors; do not dispatch additional deepening agents. Wide mode may present more survivors but still keeps criticism separate from generation.

Then read references/evidence-access.md (PubMed and Paperclip MCP tools, rules) and run its literature pulse per survivor (Look up here: prior art, hit count and 2-3 PMIDs, labelled abstract, never a systematic search).

Checkpoint A (V17). After synthesis, write <scratch-dir>/raw-candidates.md with the full list and sub-agent attribution. Best-effort: on write failure, warn and proceed.

After merging and synthesis (or after the direct-path options), and before presenting survivors, load references/post-ideation-workflow.md (non-optional; never before Phase 2 dispatch completes). It holds the filtering rubric, artifact template, quality bar, and the Phase 6 menu (Refine, Open and iterate in Proof, Brainstorm, Save and end); none appear here. "Quickly" means fewer sub-agents, not skipping this file.

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