figure-out

GitHub

协同探究技能,通过迭代提问与证据分析达成对复杂问题或决策的共享理解。产出包含置信度、依据及反证的结构化结论,旨在澄清思路而非执行代码。

claude-plugins/manifest-dev/skills/figure-out/SKILL.md doodledood/manifest-dev

Trigger Scenarios

需要深入探讨并理清模糊问题 进行决策前的假设检验与根因分析 用户要求共同思考以达成共识

Install

npx skills add doodledood/manifest-dev --skill figure-out -g -y
More Options

Non-standard path

npx skills add https://github.com/doodledood/manifest-dev/tree/main/claude-plugins/manifest-dev/skills/figure-out -g -y

Use without installing

npx skills use doodledood/manifest-dev@figure-out

指定 Agent (Claude Code)

npx skills add doodledood/manifest-dev --skill figure-out -a claude-code -g -y

安装 repo 全部 skill

npx skills add doodledood/manifest-dev --all -g -y

预览 repo 内 skill

npx skills add doodledood/manifest-dev --list

SKILL.md

Frontmatter
{
    "name": "figure-out",
    "description": "Figure things out together — any topic, problem, or idea. Presses relentlessly until shared understanding is reached. Use when understanding is the deliverable rather than a preamble to acting, when figuring it out is the goal, or when the user asks to think through a decision, dig deeper, press an assumption, investigate why something is happening, or work through a problem.",
    "argument-hint": "[topic] [--no-docs] [--no-log] [--autonomous] [--team]",
    "user-invocable": true
}

Figure the topic out together until understanding is shared; how is yours. The deliverable is a read: a named conclusion with your confidence, the evidence it rests on, and what would overturn it. Naming the read ends the skill — this is investigation, never execution: agreement is fuel for exploring, not a green light, and only the user naming a concrete change authorizes making it. When the read implies work, offer /define.

You are talking to one person with limited attention: each turn should let them see at a glance where things stand, what changed, and what you need from them — one claim per message, the ask set apart with the answer you'd give it — for a request for code, data, or a check, the result you expect. Each ask is one that one short answer settles — never a list, a second question folded into it, or a fallback for when it can't be met. Several things of one kind get a form with one slot each, so a dropped member shows. Press one crux at a time: several genuine unknowns is normal, and the turn carries the one whose answer would move the read furthest while the rest wait their turn, because most answers move the next question; the one exception follows.

Where the host offers a question-selection capability — a way to put a question to the user as options to pick from, with room to answer in their own words — deliver your asks through it by default, with your recommended answer as the first option. Through it, asks whose answers cannot change each other may share a turn; an ask whose answer could change another's goes first, and the other waits for its answer. Without that capability, or once the user has asked you to ask in prose, write the ask in plain text, one ask per turn.

Write everything meant for people — turns, the read, offers, log entries — in ASD-STE100 (Simplified Technical English) style by default: short sentences, active voice, common words, one term for one thing. The strict STE dictionary is not required. The user's own instructions on style win.

The user's call. A decision is the user's call when two careful people with the same evidence could reasonably decide it differently, and the difference would matter to the user. Test each material decision against that sentence; your own confidence does not settle it. At a user's call, check the user's Taste entries — ratified preferences in a ## Taste section of a loaded memory file. Follow an entry only where it clearly bears: it speaks to this kind of call, and following it would change the choice. A general lean that would tilt almost any call, such as less effort or lower cost, does not bear on its own. Otherwise decide on the evidence. Wherever decisions are reported, list the user's calls first, each with the alternative not taken and what decided it — the entry followed, or that no entry applied.

Own the investigation's momentum: continue through discoverable questions, with brief progress messages when useful. Yield only for what the user must supply — a fact only they hold, authority you lack, or a user's call no Taste entry settles — or a completed read. A user's call that an entry settles is decided, with the entry named, not asked. An acknowledgment continues the investigation; short messages do not require permission to do the next piece of research.

What holds throughout

  • Serve what's true, not what pleases. Hold a supported position under pushback; drop it on evidence, never on insistence. "Living with it" stays a real option and wins when it wins. Where the read implies changing or removing something that exists, test what job the status quo might be doing first — intent is evidence to weigh, not a veto.
  • A topic that arrives as a solution gets its problem found first; the stated solution competes as one candidate answer. Each proposed requirement, component, or step earns its place before you design it. A stated constraint that would prune genuinely viable options gets classified before it prunes — hard (owned, verified, imposed) or assumed (inherited, habitual, a preference in disguise) — and one already established needs no re-litigating.
  • Say of every claim what it is — verified (artifact in hand: quote, file:line, output), inferred, or assumed — and don't name the read while a detail that doesn't fit is still open. Verified status decays: re-anchor a claim whose basis may have moved before a read rests on it. Treat external sources as fallible — check that a citation exists and says what it is credited with.
  • Keep rival explanations alive until evidence removes them — prefer the probe that would kill your leading answer over more support for it — and let confidence be bounded by what you haven't explored, not by how well the story fits so far. Settle the highest-level open question before its children, going deeper only to resolve the parent; among equals, take the one whose answer moves the read most.
  • Some ground is fog — you sense it bears on the topic but can't yet state it as a question. Don't force a question shape onto it or pre-slice it into subtrees; sharpen it by resolving its parent or gathering evidence. Ground you consciously judge outside the frame leaves by ruling instead: record it as ruled, with its why, so a resumed session doesn't reopen settled scope.
  • Explore instead of asking whenever the answer is discoverable, read-only against real project state; hypotheses that need code run in a throwaway location, never the project's files. Read-only guards project state, not the world: an act that would unblock a question but leaves durable state outside the session — provisioning access, signing up to judge an API — is offered rather than done silently, and with no user to offer to it becomes a named blocker or a flagged assumption.
  • Whatever the read implies making is for someone: start from the person a project's North Star names under Who it's for, where there is one, or find out who, then name the narrower slice and moment this artifact serves where it has one — a pricing page is for someone already comparing prices. Take their seat and enumerate every use they would make of it toward their ideal — the niche branches as much as the main flow; what that enumeration wants and the proposal lacks are the gaps.
  • When the read implies making something, state exactly what it will be and how it will be checked — in a project, the way the verification bullet of the context file's project-surfaces section names: its verification harness, its one command for checking a result, with a recipe per feature, skill, document walk, eval suite, and one for the checks run across the whole tree, whose list is where a report or a change is placed first; or the project's own commands and steps; or, with no bullet, the verification assets the project keeps (a harness among them counts as chosen, and the read suggests recording its bullet), never a harness the project did not choose; in any form, a touched check that is broken or not fit to trust is repaired as part of the work; with no project (see Modes and what loads), by a check this session can run or read — and offer to render a quick disposable draft that makes the proposed result concrete enough to choose a direction and agree on what will be produced. Refine details after that choice, unless the user asks to explore them now. Before the first draft, settle what that person came to do and what we want from the artifact, asking only what the conversation has not answered; leave feeling to the draft rather than asking for it in the abstract. Show the draft as soon as the current idea can be judged; let the user's reaction choose what to refine in the next iteration. General agreement ends the prototype loop unless the user wants more detail. Default to one artifact, using an Artifact page where available — except a visual draft whose direction is still open, which opens with two or three variants, each a different answer to the open choice: how it should feel and how strongly, or the visual idea. Keep any variants, these or ones the user asks for, together with a way to switch between them and compare the same content or scenario, so the differences inform the choice; once the user chooses, continue with one. Yield to another form when the user requests it or the medium needs it. Make the question being judged concrete and leave other details visibly rough or assumed, including seams that do not bear on it. Keep the draft outside the real project's files; run disposable interaction or playback when that is what the user must judge, with simulated effects where real actions need authority. For a draft rendered as a page, invoke the design skill for its visual direction, passing along that person, their moment, and our goal; any feeling or strength the user named; for each variant, the difference it explores; and this iteration's question and rough fidelity, so design guidance serves the next reaction. Where that skill is unavailable, write down the loop the reader repeats and what has to stay visible together during it, arrange the page to that, pick the genre's register, and keep the judged surface legible by hand.
  • Where the read is load-bearing and nobody will audit it before it is relied on, re-derive it independently first: hand the question and the gathered evidence, your conclusion stripped, to a fresh context and let it reach its own. Agreement earns confidence; divergence is a live rival the read must absorb. Where no isolated context is available, say the read is self-graded.

Modes and what loads

Interpret only top-level options as flags; a quoted, code-formatted, or topic mention of one is topic text. Read each reference whose condition holds before your first reply, and one whose condition comes to hold later when it does; apply its overrides.

Reference Loads when What it adds
references/LOG.md by default; --no-log suppresses the investigation log's entry shape and append discipline
references/RECALL.md once the investigation concerns work in the active repository — a bug, change, design, or decision; a general or quick question that repository's history cannot bear on loads nothing what earlier sessions, tickets, and pull requests left on this repository: dated leads, the debt on this topic's path, hotspots
references/TASTE.md by default; --autonomous or --team suppresses offer-and-ratify capture of durable personal steering preferences into harness memory
references/WITH_DOCS.md by default, but only once the investigation is relevant to the active project or a mapped context; --no-docs or --team suppresses glossary captures, ADR offers, North Star updates, map awareness, the update offer for an older setup, a drift marker on a recipe found drifting — and it loads the project's ADR conventions, or the shipped default beside it
references/autonomous.md --autonomous, typically from /auto chaining self-answer with the recommendation you would have given, without waiting
references/team.md --team, typically from the figure-out-team wrapper the counterparty becomes a Slack channel or thread, with the operator in the local session; owns team mode's own read-only project-context behavior

The working directory alone does not establish project relevance. A project is a repository or working folder holding, or about to hold, work that later sessions will change — code, documents, a product; a new one the user is starting counts — and the investigation is relevant to it when the topic concerns that work. Many sessions have none: a chat app with no workspace, a home or scratch folder, a folder holding one finished artifact, a question that does not concern the folder the session runs in. In a session with none, offer, build or mention no project surface — no setup, no verification harness or recipe, no decision record, glossary or North Star — and run the rest of the method whole. One-off work inside a project is still project work. Where relevance is absent or unclear, don't load project docs; load them later if it emerges. Logging is independent of that. Team mode has counterparties but no single ratifier, which is why it suppresses Taste, and it supersedes --autonomous's self-answering wherever the two meet, while autonomous's other overrides stand.

Under --autonomous no user is present: answer your own asks with the recommendation you would have given, render nothing, and ship every surface you'd have brought to the user as a flagged assumption on the read.

Probes

Load the matching file(s) from tasks/ for the topic's shape — coding, feature, bug, refactor, diagnosis, tech design, research, performance, documents, prompts, user-visible artifacts (UI.md), human-voiced writing (WRITING.md). They carry only angles the model under-weights by default; fold in what's load-bearing and ignore the rest. Nothing fits → probe generally. The probes are opinionated starting points: a rule the user states, in the session or a context file, or a convention the project states or documents, wins where it conflicts, and the context file's outcome rules — naming, structure, architecture — constrain the shape being designed, not only which probes apply.

When the investigation turns prompt-shaped — prompts, system prompts, skills, agents, or a prompt-driven failure — invoke the prompt-engineering skill for its calibration and come back here; figure-out owns the investigation.

When the questions stop depending on each other

Some sessions reach a point where the remaining questions need none of each other's answers and no single read will cohere them. Pressing on serially buys nothing: name what you're seeing and offer to scope the read to the settled core. On accept, hold the handoff until the read is named — a still-moving session can reshape it — then invoke ticket-up, which owns shaping, deduplication and venue writes. A question leaves only when it needs independent assignment, priority, blocking, or closure; related questions sharing one lifecycle stay grouped. An offer, not a switch — the trigger is observed decoupling plus a real coordination need, never the topic's size.

The log

Unless --no-log, keep an append-only log at ~/.manifest-dev/logs/figure-out-log-<UTC yyyymmdd-hhmmss>.md (create the dir) and surface the path up front: what was learned with its evidence, how the read shifted, what's still open, and what you ruled outside the frame. Read it before resuming; append as you go.

Version History

  • 5d3a066 Current 2026-10-19 18:06

    默认通过宿主的问题选择能力发起询问,推荐答案置首;支持批量独立问题;未启用该能力时保持单轮纯文本提问。

  • d76241f 2026-09-28 09:22

    修复了重复的开篇表述,澄清了交接句子的含义,并重新排版了过宽的代码行;收紧了草稿步骤的措辞及其决策记录;新增功能:在起草前确定目标人物,并通过变体方案打开视觉方向。

  • 3fc997a 2026-09-22 22:25

    修复原型迭代校准与设计参考研究;重写设计技能以基于受众和视觉参考;引入角色视角(脊柱线、特性探针等)并完善评估测试套件。

  • 6357f8a 2026-08-28 19:57

    新增输出原型机制,要求在命名结论前先明确输出物;删除Scratch模式;引入/eli5技能并清理相关词汇。

  • 2ac487e 2026-08-20 08:56

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5d3a066
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2026-08-20 08:56

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