SLOPSHOPPER

decision-tree

When Claude ends a reply with a question, explains the choice in a side pane and lets you explore any option, or your own, in a real forked session

newpanecommandtoastmodelprocess
A shopper browsing a rack in a slop shop
Preview · a replayed session in a sandbox
claude · ~/work/app · decision-tree
│ ┃ question ✕ › fix the failing auth test and add an audit log call │ ┃ Waiting for Claude to ask you something. │ ⏺ Read(src/auth.ts) │ ⎿ Read 6 lines │ ⏺ Update(src/auth.ts) │ ⎿ Added 2 lines, removed 1 line │ ⏺ Bash(bun test) │ ⎿ 3 pass, 1 fail │ │ ● Done. refresh now rejects expired claims and logs an audit event. │ │ ✻ Worked for 42s · done 4:20 PM │ │ › /explain │ ⎿ decision-tree: No question to explain yet. │ │ ────────────────────────────────────────────────────────────────────────────────────────────────────────────────────── › ? for shortcuts

Draws

Pane · question
Waiting for Claude to ask you something.
README

decision-tree

A Claude Code mod that turns the question at the end of Claude's reply into a side pane you can explore: every option with what it leads to, and a real forked session for any answer you want to try before you commit.

decision-tree in a session: Claude's reply lists three storage options and asks which one to use, and the Decision tree pane beside it shows the question, one box per option with what it leads to and its pros and cons, SQLite in green as recommended, and an Other box for your own answer, above the four steps from Claude asking to you exploring

After every turn:

  1. A regex looks at the end of the reply. A question mark in the last paragraph, or two or more numbered or lettered options. Most turns stop here, with no model call.
  2. Haiku confirms it. It answers YES if you have to decide something before work can go on, NO for "anything else?" and other pleasantries.
  3. A fork explains the choice. $.model.fork replays the session's own transcript (served from the prompt cache), so it knows everything Claude knew. It has no tools and replies with JSON: the question, the context you need, each option with what it leads to and its pros and cons, and a recommendation.
  4. The pane draws it. One box per option, the recommended one in green, and an Explore button on each. The last box is Other: type your own answer and press Enter.

You answer Claude in the prompt as usual. Nothing in the pane goes back to Claude.

Exploring

The pane on a branch: "If you pick SQLite" with the steps the forked session would take and its session id, under it the map of every question and option explored, and below the window a graph of the main session with two forks off its question, one for SQLite and one for your own "use Redis" answer, each reaching its own next question

Explore forks the real session at the message that asked the question:

claude -p --resume <session> --resume-session-at <that message> --fork-session

The fork is told you picked that option and carries on with read-only tools (Read, Grep, Glob). In 12 to 20 seconds the pane shows what it would do, its steps, and the next question it would ask you. Explore again from there to go deeper: each level forks the branch above it.

  • Your own answer: the Other box, or /explain other <answer>, adds it as an option and explores it like the rest.
  • Map: every question and option you explored as one tree. Press a row to jump to it.
  • Continue branch: opens the branch as a live session with claude --resume <branch> --fork-session, in a new Herdr pane when you're inside Herdr, or copied to your clipboard otherwise.

Every branch is its own session file, so the main conversation never sees any of it.

Commands

CommandWhat it does
/explainOpen the pane for the latest question
/explain bExplore option B (A to H)
/explain other <answer>Explore your own answer
/explain mapShow the map
/explain back, /explain topMove up the tree
/explain continueOpen the current branch as a live session

Install

/plugin install decision-tree --marketplace ray-amjad/claude-code-mods

Answer y to add the marketplace, then pick a scope.

Settings

OptionDefaultWhat it does
gateModelhaikuThe model that answers YES or NO

Limits

  • Claude Code only opens a pane nobody asked for in a terminal at least 144 columns wide. In a narrower one you get a toast; run /explain and the pane opens above the prompt.
  • The tree lives in the mod's memory. A new question, a restart or a reload clears it; the branch sessions stay on disk and can still be resumed by id.
  • --resume-session-at is an undocumented Claude Code flag (tested on 2.1.296). If the mod can't find the message to cut at, it forks from the latest point and says so.
  • Each branch is a full claude -p run with a turn's cost, and its session file stays in the project's history.

Develop

claude --plugin-dir ./decision-tree
claude plugin validate .

In claude -p, set DECISION_TREE_WAIT=1 so the run waits for the fork before it exits.

Source 1 files
hooks/register.jsx 422 lines
1// decision-tree: when Claude's reply ends by asking you something, a fork of the
2// conversation explains the choice in a side pane. Then you can explore
3// any option: the mod forks the real session at that question, plays the answer out in
4// the fork, and shows the next question. Each branch is its own session, so nothing you
5// explore reaches the main conversation.
6
7const PANE = 'question'
8
9// The answer every explanation is asked for, so the pane can draw it
10const SHAPE = '{"question": "the question in one plain line", ' +
11  '"context": "one or two sentences: what I need to know to decide", ' +
12  '"options": [{"label": "2 to 5 words", "detail": "what it means", ' +
13  '"leadsTo": "what happens next if I pick it", "pros": ["short"], "cons": ["short"]}], ' +
14  '"recommendation": {"label": "the label of one option", "why": "one sentence"}}'
15
16// The tree for the latest question. A node is { sid, msgId, answer, status, data, children }:
17// sid and msgId say which session, cut at which message, a branch below it forks from
18let root = null
19// Option indexes from the root to the node the pane shows
20let path = []
21// What the pane shows: 'node' (one question) or 'map' (the whole tree)
22let view = 'node'
23// Where the session transcripts live, from the Stop hook
24let transcriptPath = ''
25
26// Cheap check, no model: does the end of the reply ask something?
27// A question mark in the last paragraph, or a numbered / lettered / bulleted list of options.
28function looksLikeQuestion(answer) {
29  const tail = answer.trim().slice(-1500)
30  const paragraphs = tail.split(/\n\s*\n/)
31  const last = paragraphs[paragraphs.length - 1] || ''
32  if (/\?\s*(\*\*|_|`)?\s*$/.test(last) || /\?\s*$/m.test(last)) return true
33  const options = tail.match(/^\s*(\d+[.)]|[A-D][.):]|[-*]\s+\*\*Option|Option [A-D1-9])/gm) || []
34  return options.length >= 2 && /\b(which|prefer|choose|pick|want|should I|let me know)\b/i.test(tail)
35}
36
37// The gate: a small model confirms the question needs a real decision from the user
38async function needsDecision($, answer, model) {
39  const r = await $.model.complete({
40    model,
41    system: 'You read the end of an AI coding assistant reply. Answer YES if it ends by asking ' +
42      'the user to decide, choose, or supply something before work can go on. Answer NO for ' +
43      'rhetorical questions, pleasantries such as "anything else?", or a reply that just reports. ' +
44      'Reply with YES or NO only.',
45    prompt: answer.trim().slice(-2000),
46    maxTokens: 5,
47    timeoutMs: 20000,
48  })
49  return r.isAnswered && /^\s*yes/i.test(r.text)
50}
51
52// The first explanation: a model fork replays the conversation and returns the choice as JSON
53async function explainRoot($, answer) {
54  const node = { sid: await $.session.id(), answer, status: 'thinking', children: [] }
55  root = node
56  path = []
57  view = 'node'
58  await openPane($, false)
59  $.ui.invalidate('ui.render')
60
61  const r = await $.model.fork({
62    prompt: 'Your last reply ended by asking me a question. Do not answer it and do not use tools. ' +
63      'Help me answer it. Reply with JSON only, no code fence, in this shape: ' + SHAPE + '. ' +
64      'Use the options you offered; if you offered none, give the 2 to 4 answers I would most ' +
65      'likely pick. At most 2 pros and 2 cons each. No em or en dashes.',
66  })
67  settle(node, r.isAnswered ? r.text : '', r.isAnswered ? 'the fork did not return JSON' : r.reason)
68  if (root !== node) return
69  $.ui.invalidate('ui.render')
70}
71
72// Explore option i of the node the pane shows: fork the real session at that node's
73// question, tell the fork we picked i, and let it play that out with read-only tools.
74// With own, the answer is yours: it joins the question's options first, then is explored
75async function explore($, i, own) {
76  const tree = root
77  const node = nodeAt(path)
78  if (own && node && node.data && node.data.options) {
79    const options = node.data.options
80    i = options.findIndex(o => o.label.toLowerCase() === own.toLowerCase())
81    if (i < 0) i = options.push({ label: own, mine: true }) - 1
82  }
83  const option = node && node.data && node.data.options && node.data.options[i]
84  if (!option) return $.ui.toast('decision-tree: no option ' + String.fromCharCode(65 + i) + ' here')
85  path = [...path, i]
86  view = 'node'
87  $.ui.invalidate('ui.render')
88  if (node.children[i]) return
89
90  const child = { label: option.label, status: 'exploring', children: [], startedAt: Date.now() }
91  node.children[i] = child
92
93  // The message to cut the parent session at: the reply that asked this question
94  if (!node.msgId) node.msgId = await lastAssistantId($, node.sid, node.answer)
95  if (!node.msgId) $.ui.log('decision-tree: message id not found, forking from the latest point')
96  const args = ['claude', '-p', whatIf(option),
97    '--resume', node.sid, '--fork-session', '--output-format', 'json',
98    '--permission-mode', 'default', '--allowedTools=Read,Grep,Glob',
99    '--disallowedTools=Bash,Edit,Write,NotebookEdit']
100  if (node.msgId) args.push('--resume-session-at', node.msgId)
101
102  let out = null
103  try {
104    const run = await $.process.run(args, {
105      cwd: await $.session.cwd(),
106      env: { DECISION_TREE_CHILD: '1' },
107      timeoutMs: 300000,
108    })
109    out = resultOf(run.stdout)
110    if (!out) child.reason = (run.stderr || run.stdout || 'no output').slice(0, 300)
111  } catch (err) {
112    child.reason = String(err)
113  }
114  if (root !== tree) return
115  if (out) {
116    child.sid = out.session_id
117    child.answer = out.result
118    settle(child, out.result || '', 'the branch did not return JSON')
119  } else {
120    child.status = 'failed'
121  }
122  child.ms = Date.now() - child.startedAt
123  $.ui.invalidate('ui.render')
124}
125
126// The prompt a branch gets: our answer, then the same JSON as the root plus what happened
127function whatIf(option) {
128  return 'WHAT-IF BRANCH: this is a forked copy of the session for exploring one answer. ' +
129    'The real session is not affected. My answer to your question: "' + option.label + '"' +
130    (option.detail ? ' (' + option.detail + ')' : '') + '. Carry on as if I picked it, but change no files and run no ' +
131    'commands; you may Read, Grep and Glob to make the plan concrete. Then reply with JSON only, ' +
132    'no code fence, in this shape, plus two more fields: "outcome" (two to four sentences: what ' +
133    'you would do and how things stand after) and "steps" (up to 4 short concrete steps). ' +
134    'The question and options are the NEXT decision you would need from me after this; if there ' +
135    'is none, give an empty question and options []. Shape: ' + SHAPE + '. No em or en dashes.'
136}
137
138// Turn a reply into the node's data, or mark the node failed
139function settle(node, text, reason) {
140  const data = parseJson(text)
141  if (data && Array.isArray(data.options)) {
142    node.data = data
143    node.status = 'ready'
144  } else {
145    node.status = 'failed'
146    node.reason = node.reason || reason
147  }
148}
149
150// claude -p --output-format json prints the result object, or the whole event list
151function resultOf(stdout) {
152  try {
153    const out = JSON.parse(stdout)
154    const res = Array.isArray(out) ? out.find(x => x.type === 'result') : out
155    return res && res.session_id ? res : null
156  } catch {
157    return null
158  }
159}
160
161// Find the id of the assistant message that asked the question, in the session's transcript
162async function lastAssistantId($, sid, answer) {
163  // The Stop hook's transcript path names the folder; without it, rebuild it from the cwd
164  const folder = transcriptPath ? transcriptPath.replace(/\/[^/]+$/, '') :
165    (await $.env.get('HOME')) + '/.claude/projects/' + (await $.session.cwd()).replace(/[^a-zA-Z0-9]/g, '-')
166  const file = folder + '/' + sid + '.jsonl'
167  if (!(await $.fs.exists(file))) return undefined
168  const lines = (await $.fs.read(file)).split('\n')
169  const want = (answer || '').trim().slice(-60)
170  for (let n = lines.length - 1; n >= 0; n--) {
171    let row
172    try { row = JSON.parse(lines[n]) } catch { continue }
173    if (row.type !== 'assistant' || row.isSidechain) continue
174    const text = (row.message.content || []).filter(b => b.type === 'text').map(b => b.text).join('')
175    if (text && text.trim().endsWith(want)) return row.uuid
176  }
177  return undefined
178}
179
180// The map: one row per question and per option, drawn as a tree with the path to each row
181// Question: Which storage?
182// ├ A JSON file on disk ▸
183// │ └ Q: How should I build it?
184// └ B SQLite ★
185function mapRows(node, p, prefix, rows) {
186  const data = node.data
187  if (!data || !data.question) return rows
188  rows.push({ text: prefix + 'Q: ' + data.question, path: p, kind: 'question' })
189  const pick = (data.recommendation && data.recommendation.label) || ''
190  data.options.forEach((o, i) => {
191    const last = i === data.options.length - 1
192    const child = node.children[i]
193    const mark = !child ? '' : child.status === 'exploring' ? '  ...' : child.status === 'failed' ? '  ✗' : '  ▸'
194    rows.push({
195      text: prefix + (last ? '└ ' : '├ ') + String.fromCharCode(65 + i) + ' ' + o.label + (o.label === pick ? ' ★' : '') + (o.mine ? ' ✎' : '') + mark,
196      path: child ? [...p, i] : null,
197      kind: child ? 'explored' : 'option',
198    })
199    if (child && child.status === 'ready') mapRows(child, [...p, i], prefix + (last ? '  ' : '│ '), rows)
200  })
201  return rows
202}
203
204function nodeAt(p) {
205  let node = root
206  for (const i of p) node = node && node.children[i]
207  return node
208}
209
210// Continue a branch for real: a new Claude session forked from it, in a Herdr pane if there is one
211async function continueBranch($, node) {
212  if (!node || !node.sid) return
213  const command = 'claude --resume ' + node.sid + ' --fork-session'
214  if ((await $.env.get('HERDR_ENV')) === '1') {
215    try {
216      const split = await $.process.run(['herdr', 'pane', 'split', '--current', '--direction', 'down',
217        '--cwd', await $.session.cwd(), '--no-focus'])
218      const id = JSON.parse(split.stdout).result.pane.pane_id
219      await $.process.run(['herdr', 'pane', 'run', id, command])
220      return $.ui.toast('decision-tree: branch opened in pane ' + id)
221    } catch (err) {
222      $.ui.log('could not open a Herdr pane: ' + err)
223    }
224  }
225  await $.ui.copy({ text: command })
226  $.ui.toast('decision-tree: copied ' + command)
227}
228
229// Open the side pane. Unasked, Claude Code only places it on a wide terminal.
230async function openPane($, asked) {
231  // focus takes only true, so leave it out for an unasked open
232  const pane = { id: PANE, title: 'Decision tree' }
233  // Asked from /explain: take the keys, Escape closes it, and ask for room above the prompt
234  const opened = await $.ui.open(asked ? { ...pane, focus: true, closeOnEscape: true, rows: 30 } : pane)
235  if (!opened.isPlaced) $.ui.toast('decision-tree: run /explain to see the pane')
236}
237
238// The fork may wrap its JSON in prose or a fence; take the outermost braces
239function parseJson(text) {
240  const start = text.indexOf('{')
241  const end = text.lastIndexOf('}')
242  if (start < 0 || end <= start) return null
243  try {
244    return JSON.parse(text.slice(start, end + 1))
245  } catch {
246    return null
247  }
248}
249
250export function register(on, options) {
251  on('session.start', async ($, e, next) => {
252    await $.command.register({
253      name: 'explain',
254      description: 'Show the decision tree; A to H explores an option, other <answer> explores your own',
255      argumentHint: '[A-H | other <answer> | map | back | top | continue]',
256      immediate: true,
257    })
258    return next(e)
259  })
260
261  // Remember where transcripts are written, to find message ids to fork at
262  on('classic.Stop', async ($, e, next) => {
263    if (e.transcript_path) transcriptPath = e.transcript_path
264    return next(e)
265  }).catch(($, e, next) => (next.called ? undefined : next(e)))
266
267  // After each of Claude's replies: regex check, then the gate, then the fork
268  on('turn.complete', async ($, e, next) => {
269    const result = await next(e)
270    // A branch's own claude -p run never explains its own replies
271    if ((await $.env.get('DECISION_TREE_CHILD')) === '1') return result
272    if (e.agentId || e.reason !== 'answer' || !looksLikeQuestion(e.answer)) return result
273    if (!(await needsDecision($, e.answer, options.gateModel || 'haiku'))) return result
274    // Run the fork without holding up the prompt; in a -p run, wait so the process lives on
275    const work = explainRoot($, e.answer).catch(err => $.ui.log('decision-tree failed: ' + err))
276    if ((await $.env.get('DECISION_TREE_WAIT')) === '1') await work
277    return result
278  })
279
280  // /explain opens the pane; /explain B explores option B; back, top and continue move around
281  on('command.run', { command: 'explain' }, async ($, e) => {
282    if (!root) return { text: 'No question to explain yet.' }
283    const raw = (e.args || '').trim()
284    const arg = raw.toLowerCase()
285    view = arg === 'map' ? 'map' : 'node'
286    if (arg === 'back') path = path.slice(0, -1)
287    else if (arg === 'top') path = []
288    else if (arg === 'continue') await continueBranch($, nodeAt(path))
289    else if (/^[a-h]$/.test(arg) || /^other\s+\S/.test(arg)) {
290      const own = /^other\s/.test(arg) ? raw.replace(/^other\s+/i, '') : undefined
291      const work = explore($, own ? -1 : arg.charCodeAt(0) - 97, own).catch(err => $.ui.log('explore failed: ' + err))
292      if ((await $.env.get('DECISION_TREE_WAIT')) === '1') await work
293    }
294    $.ui.invalidate('ui.render')
295    await openPane($, true)
296    return {}
297  })
298
299  // The pane: where you are in the tree, what the branch did, then the question and its options
300  on('ui.render', { component: 'Pane', requestId: PANE }, async ($, e) => {
301    const { Box, Text, Button, Input } = $.ui.resolve(e)
302    const width = Math.max(30, (e.props.bodyColumns || 60) - 2)
303    const node = nodeAt(path)
304
305    if (!root || !node) return <Text dimColor>Waiting for Claude to ask you something.</Text>
306
307    // The breadcrumb: Question › B SQLite › A WAL mode
308    const crumbs = ['Question']
309    let walk = root
310    for (const i of path) {
311      crumbs.push(String.fromCharCode(65 + i) + ' ' + walk.children[i].label)
312      walk = walk.children[i]
313    }
314    const nav = (
315      <Box gap={2} marginTop={1}>
316        {path.length ? <Button key="back" label="Back" onPress={() => { path = path.slice(0, -1); $.ui.invalidate('ui.render') }} /> : null}
317        {path.length > 1 ? <Button key="top" label="Top" onPress={() => { path = []; $.ui.invalidate('ui.render') }} /> : null}
318        {node.sid && path.length ? <Button key="cont" label="Continue branch" onPress={() => continueBranch($, node)} /> : null}
319        <Button key="map" label="Map" onPress={() => { view = 'map'; $.ui.invalidate('ui.render') }} />
320        <Button key="close" label="Close" onPress={() => $.ui.close({ id: PANE })} />
321      </Box>
322    )
323
324    if (node.status === 'thinking') return <Text color="yellow">Reading the conversation to explain the question...</Text>
325
326    // The map: the whole tree at once. Press a question or an explored option to open it.
327    if (view === 'map') {
328      const here = path.join('.')
329      return (
330        <Box flexDirection="column" width={width}>
331          <Text bold>Map · ★ recommended · ▸ explored · ✎ yours</Text>
332          <Text>{' '}</Text>
333          {mapRows(root, [], '', []).map((row, n) => {
334            // Mark the option you are on, or the first question when you are at the top
335            const isHere = row.path && row.path.join('.') === here && (row.kind !== 'question' || !row.path.length)
336            const text = (isHere ? '● ' : '  ') + row.text
337            if (!row.path) return <Text key={'r' + n} dimColor>{text}</Text>
338            return <Button key={'r' + n} plain label={text}
339              onPress={() => { path = row.path; view = 'node'; $.ui.invalidate('ui.render') }} />
340          })}
341          <Box gap={2} marginTop={1}>
342            <Button key="node" label="Back to question" onPress={() => { view = 'node'; $.ui.invalidate('ui.render') }} />
343            <Button key="close" label="Close" onPress={() => $.ui.close({ id: PANE })} />
344          </Box>
345        </Box>
346      )
347    }
348    if (node.status === 'exploring') {
349      return (
350        <Box flexDirection="column" width={width}>
351          <Text dimColor>{crumbs.join(' › ')}</Text>
352          <Text color="yellow">{'Forking the session and playing out "' + node.label + '"... (read-only, about 20 to 60s)'}</Text>
353          {nav}
354        </Box>
355      )
356    }
357    if (node.status === 'failed') {
358      return (
359        <Box flexDirection="column" width={width}>
360          <Text dimColor>{crumbs.join(' › ')}</Text>
361          <Text color="red">Could not explain it: {String(node.reason)}</Text>
362          {nav}
363        </Box>
364      )
365    }
366
367    const data = node.data
368    const pick = (data.recommendation && data.recommendation.label) || ''
369    return (
370      <Box flexDirection="column" width={width}>
371        <Text dimColor>{crumbs.join(' › ')}</Text>
372        {path.length ? (
373          <Box borderStyle="quote" borderColor="magenta" paddingLeft={1} flexDirection="column" marginBottom={1}>
374            <Text bold color="magenta">{'If you pick ' + node.label}</Text>
375            {data.outcome ? <Text>{data.outcome}</Text> : null}
376            {(data.steps || []).map((s, j) => <Text key={'s' + j} color="blue">{(j + 1) + '. ' + s}</Text>)}
377            <Text dimColor>{'branch session ' + String(node.sid).slice(0, 8) + (node.ms ? ' · ' + Math.round(node.ms / 1000) + 's' : '')}</Text>
378          </Box>
379        ) : null}
380        {data.question ? (
381          <Box borderStyle="double" borderColor="cyan" paddingX={1} flexDirection="column">
382            <Text bold color="cyan">{data.question}</Text>
383            {data.context ? <Text dimColor>{data.context}</Text> : null}
384          </Box>
385        ) : <Text dimColor>No further decision on this branch.</Text>}
386        {data.options.map((o, i) => {
387          const isPick = o.label === pick && !o.mine
388          const child = node.children[i]
389          const color = isPick ? 'green' : o.mine ? 'yellow' : 'gray'
390          return (
391            <Box key={'opt' + i} flexDirection="column">
392              <Text dimColor>{'  │'}</Text>
393              <Box borderStyle={isPick ? 'bold' : 'round'} borderColor={color} paddingX={1} flexDirection="column">
394                <Text bold color={color === 'gray' ? 'white' : color}>{String.fromCharCode(65 + i) + '  ' + o.label + (isPick ? '   ★ recommended' : '') + (o.mine ? '   ✎ your answer' : '')}</Text>
395                {o.detail ? <Text>{o.detail}</Text> : null}
396                {o.leadsTo ? <Text color="blue">{'→ ' + o.leadsTo}</Text> : null}
397                {(o.pros || []).map((p, j) => <Text key={'p' + j} color="green">{'+ ' + p}</Text>)}
398                {(o.cons || []).map((c, j) => <Text key={'c' + j} color="red">{'- ' + c}</Text>)}
399                <Button key={'x' + i} label={child ? (child.status === 'exploring' ? 'Exploring...' : 'Open branch ▸') : 'Explore ▸'}
400                  onPress={() => explore($, i)} />
401              </Box>
402            </Box>
403          )
404        })}
405        {data.question ? (
406          <Box flexDirection="column">
407            <Text dimColor>{'  │'}</Text>
408            <Box borderStyle="round" borderColor="gray" borderDimColor paddingX={1} flexDirection="column">
409              <Text dimColor bold>{String.fromCharCode(65 + data.options.length) + '  Other'}</Text>
410              <Input key={'other.' + path.join('.')} placeholder="type your own answer" submitLabel="explore"
411                onSubmit={value => { if (value.trim()) explore($, -1, value.trim()) }} />
412            </Box>
413          </Box>
414        ) : null}
415        {pick ? <Text>{' '}</Text> : null}
416        {pick ? <Text color="green">{'★ ' + pick + ': ' + data.recommendation.why}</Text> : null}
417        {nav}
418      </Box>
419    )
420  })
421}
422