From edd2cb67cb2527e23846c60aa6852e6f094c6ed7 Mon Sep 17 00:00:00 2001
From: Vincent Koc <vincentkoc@ieee.org>
Date: Sat, 16 May 2026 09:25:02 +0800
Subject: [PATCH] feat: add semantic slicing skill

---
 .claude-plugin/marketplace.json               |   6 +
 README.md                                     |   2 +
 catalog.yaml                                  |   7 +
 releases/skills.json                          |   6 +
 skills/semantic-slicing/SKILL.md              |  86 +++++
 skills/semantic-slicing/agents/openai.yaml    |  10 +
 skills/semantic-slicing/assets/icon.jpg       | Bin 0 -> 37951 bytes
 .../references/openclaw-profile.md            |  59 ++++
 .../references/slicing-taxonomy.md            | 109 ++++++
 .../semantic-slicing/references/workflow.md   | 153 +++++++++
 .../semantic-slicing/scripts/semantic-map.mjs | 310 ++++++++++++++++++
 11 files changed, 748 insertions(+)
 create mode 100644 skills/semantic-slicing/SKILL.md
 create mode 100644 skills/semantic-slicing/agents/openai.yaml
 create mode 100644 skills/semantic-slicing/assets/icon.jpg
 create mode 100644 skills/semantic-slicing/references/openclaw-profile.md
 create mode 100644 skills/semantic-slicing/references/slicing-taxonomy.md
 create mode 100644 skills/semantic-slicing/references/workflow.md
 create mode 100755 skills/semantic-slicing/scripts/semantic-map.mjs

diff --git a/.claude-plugin/marketplace.json b/.claude-plugin/marketplace.json
index 9866a31..40ba377 100644
--- a/.claude-plugin/marketplace.json
+++ b/.claude-plugin/marketplace.json
@@ -38,6 +38,12 @@
       "skills": "./",
       "description": "Create and manage worktrees safely and consistently across projects while avoiding stale branch bases."
     },
+    {
+      "name": "semantic-slicing",
+      "source": "./skills/semantic-slicing",
+      "skills": "./",
+      "description": "Turn a large repo into reviewable semantic slices with evidence. Use code shape, threat candidates, issue clusters, and support chatter together so review budget lands on the right parts of the system."
+    },
     {
       "name": "technical-deslop",
       "source": "./skills/technical-deslop",
diff --git a/README.md b/README.md
index e375ff9..9f04670 100644
--- a/README.md
+++ b/README.md
@@ -36,6 +36,7 @@ This is my personal **.skills** repository for Codex, Cursor, OpenClaw and agent
 | `ghcrawl-cluster-operator` | Operate ghcrawl local sync, clustering, and cluster inspection from the CLI. | `npx skills add vincentkoc/dotskills --skill ghcrawl-cluster-operator -y` |
 | `openclaw-github-dedupe` | Triage GitHub issue/PR clusters across repositories, preserving contributor credit while selecting canonical fixes and safe closures. | `npx skills add vincentkoc/dotskills --skill openclaw-github-dedupe -y` |
 | `operations-worktree` | Create safe git worktrees from fresh remote defaults instead of stale local branches. | `npx skills add vincentkoc/dotskills --skill operations-worktree -y` |
+| `semantic-slicing` | Build local feature, threat, issue, and support maps for focused repo review. | `npx skills add vincentkoc/dotskills --skill semantic-slicing -y` |
 | `technical-deslop` | Ship clean diffs fast: remove AI noise and keep behavior unchanged. | `npx skills add vincentkoc/dotskills --skill technical-deslop -y` |
 | `technical-documentation` | Produce dev‑ready docs: clear, structured build/review for brownfield + evergreen. | `npx skills add vincentkoc/dotskills --skill technical-documentation -y` |
 | `technical-integrations` | Design integrations that land: vendor‑agnostic API/RFC/SDK plans with rollout safety. | `npx skills add vincentkoc/dotskills --skill technical-integrations -y` |
@@ -57,6 +58,7 @@ npx skills add vincentkoc/dotskills --skill openclaw-github-dedupe -y
 npx skills add vincentkoc/dotskills --skill operations-worktree -y
 npx skills add vincentkoc/dotskills --skill crawlkit -y
 npx skills add vincentkoc/dotskills --skill graincrawl -y
+npx skills add vincentkoc/dotskills --skill semantic-slicing -y
 ```
 
 List available public skills:
diff --git a/catalog.yaml b/catalog.yaml
index bfb5c02..fa0721b 100644
--- a/catalog.yaml
+++ b/catalog.yaml
@@ -123,3 +123,10 @@ skills:
     source: local
     tags: [git, worktree, operations, workflow]
     version: 0.1.0
+
+  - id: semantic-slicing
+    name: Semantic Slicing
+    path: skills/semantic-slicing
+    source: local
+    tags: [semantic-slicing, security, review, visualization, gitcrawl, discrawl]
+    version: 0.1.0
diff --git a/releases/skills.json b/releases/skills.json
index c277f41..b82261b 100644
--- a/releases/skills.json
+++ b/releases/skills.json
@@ -31,6 +31,12 @@
       "description": "Create and manage worktrees safely and consistently across projects while avoiding stale branch bases.",
       "install": "npx skills add https://github.com/vincentkoc/dotskills --skill operations-worktree -y"
     },
+    {
+      "name": "semantic-slicing",
+      "source": "./skills/semantic-slicing",
+      "description": "Turn a large repo into reviewable semantic slices with evidence. Use code shape, threat candidates, issue clusters, and support chatter together so review budget lands on the right parts of the system.",
+      "install": "npx skills add https://github.com/vincentkoc/dotskills --skill semantic-slicing -y"
+    },
     {
       "name": "technical-deslop",
       "source": "./skills/technical-deslop",
diff --git a/skills/semantic-slicing/SKILL.md b/skills/semantic-slicing/SKILL.md
new file mode 100644
index 0000000..6b2ac4d
--- /dev/null
+++ b/skills/semantic-slicing/SKILL.md
@@ -0,0 +1,86 @@
+---
+name: semantic-slicing
+description: Build local semantic review slices by combining clawpatch feature maps, deepsec threat candidates, visual review maps, and optional gitcrawl/discrawl evidence for repos such as openclaw/openclaw.
+license: AGPL-3.0-only
+metadata:
+  source: "https://github.com/vincentkoc/dotskills"
+---
+
+# Semantic Slicing
+
+## Purpose
+
+Turn a large repo into reviewable semantic slices with evidence. Use code shape, threat candidates, issue clusters, and support chatter together so review budget lands on the right parts of the system.
+
+Default stance: map locally first, rank second, spend agent/security-review budget last.
+
+## When to use
+
+- Setting up or running `openclaw/clawpatch` against a target repo.
+- Setting up or running `vercel-labs/deepsec` against a target repo.
+- Producing a local visual map of feature slices, risky files, ownership clusters, or review targets.
+- Cross-checking code slices against `gitcrawl` issue/PR data or `discrawl` Discord/support data.
+- Planning a focused security, regression, architecture, or maintainer-review pass for a large repo.
+
+## Workflow
+
+1. Create a scratch run directory outside the target checkout, usually `~/.semantic-slicing/<repo>/<timestamp>`.
+2. Read target repo instructions before scanning. For OpenClaw, read root `AGENTS.md`; subtree guides matter when reviewing a slice.
+3. Verify tool setup:
+   - `clawpatch`: clone/build `openclaw/clawpatch`, then run `clawpatch init`, `clawpatch map`, `clawpatch status`.
+   - `deepsec`: clone/build `vercel-labs/deepsec`, scaffold a scratch workspace, then run `deepsec scan`.
+   - `gitcrawl`: run `gitcrawl doctor --json`, then pull clusters/threads for related issue evidence.
+   - `discrawl`: run `discrawl doctor --json` and `discrawl status --json`; use search/digest only when support chatter is relevant.
+4. Run deterministic maps before AI review:
+   - Clawpatch feature map for entrypoints/packages/config/test slices.
+   - Deepsec regex scan for candidate threat surfaces.
+   - Optional gitcrawl/discrawl lookups for historical pain around the same files, components, or symptoms.
+5. Run `scripts/semantic-map.mjs` to merge the local artifacts into `semantic-map.html` and `semantic-map.json`.
+6. Rank slices by combined signal:
+   - high-risk entrypoint or tool boundary,
+   - deepsec candidate density and slug quality,
+   - recent/open gitcrawl clusters,
+   - matching discrawl support terms,
+   - churn/ownership/test gaps if available.
+7. Choose a cost size before running AI stages:
+   - `low`: deterministic maps only; no `deepsec process` or real `clawpatch review`.
+   - `medium`: one to three explicit files/features with high-risk slugs, batch size 1, concurrency 1, and a turn cap.
+   - `high`: broader AI processing or multiple feature reviews; requires an explicit budget/time decision.
+8. Run AI only at the chosen size:
+   - `clawpatch review --feature <id>` or a small `--limit`.
+   - `deepsec process --files <csv>` or tightly scoped `--filter` plus `--only-slugs`.
+9. Report exact artifact paths, run IDs, counts, cost size, exclusions, and skipped expensive stages.
+
+## Inputs
+
+- `target_repo`: local checkout path and/or GitHub `owner/repo`.
+- `scratch_root`: local artifact directory, default `~/.semantic-slicing/<repo>/<timestamp>`.
+- `clawpatch_repo`: local clone of `openclaw/clawpatch`, optional if `clawpatch` is already on PATH.
+- `deepsec_repo`: local clone of `vercel-labs/deepsec`, optional if `deepsec` is already on PATH.
+- `focus`: optional path prefixes, issue numbers, slugs, components, or channels to prioritize.
+- `cost_size`: `low`, `medium`, or `high`; default `low`.
+- `budget_mode`: `map-only`, `targeted-ai`, or `full-ai`; default follows `cost_size`.
+
+## Outputs
+
+- Tool setup status and blocker list.
+- Clawpatch feature counts and contamination checks.
+- Deepsec scan run ID, candidate counts, top slugs, and top files.
+- Optional gitcrawl cluster/thread evidence and discrawl support evidence.
+- Local visual map: `semantic-map.html` plus machine-readable `semantic-map.json`.
+- Ranked slice plan with recommended next commands and cost-size rationale.
+
+## Guardrails
+
+- Keep generated artifacts out of the target repo unless the user explicitly wants checked-in config.
+- Do not run full `deepsec process` or broad `clawpatch review` without an explicit high-cost decision; these can be expensive and noisy.
+- Treat local nested worktrees and dot-agent folders as contamination unless intentionally in scope: `.claude/`, `.codex/`, `.agents/`, `.deepsec/`, `.semantic-slicing/`.
+- If a tool maps contaminated paths, post-filter before ranking and call out the upstream limitation.
+- Never paste secrets from scan outputs. Scrub absolute personal paths before external PRs/comments.
+- For OpenClaw, use Testbox/Crabbox only when the task moves from mapping into validation.
+
+## References
+
+- Read `references/workflow.md` for concrete local setup and run commands.
+- Read `references/slicing-taxonomy.md` when choosing slice types or map layers.
+- Read `references/openclaw-profile.md` when the target is `openclaw/openclaw`.
diff --git a/skills/semantic-slicing/agents/openai.yaml b/skills/semantic-slicing/agents/openai.yaml
new file mode 100644
index 0000000..bcf1cfa
--- /dev/null
+++ b/skills/semantic-slicing/agents/openai.yaml
@@ -0,0 +1,10 @@
+interface:
+  display_name: "Semantic Slicing"
+  short_description: "Build local feature, threat, issue, and support maps for focused repo review."
+  icon_small: "./assets/icon.jpg"
+  icon_large: "./assets/icon.jpg"
+  brand_color: "#111827"
+  default_prompt: "Create a semantic slice map for this repo using local clawpatch/deepsec artifacts and gitcrawl/discrawl evidence where relevant."
+
+policy:
+  allow_implicit_invocation: true
diff --git a/skills/semantic-slicing/assets/icon.jpg b/skills/semantic-slicing/assets/icon.jpg
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diff --git a/skills/semantic-slicing/references/openclaw-profile.md b/skills/semantic-slicing/references/openclaw-profile.md
new file mode 100644
index 0000000..7c52caf
--- /dev/null
+++ b/skills/semantic-slicing/references/openclaw-profile.md
@@ -0,0 +1,59 @@
+# OpenClaw Profile
+
+Target repo: `openclaw/openclaw`.
+
+## High-signal buckets
+
+- `src/agents/**`: agent tools, shell/process/file access, sandbox policy, session reuse.
+- `src/gateway/**`: protocol, auth, WebSocket, delivery, live runtime.
+- `src/plugins/**`: plugin discovery, registry, activation, manifest/public-surface loaders.
+- `extensions/*`: bundled plugin runtime boundaries, channel/provider behavior.
+- `packages/memory-host-sdk/**`: storage, embeddings, remote HTTP, SSRF and proxy controls.
+- `scripts/**`: release, CI, Docker, package, generated contract checks.
+- `ui/**` and apps: local app/browser boundary, WebView and bridge surfaces.
+
+## Default excludes
+
+Treat these as contamination unless explicitly requested:
+
+```text
+.git/
+.claude/
+.codex/
+.agents/
+.deepsec/
+.semantic-slicing/
+node_modules/
+dist/
+build/
+coverage/
+.next/
+.turbo/
+```
+
+## Local probe on 2026-05-16
+
+Observed setup results on `openclaw/openclaw`:
+
+- `clawpatch` built locally and mapped 1,099 feature records.
+- The map included hundreds of `.claude`/`.codex`/`.agents` path references even with a config exclude. Post-filtering is required before review queue ranking.
+- `deepsec` built locally and scanned OpenClaw in 53.7 seconds.
+- Deepsec scan run ID: `20260516011830-96433ac3b3b6762a`.
+- Deepsec found 4,055 pending candidate files and 9,628 total matcher hits.
+- Highest-volume slugs were `insecure-crypto`, `agent-tool-definition`, `process-env-access`, `secret-in-log`, and `spread-operator-injection`.
+- `gitcrawl doctor --json` showed local OpenClaw data but the last sync was older than the current date, so use it as shortlist context and verify live state with `gh` before mutating.
+- `discrawl doctor --json` was healthy in git-share mode; `discrawl status --json` showed share update needed.
+
+Hydrated follow-up on the same day:
+
+- Hydrated `deepsec` with OpenClaw-specific `INFO.md` and priority/ignore config.
+- Fresh scan run ID: `20260516014350-082402b74eb441df`.
+- Fresh scan found 4,050 candidate files and 9,579 total matcher hits.
+- One targeted AI process pass on `src/agents/pi-embedded-runner/run/attempt.ts` produced 0 findings, cost `$4.794546`, and used 236,258 input tokens plus 6,065,152 cache-read tokens.
+- That file mapped to clawpatch feature `feat_library_997fa9c066`; dry-run review returned `wouldReview: 1`.
+
+Operational implication: default to `low` cost sizing for maps and queue building. Use `medium` only for file-explicit high-risk slices. Treat broad `deepsec process` as `high` cost unless the user has set a clear budget.
+
+## OpenClaw verification rule
+
+Mapping is not validation. If a slice leads to a code change, follow OpenClaw repo rules for targeted tests and Testbox/Crabbox proof before handoff.
diff --git a/skills/semantic-slicing/references/slicing-taxonomy.md b/skills/semantic-slicing/references/slicing-taxonomy.md
new file mode 100644
index 0000000..63d2db9
--- /dev/null
+++ b/skills/semantic-slicing/references/slicing-taxonomy.md
@@ -0,0 +1,109 @@
+# Slicing Taxonomy
+
+Use multiple slice layers. One lens is too easy to game.
+
+## Feature slices
+
+Source: clawpatch feature records.
+
+Best for:
+- package/API/plugin boundaries,
+- route or command entrypoints,
+- test ownership,
+- review units for targeted agent passes.
+
+Watch for:
+- hidden worktrees,
+- generated output,
+- overly broad source-group slices,
+- missing framework-specific entrypoints.
+
+## Threat slices
+
+Source: deepsec file records and candidates.
+
+Best for:
+- path traversal, SSRF, RCE, auth bypass, secret/log surfaces,
+- high-density files,
+- framework mismatch gaps where default matchers are weak.
+
+Watch for:
+- noisy slug families like generic crypto usage,
+- candidate count without exploitability,
+- processing cost.
+
+## Issue slices
+
+Source: gitcrawl clusters, threads, summaries, live GitHub checks.
+
+Best for:
+- repeated user-visible failures,
+- closed-but-recurring regressions,
+- duplicate PR/issue clusters,
+- maintainer narrative and shipped history.
+
+Watch for:
+- stale local crawl state,
+- title similarity without root-cause match,
+- closed clusters that should only inform risk, not current truth.
+
+## Support slices
+
+Source: discrawl search, digest, analytics.
+
+Best for:
+- Discord/support symptom clusters,
+- community vocabulary that differs from GitHub titles,
+- production pain not yet filed as issues.
+
+Watch for:
+- private chatter leakage,
+- stale share sync,
+- unstructured complaints without repro.
+
+## Diff slices
+
+Source: `git diff`, PR file lists, changed-lines metadata.
+
+Best for:
+- PR review,
+- regression-focused scans,
+- verifying whether a fix touches the real symptom path.
+
+Watch for:
+- tests/docs-only changes that should not expand into a full security scan,
+- moved files that break naive path matching.
+
+## Runtime/import slices
+
+Source: import graph, startup profiles, package manifests, plugin manifests.
+
+Best for:
+- hot-path performance,
+- lazy-loading regressions,
+- plugin/core boundary leakage,
+- package/dependency ownership.
+
+Watch for:
+- circular imports,
+- static+dynamic imports of the same heavy module,
+- core/plugin boundary violations.
+
+## Visual review map
+
+Map each bucket with:
+- feature count,
+- deepsec candidate count,
+- top slugs,
+- top files,
+- gitcrawl cluster count,
+- discrawl hit count,
+- contamination count.
+
+Recommended ranking:
+
+```text
+score = entrypoint_weight + threat_density + issue_signal + support_signal + churn_signal - contamination_penalty
+```
+
+The score is a review queue, not a bug claim.
diff --git a/skills/semantic-slicing/references/workflow.md b/skills/semantic-slicing/references/workflow.md
new file mode 100644
index 0000000..1eafd12
--- /dev/null
+++ b/skills/semantic-slicing/references/workflow.md
@@ -0,0 +1,153 @@
+# Local Semantic Workflow
+
+## Scratch layout
+
+Use a run directory outside the target checkout:
+
+```bash
+RUN_ROOT="$HOME/.semantic-slicing/openclaw/$(date +%Y%m%d-%H%M%S)"
+mkdir -p "$RUN_ROOT"
+```
+
+Recommended layout:
+
+```text
+<run>/
+  clawpatch/
+  deepsec/
+  semantic-map.html
+  semantic-map.json
+```
+
+## Clawpatch
+
+Setup from source:
+
+```bash
+git clone https://github.com/openclaw/clawpatch.git ~/GIT/_Perso/clawpatch
+cd ~/GIT/_Perso/clawpatch
+pnpm install
+pnpm build
+```
+
+Run against a target repo:
+
+```bash
+node ~/GIT/_Perso/clawpatch/dist/cli.js \
+  --root ~/GIT/_Perso/openclaw \
+  --state-dir "$RUN_ROOT/clawpatch" \
+  init --json
+
+node ~/GIT/_Perso/clawpatch/dist/cli.js \
+  --root ~/GIT/_Perso/openclaw \
+  --state-dir "$RUN_ROOT/clawpatch" \
+  map --json
+
+node ~/GIT/_Perso/clawpatch/dist/cli.js \
+  --root ~/GIT/_Perso/openclaw \
+  --state-dir "$RUN_ROOT/clawpatch" \
+  status --json
+```
+
+After mapping, check contamination:
+
+```bash
+find "$RUN_ROOT/clawpatch/features" -type f -print0 |
+  xargs -0 jq -r '.ownedFiles[].path, .entrypoints[].path, .contextFiles[].path' |
+  rg '^\.(claude|codex|agents|deepsec|semantic-slicing)/' | wc -l
+```
+
+If contamination is non-zero, post-filter before ranking. Current clawpatch may still seed hidden local worktree paths even when config excludes are present.
+
+## Deepsec
+
+Setup from source:
+
+```bash
+git clone https://github.com/vercel-labs/deepsec.git ~/GIT/_Perso/deepsec
+cd ~/GIT/_Perso/deepsec
+pnpm install
+pnpm -r build
+pnpm bundle
+```
+
+Create a scratch workspace and link the local build:
+
+```bash
+node ~/GIT/_Perso/deepsec/packages/deepsec/dist/cli.mjs \
+  init "$RUN_ROOT/deepsec" ~/GIT/_Perso/openclaw --id openclaw --force
+
+cd "$RUN_ROOT/deepsec"
+pnpm add -w "deepsec@file:$HOME/GIT/_Perso/deepsec/packages/deepsec"
+```
+
+Run deterministic scan:
+
+```bash
+node ~/GIT/_Perso/deepsec/packages/deepsec/dist/cli.mjs scan --project-id openclaw
+node ~/GIT/_Perso/deepsec/packages/deepsec/dist/cli.mjs status --project-id openclaw
+node ~/GIT/_Perso/deepsec/packages/deepsec/dist/cli.mjs metrics --project-id openclaw
+```
+
+Do not run `process` blindly on large candidate sets. Size the run first:
+
+| Size | Use when | Shape |
+| --- | --- | --- |
+| `low` | You need a review map or queue only. | `clawpatch map`, `deepsec scan`, `semantic-map.mjs`; no AI processing. |
+| `medium` | A slice has strong threat + feature overlap. | 1-3 files/features, high-risk slugs only, `--batch-size 1`, `--concurrency 1`, capped turns. |
+| `high` | The user explicitly wants broad AI review and accepts cost/time. | Multiple features or wider filters; record budget, run IDs, and stopping condition first. |
+
+Prefer file-explicit processing after ranking:
+
+```bash
+pnpm deepsec process --project-id openclaw \
+  --files src/agents/pi-tools.read.ts,src/agents/sandbox/ssh-backend.ts \
+  --only-slugs path-traversal,rce,ssrf,auth-bypass,missing-auth,secret-in-log \
+  --batch-size 1 \
+  --concurrency 1 \
+  --max-turns 40
+```
+
+If you only need matcher-level narrowing:
+
+```bash
+pnpm deepsec scan --project-id openclaw --matchers path-traversal,rce,ssrf
+```
+
+## Gitcrawl
+
+Use gitcrawl as issue/PR memory, not live truth:
+
+```bash
+gitcrawl doctor --json
+gitcrawl clusters openclaw/openclaw --min-size 2 --limit 20 --sort size --json
+gitcrawl threads openclaw/openclaw --numbers 123,456 --include-closed --json
+```
+
+For freshness, re-check decisive open/closed/merged state with `gh` before mutation.
+
+## Discrawl
+
+Use discrawl for support/channel evidence when user reports mention Discord, support chatter, or community symptoms:
+
+```bash
+discrawl doctor --json
+discrawl status --json
+discrawl search "gateway auth" --limit 25 --json
+discrawl digest --help
+```
+
+Avoid pulling personal or unrelated message content into reports. Summarize only the symptom evidence needed to rank the slice.
+
+## Visual map
+
+Generate the local review map:
+
+```bash
+node /path/to/semantic-slicing/scripts/semantic-map.mjs \
+  --clawpatch "$RUN_ROOT/clawpatch" \
+  --deepsec "$RUN_ROOT/deepsec/data/openclaw" \
+  --out "$RUN_ROOT/semantic-map.html"
+```
+
+The script writes both HTML and JSON. Use the HTML for review and the JSON for follow-up automation.
diff --git a/skills/semantic-slicing/scripts/semantic-map.mjs b/skills/semantic-slicing/scripts/semantic-map.mjs
new file mode 100755
index 0000000..11f273c
--- /dev/null
+++ b/skills/semantic-slicing/scripts/semantic-map.mjs
@@ -0,0 +1,310 @@
+#!/usr/bin/env node
+import fs from "node:fs";
+import path from "node:path";
+
+const args = parseArgs(process.argv.slice(2));
+if (!args.clawpatch && !args.deepsec) {
+  die("usage: semantic-map.mjs --clawpatch <state-dir> --deepsec <data/project> --out <semantic-map.html>");
+}
+
+const outPath = args.out ?? path.resolve(process.cwd(), "semantic-map.html");
+const contaminationPrefixes = [
+  ".git/",
+  ".claude/",
+  ".codex/",
+  ".agents/",
+  ".deepsec/",
+  ".semantic-slicing/",
+  "node_modules/",
+  "dist/",
+  "build/",
+  "coverage/",
+  ".next/",
+  ".turbo/",
+];
+
+const features = args.clawpatch ? readClawpatchFeatures(args.clawpatch) : [];
+const deepsecFiles = args.deepsec ? readDeepsecFiles(args.deepsec) : [];
+const buckets = new Map();
+const slugCounts = new Map();
+const topFiles = [];
+
+for (const feature of features) {
+  const refs = [
+    ...(feature.ownedFiles ?? []),
+    ...(feature.entrypoints ?? []),
+    ...(feature.contextFiles ?? []),
+  ].map((item) => item.path).filter(Boolean);
+  const contaminated = refs.filter(isContaminated);
+  const cleanRefs = refs.filter((item) => !isContaminated(item));
+  if (cleanRefs.length === 0 && contaminated.length > 0) continue;
+  const bucket = bucketFor(preferredFeaturePath(feature, cleanRefs));
+  const record = ensureBucket(buckets, bucket);
+  record.features += 1;
+  record.kinds[feature.kind ?? "unknown"] = (record.kinds[feature.kind ?? "unknown"] ?? 0) + 1;
+  record.sources[feature.source ?? "unknown"] = (record.sources[feature.source ?? "unknown"] ?? 0) + 1;
+  record.contaminatedRefs += contaminated.length;
+  if (feature.featureId && record.featureIds.length < 12) record.featureIds.push(feature.featureId);
+}
+
+for (const file of deepsecFiles) {
+  if (isContaminated(file.filePath)) continue;
+  const candidates = Array.isArray(file.candidates) ? file.candidates : [];
+  if (candidates.length === 0) continue;
+  const bucket = bucketFor(file.filePath);
+  const record = ensureBucket(buckets, bucket);
+  record.deepsecFiles += 1;
+  record.deepsecCandidates += candidates.length;
+  for (const candidate of candidates) {
+    const slug = candidate.vulnSlug ?? candidate.slug ?? "unknown";
+    record.slugs[slug] = (record.slugs[slug] ?? 0) + 1;
+    slugCounts.set(slug, (slugCounts.get(slug) ?? 0) + 1);
+  }
+  topFiles.push({
+    path: file.filePath,
+    bucket,
+    candidates: candidates.length,
+    slugs: [...new Set(candidates.map((item) => item.vulnSlug ?? item.slug ?? "unknown"))].slice(0, 8),
+  });
+}
+
+const bucketRows = [...buckets.values()]
+  .map((bucket) => ({
+    ...bucket,
+    score: bucket.features + bucket.deepsecCandidates + bucket.deepsecFiles * 3 - bucket.contaminatedRefs,
+    topSlugs: topEntries(bucket.slugs, 8),
+    topKinds: topEntries(bucket.kinds, 5),
+    topSources: topEntries(bucket.sources, 5),
+  }))
+  .sort((a, b) => b.score - a.score || b.deepsecCandidates - a.deepsecCandidates || a.name.localeCompare(b.name));
+
+topFiles.sort((a, b) => b.candidates - a.candidates || a.path.localeCompare(b.path));
+
+const summary = {
+  generatedAt: new Date().toISOString(),
+  inputs: {
+    clawpatch: args.clawpatch ?? null,
+    deepsec: args.deepsec ?? null,
+  },
+  totals: {
+    buckets: bucketRows.length,
+    features: bucketRows.reduce((sum, item) => sum + item.features, 0),
+    deepsecFiles: bucketRows.reduce((sum, item) => sum + item.deepsecFiles, 0),
+    deepsecCandidates: bucketRows.reduce((sum, item) => sum + item.deepsecCandidates, 0),
+    contaminatedRefs: bucketRows.reduce((sum, item) => sum + item.contaminatedRefs, 0),
+  },
+  topSlugs: topEntries(Object.fromEntries(slugCounts), 20),
+  buckets: bucketRows,
+  topFiles: topFiles.slice(0, 100),
+};
+
+fs.mkdirSync(path.dirname(outPath), { recursive: true });
+fs.writeFileSync(outPath, renderHtml(summary), "utf8");
+fs.writeFileSync(outPath.replace(/\.html?$/u, "") + ".json", JSON.stringify(summary, null, 2) + "\n", "utf8");
+console.log(`wrote ${outPath}`);
+console.log(`wrote ${outPath.replace(/\.html?$/u, "")}.json`);
+
+function parseArgs(argv) {
+  const out = {};
+  for (let index = 0; index < argv.length; index += 1) {
+    const arg = argv[index];
+    if (!arg.startsWith("--")) die(`unexpected argument: ${arg}`);
+    const key = arg.slice(2);
+    const value = argv[index + 1];
+    if (!value || value.startsWith("--")) die(`missing value for ${arg}`);
+    out[key] = value;
+    index += 1;
+  }
+  return out;
+}
+
+function readClawpatchFeatures(stateDir) {
+  const featureDir = path.join(stateDir, "features");
+  if (!fs.existsSync(featureDir)) return [];
+  return readJsonFiles(featureDir);
+}
+
+function readDeepsecFiles(projectDataDir) {
+  const fileDir = path.join(projectDataDir, "files");
+  if (!fs.existsSync(fileDir)) return [];
+  return readJsonFiles(fileDir);
+}
+
+function readJsonFiles(dir) {
+  const files = [];
+  for (const entry of fs.readdirSync(dir, { withFileTypes: true })) {
+    const full = path.join(dir, entry.name);
+    if (entry.isDirectory()) {
+      files.push(...readJsonFiles(full));
+    } else if (entry.isFile() && entry.name.endsWith(".json")) {
+      try {
+        files.push(JSON.parse(fs.readFileSync(full, "utf8")));
+      } catch {
+        // Keep map generation best-effort; corrupt records are skipped.
+      }
+    }
+  }
+  return files;
+}
+
+function bucketFor(filePath) {
+  const normalized = String(filePath).replaceAll("\\", "/").replace(/^\.?\//u, "");
+  const parts = normalized.split("/");
+  if (parts[0] === "extensions" && parts[1]) return `extensions/${parts[1]}`;
+  if (parts[0] === "packages" && parts[1]) return `packages/${parts[1]}`;
+  if (parts[0] === "apps" && parts[1]) return `apps/${parts[1]}`;
+  if (parts[0] === "src" && parts[1]) return `src/${parts[1]}`;
+  if (parts[0] === "ui") return parts[1] === "src" && parts[2] ? `ui/${parts[2]}` : "ui";
+  if (parts[0] === "scripts") return "scripts";
+  if (parts[0] === "docs") return "docs";
+  return parts[0] || "unknown";
+}
+
+function preferredFeaturePath(feature, cleanRefs) {
+  const nonManifest = cleanRefs.find((item) => path.basename(item) !== "package.json");
+  if (nonManifest) return nonManifest;
+  const titlePath = titlePathHint(feature?.title);
+  if (titlePath) return titlePath;
+  return cleanRefs[0] ?? feature?.title ?? "unknown";
+}
+
+function titlePathHint(title) {
+  if (!title) return null;
+  const match = String(title).match(/\b(?:Node source|Project config|Package script|CLI command)\s+([^#(]+)/u);
+  if (!match) return null;
+  return match[1].trim();
+}
+
+function ensureBucket(map, name) {
+  if (!map.has(name)) {
+    map.set(name, {
+      name,
+      features: 0,
+      deepsecFiles: 0,
+      deepsecCandidates: 0,
+      contaminatedRefs: 0,
+      kinds: {},
+      sources: {},
+      slugs: {},
+      featureIds: [],
+    });
+  }
+  return map.get(name);
+}
+
+function isContaminated(filePath) {
+  const normalized = String(filePath).replaceAll("\\", "/").replace(/^\.?\//u, "");
+  return contaminationPrefixes.some((prefix) => normalized === prefix.slice(0, -1) || normalized.startsWith(prefix));
+}
+
+function topEntries(object, limit) {
+  return Object.entries(object)
+    .sort((a, b) => b[1] - a[1] || a[0].localeCompare(b[0]))
+    .slice(0, limit)
+    .map(([name, count]) => ({ name, count }));
+}
+
+function renderHtml(summary) {
+  const maxScore = Math.max(...summary.buckets.map((item) => item.score), 1);
+  const nodes = summary.buckets.slice(0, 32).map((bucket, index) => {
+    const col = index % 8;
+    const row = Math.floor(index / 8);
+    const radius = 18 + Math.round((bucket.score / maxScore) * 34);
+    return {
+      ...bucket,
+      x: 70 + col * 135,
+      y: 75 + row * 125,
+      radius,
+    };
+  });
+  const width = 1080;
+  const height = Math.max(260, 135 + Math.ceil(nodes.length / 8) * 125);
+  return `<!doctype html>
+<html lang="en">
+<head>
+<meta charset="utf-8">
+<meta name="viewport" content="width=device-width, initial-scale=1">
+<title>Semantic Slice Map</title>
+<style>
+body { margin: 0; font: 14px/1.45 ui-sans-serif, system-ui, -apple-system, BlinkMacSystemFont, "Segoe UI", sans-serif; color: #17202a; background: #f7f5ef; }
+main { max-width: 1180px; margin: 0 auto; padding: 28px; }
+h1 { margin: 0 0 6px; font-size: 28px; }
+h2 { margin: 28px 0 10px; font-size: 18px; }
+.meta { color: #5f6b77; }
+.cards { display: grid; grid-template-columns: repeat(4, minmax(0, 1fr)); gap: 10px; margin: 18px 0 24px; }
+.card { background: #fff; border: 1px solid #ddd7ca; border-radius: 8px; padding: 12px; }
+.value { display: block; font-size: 24px; font-weight: 700; color: #0f172a; }
+.label { color: #5f6b77; }
+svg { width: 100%; height: auto; background: #fff; border: 1px solid #ddd7ca; border-radius: 8px; }
+.node { fill: #2f6f73; opacity: .86; }
+.node.hot { fill: #a33d2d; }
+.node.mid { fill: #b5792e; }
+.nodeText { fill: #111827; font-size: 12px; font-weight: 650; text-anchor: middle; }
+.nodeSub { fill: #344054; font-size: 11px; text-anchor: middle; }
+table { width: 100%; border-collapse: collapse; background: #fff; border: 1px solid #ddd7ca; border-radius: 8px; overflow: hidden; }
+th, td { padding: 8px 10px; border-bottom: 1px solid #ece6d9; text-align: left; vertical-align: top; }
+th { background: #ebe4d6; font-size: 12px; text-transform: uppercase; letter-spacing: .04em; color: #344054; }
+tr:last-child td { border-bottom: 0; }
+code { font-family: ui-monospace, SFMono-Regular, Menlo, Consolas, monospace; font-size: 12px; }
+.pill { display: inline-block; padding: 2px 6px; margin: 1px 3px 1px 0; border-radius: 999px; background: #eef2f7; color: #344054; font-size: 12px; }
+</style>
+</head>
+<body>
+<main>
+<h1>Semantic Slice Map</h1>
+<div class="meta">Generated ${escapeHtml(summary.generatedAt)}</div>
+<div class="cards">
+${card("Buckets", summary.totals.buckets)}
+${card("Features", summary.totals.features)}
+${card("Deepsec files", summary.totals.deepsecFiles)}
+${card("Candidates", summary.totals.deepsecCandidates)}
+</div>
+<h2>Review Map</h2>
+<svg viewBox="0 0 ${width} ${height}" role="img" aria-label="Semantic slice bubble map">
+${nodes.map((node) => `<circle class="node ${node.deepsecCandidates > 500 ? "hot" : node.deepsecCandidates > 100 ? "mid" : ""}" cx="${node.x}" cy="${node.y}" r="${node.radius}"><title>${escapeHtml(node.name)}: score ${node.score}, features ${node.features}, candidates ${node.deepsecCandidates}</title></circle>
+<text class="nodeText" x="${node.x}" y="${node.y - 4}">${escapeHtml(shortLabel(node.name, 18))}</text>
+<text class="nodeSub" x="${node.x}" y="${node.y + 13}">${node.features}f / ${node.deepsecCandidates}c</text>`).join("\n")}
+</svg>
+<h2>Top Buckets</h2>
+<table>
+<thead><tr><th>Bucket</th><th>Score</th><th>Features</th><th>Files</th><th>Candidates</th><th>Top slugs</th></tr></thead>
+<tbody>
+${summary.buckets.slice(0, 40).map((bucket) => `<tr><td><code>${escapeHtml(bucket.name)}</code></td><td>${bucket.score}</td><td>${bucket.features}</td><td>${bucket.deepsecFiles}</td><td>${bucket.deepsecCandidates}</td><td>${pills(bucket.topSlugs)}</td></tr>`).join("\n")}
+</tbody>
+</table>
+<h2>Top Files</h2>
+<table>
+<thead><tr><th>File</th><th>Bucket</th><th>Candidates</th><th>Slugs</th></tr></thead>
+<tbody>
+${summary.topFiles.slice(0, 50).map((file) => `<tr><td><code>${escapeHtml(file.path)}</code></td><td><code>${escapeHtml(file.bucket)}</code></td><td>${file.candidates}</td><td>${file.slugs.map((slug) => `<span class="pill">${escapeHtml(slug)}</span>`).join("")}</td></tr>`).join("\n")}
+</tbody>
+</table>
+</main>
+</body>
+</html>`;
+}
+
+function card(label, value) {
+  return `<div class="card"><span class="value">${Number(value).toLocaleString()}</span><span class="label">${escapeHtml(label)}</span></div>`;
+}
+
+function pills(entries) {
+  return entries.map((entry) => `<span class="pill">${escapeHtml(entry.name)} ${entry.count}</span>`).join("");
+}
+
+function shortLabel(value, limit) {
+  return value.length > limit ? `${value.slice(0, limit - 1)}…` : value;
+}
+
+function escapeHtml(value) {
+  return String(value)
+    .replaceAll("&", "&amp;")
+    .replaceAll("<", "&lt;")
+    .replaceAll(">", "&gt;")
+    .replaceAll('"', "&quot;");
+}
+
+function die(message) {
+  console.error(message);
+  process.exit(2);
+}