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age

Staff Engineer code review orchestrator.

Skill by paulnsorensen

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Works with Claude Code, Claude apps, Codex, Cursor, Gemini CLI, GitHub Copilot, VS Code, OpenCode, Goose, Windsurf. Read the repository before you give any tool access to your data.

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About

Staff Engineer code review orchestrator. Runs nine orthogonal LLM dimensions over a diff and emits a stake-weighted report plus hash-anchored sidecar JSON.

Use cases: documents, ml

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Permissions

What this skill can do and what it asks for, from its SKILL.md. Checked Oct 25, 2026.

Tools
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Secrets
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Install scripts
None found

Network hosts it talks to 1

  • codeload.github.com · found in install command

Files it touches

  • ~/.claude/skills/age

What's inside

Skill name
age
Description
Staff Engineer code review orchestrator. Runs nine orthogonal LLM dimensions over a diff and emits a stake-weighted report plus hash-anchored sidecar JSON.
License
MIT
Compatibility
Requires Claude Code >= 2.1.30 / claude-agent-sdk >= 0.2.63 (older versions cannot expose tilth tools to plugin sub-agents).
Metadata
owner: cheese-flow · category: review
Instructions
211 lines in SKILL.md · view on GitHub

Agent Skills spec issues

  • allowed-tools: must be a space-separated string

Files (17)

  • SKILL.md
  • go.md · references/assertions/
  • protocol.md · references/assertions/
  • python.md · references/assertions/
  • rust.md · references/assertions/
  • shell.md · references/assertions/
  • typescript.md · references/assertions/
  • go.md · references/deslop/
  • protocol.md · references/deslop/
  • python.md · references/deslop/
  • rust.md · references/deslop/
  • shell.md · references/deslop/
  • typescript.md · references/deslop/
  • fixture-protocol.md · references/
  • protocol.md · references/nih/
  • report-template.md · references/
  • sidecar-schema.md · references/

SKILL.md (first lines)

# Age — Staff Engineer Code Review

Amplify the human reviewer's attention. Surface evidence, unknowns, and
tradeoffs. Do not render verdicts.

## Compatibility Check

Before dispatching agents, verify `tilth_*` MCP tools are available to
plugin sub-agents. If unavailable, fail fast:

```
ERROR: tilth MCP tools are not exposed to sub-agents.
Upgrade to Claude Code >= 2.1.30 / claude-agent-sdk >= 0.2.63.
See: anthropics/claude-code#13605
```

Do not attempt graceful degradation. The dim agents require `tilth_read`
and `tilth_search`; without them every agent silently misses evidence.

## Always-Fire Rationale (D-32)

All 9 dims fire on every invocation. Gating by file-type heuristics risks
silent misses. Each agent self-noops with `scope_match: false` + empty
observations when its rubric does not apply. Empty dims are tallied ("ran
9; N had findings"); only non-empty dims render as report sections.

Cost: ~35-45K Haiku tokens per /age. This is intentional and acceptable
(see spec D-32, D-21-final).

## Arguments

```
/age [<ref>] [--scope <path>] [--comprehensive]
```

- `ref` — git ref or range. Default: `$(git merge-base origin/main HEAD)..HEAD`
- `--scope <path>` — restrict evidence fetch to this path prefix
- `--comprehensive` — pass-through hint to dim agents; they may widen review window

## Phase 0 — Classify (no LLM)

Parse argv: extract `ref`, `scope`, `comprehensive` flag.

```bash
REF="${1:-$(git merge-base origin/main HEAD)..HEAD}"
SLUG="$(echo "$REF" | tr '/..:' '----' | head -c 32)"
RUN_DIR="${TMPDIR:-/tmp}/cheese-flow-age-$(date +%Y%m%d-%H%M%S)-${SLUG}"
mkdir -p "$RUN_DIR"
```

## Phase 1 — Pre-fetch Evidence (parallel; D-22)

Run all fetches in parallel. Merge into `$RUN_DIR/evidence-pack.yaml`.

**Parallel tasks:**

```bash
git diff --unified=3 $REF > $RUN_DIR/diff.patch
python python/tools/git_diagnose.py precedent \
  --symbols <touched-symbols> --paths <touched-paths> \
  > $RUN_DIR/precedent.json
python python/tools/git_diagnose.py concurrent-prs \
  --paths <touched-paths> \
  > $RUN_DIR/concurrent-prs.json
```

For each file touched by the diff:
- `cheez-read` in outline mode → file structure without inline source
- `tilth_deps` → import/export graph
- `cheez-search --kind callers` for each touched symbol

**Optional — code-review-graph impact radius:**

Try `get_impact_radius_tool(touched_symbols)`. If the MCP tool is
unavailable (plugin not loaded, tool not found), write:

```json
{"impact_radius": null}
```

and continue. Do NOT fail the run. Log a one-line notice.

**Merge into evidence pack:**

```yaml
# $RUN_DIR/evidence-pack.yaml
ref: <REF>
outlines:
  <path>: <tilth outline>
deps:
  <path>: <tilth_deps output>
callers:
  <symbol>: [<call sites>]
precedent: <precedent.json contents>
concurrent_prs: <concurrent-prs.json contents>
impact_radius: <get_impact_radius output or null>
```

No inline source content in the pack. Agents use `cheez-read` for
follow-up source reads after reviewing the outline.

## Phase 2 — Dispatch All 9 Dim Agents (parallel; D-32)

Spawn all agents in parallel. Each agent:
- Reads `$RUN_DIR/evidence-pack.yaml` as primary evidence
- Reads `$RUN_DIR/diff.patch` for the change context
- Writes `$RUN_DIR/<dim>.json` per the per-agent return contract
  (see `skills/age/references/sidecar-schema.md`)

Agents to dispatch:
- `age-correctness`
- `age-security`
- `age-complexity`
- `age-encapsulation`
- `age-spec`
- `age-precedent`
- `age-deslop`
- `age-assertions`
- `age-nih`

From paulnsorensen/cheese-flow, MIT.

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25
Last commit (this folder)
May 3, 2026 (6 months ago)

From GitHub (fetched Oct 24, 2026).

Details

License
MIT
First seen
Oct 24, 2026
Last checked
Oct 24, 2026

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Cite this page

age skill. Agent Mart. https://agentmart.dev/skills/paulnsorensen-age (last updated 2026-10-24)