skills$openclaw/evaluate-presets
paulpete2.6k

by paulpete

evaluate-presets – OpenClaw Skill

evaluate-presets is an OpenClaw Skills integration for coding workflows. Use when testing Ralph's hat collection presets, validating preset configurations, or auditing the preset library for bugs and UX issues.

2.6k stars5.1k forksSecurity L1
Updated Feb 7, 2026Created Feb 7, 2026coding

Skill Snapshot

nameevaluate-presets
descriptionUse when testing Ralph's hat collection presets, validating preset configurations, or auditing the preset library for bugs and UX issues. OpenClaw Skills integration.
ownerpaulpete
repositorypaulpete/evaluate-presets
languageMarkdown
licenseMIT
topics
securityL1
installopenclaw add @paulpete/evaluate-presets
last updatedFeb 7, 2026

Maintainer

paulpete

paulpete

Maintains evaluate-presets in the OpenClaw Skills directory.

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SKILL.md

name: evaluate-presets description: Use when testing Ralph's hat collection presets, validating preset configurations, or auditing the preset library for bugs and UX issues.

Evaluate Presets

Overview

Systematically test all hat collection presets using shell scripts. Direct CLI invocation—no meta-orchestration complexity.

When to Use

  • Testing preset configurations after changes
  • Auditing the preset library for quality
  • Validating new presets work correctly
  • After modifying hat routing logic

Quick Start

Evaluate a single preset:

./tools/evaluate-preset.sh tdd-red-green claude

Evaluate all presets:

./tools/evaluate-all-presets.sh claude

Arguments:

  • First arg: preset name (without .yml extension)
  • Second arg: backend (claude or kiro, defaults to claude)

Bash Tool Configuration

IMPORTANT: When invoking these scripts via the Bash tool, use these settings:

  • Single preset evaluation: Use timeout: 600000 (10 minutes max) and run_in_background: true
  • All presets evaluation: Use timeout: 600000 (10 minutes max) and run_in_background: true

Since preset evaluations can run for hours (especially the full suite), always run in background mode and use the TaskOutput tool to check progress periodically.

Example invocation pattern:

Bash tool with:
  command: "./tools/evaluate-preset.sh tdd-red-green claude"
  timeout: 600000
  run_in_background: true

After launching, use TaskOutput with block: false to check status without waiting for completion.

What the Scripts Do

evaluate-preset.sh

  1. Loads test task from tools/preset-test-tasks.yml (if yq available)
  2. Creates merged config with evaluation settings
  3. Runs Ralph with --record-session for metrics capture
  4. Captures output logs, exit codes, and timing
  5. Extracts metrics: iterations, hats activated, events published

Output structure:

.eval/
├── logs/<preset>/<timestamp>/
│   ├── output.log          # Full stdout/stderr
│   ├── session.jsonl       # Recorded session
│   ├── metrics.json        # Extracted metrics
│   ├── environment.json    # Runtime environment
│   └── merged-config.yml   # Config used
└── logs/<preset>/latest -> <timestamp>

evaluate-all-presets.sh

Runs all 12 presets sequentially and generates a summary:

.eval/results/<suite-id>/
├── SUMMARY.md              # Markdown report
├── <preset>.json           # Per-preset metrics
└── latest -> <suite-id>

Presets Under Evaluation

PresetTest Task
tdd-red-greenAdd is_palindrome() function
adversarial-reviewReview user input handler for security
socratic-learningUnderstand HatRegistry
spec-drivenSpecify and implement StringUtils::truncate()
mob-programmingImplement a Stack data structure
scientific-methodDebug failing mock test assertion
code-archaeologyUnderstand history of config.rs
performance-optimizationProfile hat matching
api-designDesign a Cache trait
documentation-firstDocument RateLimiter
incident-responseRespond to "tests failing in CI"
migration-safetyPlan v1 to v2 config migration

Interpreting Results

Exit codes from evaluate-preset.sh:

  • 0 — Success (LOOP_COMPLETE reached)
  • 124 — Timeout (preset hung or took too long)
  • Other — Failure (check output.log)

Metrics in metrics.json:

  • iterations — How many event loop cycles
  • hats_activated — Which hats were triggered
  • events_published — Total events emitted
  • completed — Whether completion promise was reached

Hat Routing Performance

Critical: Validate that hats get fresh context per Tenet #1 ("Fresh Context Is Reliability").

What Good Looks Like

Each hat should execute in its own iteration:

Iter 1: Ralph → publishes starting event → STOPS
Iter 2: Hat A → does work → publishes next event → STOPS
Iter 3: Hat B → does work → publishes next event → STOPS
Iter 4: Hat C → does work → LOOP_COMPLETE

Red Flags (Same-Iteration Hat Switching)

BAD: Multiple hat personas in one iteration:

Iter 2: Ralph does Blue Team + Red Team + Fixer work
        ^^^ All in one bloated context!

How to Check

1. Count iterations vs events in session.jsonl:

# Count iterations
grep -c "_meta.loop_start\|ITERATION" .eval/logs/<preset>/latest/output.log

# Count events published
grep -c "bus.publish" .eval/logs/<preset>/latest/session.jsonl

Expected: iterations ≈ events published (one event per iteration) Bad sign: 2-3 iterations but 5+ events (all work in single iteration)

2. Check for same-iteration hat switching in output.log:

grep -E "ITERATION|Now I need to perform|Let me put on|I'll switch to" \
    .eval/logs/<preset>/latest/output.log

Red flag: Hat-switching phrases WITHOUT an ITERATION separator between them.

3. Check event timestamps in session.jsonl:

cat .eval/logs/<preset>/latest/session.jsonl | jq -r '.ts'

Red flag: Multiple events with identical timestamps (published in same iteration).

Routing Performance Triage

PatternDiagnosisAction
iterations ≈ events✅ GoodHat routing working
iterations << events⚠️ Same-iteration switchingCheck prompt has STOP instruction
iterations >> events⚠️ Recovery loopsAgent not publishing required events
0 events❌ BrokenEvents not being read from JSONL

Root Cause Checklist

If hat routing is broken:

  1. Check workflow prompt in hatless_ralph.rs:

    • Does it say "CRITICAL: STOP after publishing"?
    • Is the DELEGATE section clear about yielding control?
  2. Check hat instructions propagation:

    • Does HatInfo include instructions field?
    • Are instructions rendered in the ## HATS section?
  3. Check events context:

    • Is build_prompt(context) using the context parameter?
    • Does prompt include ## PENDING EVENTS section?

Autonomous Fix Workflow

After evaluation, delegate fixes to subagents:

Step 1: Triage Results

Read .eval/results/latest/SUMMARY.md and identify:

  • ❌ FAIL → Create code tasks for fixes
  • ⏱️ TIMEOUT → Investigate infinite loops
  • ⚠️ PARTIAL → Check for edge cases

Step 2: Dispatch Task Creation

For each issue, spawn a Task agent:

"Use /code-task-generator to create a task for fixing: [issue from evaluation]
Output to: tasks/preset-fixes/"

Step 3: Dispatch Implementation

For each created task:

"Use /code-assist to implement: tasks/preset-fixes/[task-file].code-task.md
Mode: auto"

Step 4: Re-evaluate

./tools/evaluate-preset.sh <fixed-preset> claude
  • yq (optional): For loading test tasks from YAML. Install: brew install yq
  • Cargo: Must be able to build Ralph
  • tools/evaluate-preset.sh — Single preset evaluation
  • tools/evaluate-all-presets.sh — Full suite evaluation
  • tools/preset-test-tasks.yml — Test task definitions
  • tools/preset-evaluation-findings.md — Manual findings doc
  • presets/ — The preset collection being evaluated
README.md

No README available.

Permissions & Security

Security level L1: Low-risk skills with minimal permissions. Review inputs and outputs before running in production.

Requirements

- **yq** (optional): For loading test tasks from YAML. Install: `brew install yq` - **Cargo**: Must be able to build Ralph

Configuration

**IMPORTANT:** When invoking these scripts via the Bash tool, use these settings: - **Single preset evaluation:** Use `timeout: 600000` (10 minutes max) and `run_in_background: true` - **All presets evaluation:** Use `timeout: 600000` (10 minutes max) and `run_in_background: true` Since preset evaluations can run for hours (especially the full suite), **always run in background mode** and use the `TaskOutput` tool to check progress periodically. **Example invocation pattern:** ``` Bash tool with: command: "./tools/evaluate-preset.sh tdd-red-green claude" timeout: 600000 run_in_background: true ``` After launching, use `TaskOutput` with `block: false` to check status without waiting for completion.

FAQ

How do I install evaluate-presets?

Run openclaw add @paulpete/evaluate-presets in your terminal. This installs evaluate-presets into your OpenClaw Skills catalog.

Does this skill run locally or in the cloud?

OpenClaw Skills execute locally by default. Review the SKILL.md and permissions before running any skill.

Where can I verify the source code?

The source repository is available at https://github.com/openclaw/skills/tree/main/skills/paulpete/evaluate-presets. Review commits and README documentation before installing.