elicitation

SkillAI & models

Use when an expert agent self-reviews and self-corrects code after the Execute phase, before sniper validation (BMAD-METHOD elicitation techniques).

Available today. Use it from your connected AI after setup.

Connect ahel once, and every AI you use reads what you have installed.

Then ask your AI: use the elicitation skill

What this skill tells your AI

The instructions your AI receives, as published by fusengine/agents in plugins/ai-pilot/skills/elicitation/SKILL.md and read by ahel’s review.

It sits between Execute and eXamine in the APEX flow, scores itself against an exit threshold (>=90% proceed, 70-89% document gaps, <70% iterate), and persists its findings to .claude/apex/docs/elicit-{task-slug}.json so a later pass can diff against prior verdicts instead of restarting.

Elicitation Skill

Purpose

Enable expert agents to self-review and self-correct their code before external validation (sniper). Based on BMAD-METHOD's 75 elicitation techniques.


3 Execution Modes

Mode 1: MANUAL (default)

Expert presents 5 relevant techniques → User chooses → Expert applies

Mode 2: AUTO (--auto)

Expert auto-detects code type → Auto-selects techniques → Applies silently

Mode 3: SKIP (--skip)

Skip elicitation → Go directly to sniper validation

Quick Start

After Execute phase, expert runs:

# Manual mode (default)
> Apply elicitation skill

# Auto mode (no prompts)
> Apply elicitation skill --auto

# Skip self-review
> Apply elicitation skill --skip

Workflow Overview

┌─────────────────────────────────────────────────────────┐
│              ELICITATION WORKFLOW                       │
│                                                         │
│  Step 0: Init           → Load context                 │
│  Step 1: Analyze Code   → Detect code type             │
│  Step 2: Select         → Choose techniques (or auto)  │
│  Step 3: Apply Review   → Execute techniques           │
│  Step 4: Self-Correct   → Fix own issues               │
│  Step 5: Report         → Summary before sniper        │
└─────────────────────────────────────────────────────────┘

Auto-Detection Matrix

Code Type DetectedAuto-Selected Techniques
Authentication/SecuritySecurity Audit, OWASP Check, Input Validation
API EndpointsError Handling, Type Coverage, API Contracts
Database/ORMN+1 Detection, Migration Safety, Data Integrity
UI ComponentsAccessibility, Edge Cases, Loading States
Business LogicSOLID Compliance, Unit Test Coverage, Edge Cases
RefactoringBreaking Changes, Regression Analysis, Backward Compat
Performance CriticalProfiling, Memory Analysis, Complexity Check
Config/Docs/Plugin files (.md agents/skills, hooks.json, frontmatter YAML)CQ-01, DOC-01, INT-01 + validation by the strictest parser in the consumption chain (e.g. js-yaml strict for frontmatter, json.tool for JSON) -- never "looks well-formed"

Technique Categories (12)

Full catalog: references/techniques-catalog.md

  1. Code Quality (7): Code review, Pattern detection, Complexity analysis...
  2. Security (7): OWASP audit, Input validation, Auth check...
  3. Performance (6): Profiling, N+1 detection, Memory analysis...
  4. Architecture (6): SOLID check, Dependency analysis, Coupling review...
  5. Testing (6): Edge cases, Boundary testing, Error paths...
  6. Documentation (6): API review, Comment check, Type coverage...
  7. UX (6): Accessibility, Error messages, Loading states...
  8. Data (6): Schema validation, Migration safety, Data integrity...
  9. Concurrency (6): Race conditions, Deadlock analysis, State sync...
  10. Integration (7): API contracts, Backward compat, Breaking changes...
  11. Observability (6): Logging, Metrics, Error tracking...
  12. Maintainability (6): Readability, Naming, File organization...

Total: 75 techniques


Integration with APEX

A-nalyze → P-lan → E-xecute → [ELICIT] → X-amine
                       │          │           │
                       ▼          ▼           ▼
                    Expert    Expert       sniper
                     code    self-review   (final)

Benefits:

  • Expert catches own mistakes before sniper
  • Faster validation (less sniper corrections)
  • Knowledge retention (expert learns from self-review)

Forbidden

  • ❌ Skip init step (must load context)
  • ❌ Apply techniques without understanding code type
  • ❌ Self-correct without documenting changes
  • ❌ Report without listing applied techniques
  • ❌ Use techniques outside expertise domain

Exit Criteria (Step 5: Report)

Score = techniques applied / techniques selected, weighted by critical category (Security, Architecture).

ScoreStatusAction
≥ 90%🟢Proceed to sniper
70-89%🟡Document gaps, then proceed
< 70%🔴Iterate before sniper

Self-correction failure: If a self-correction breaks the code → revert that correction and keep the finding as a report item instead.


Artifact Contract

Step 5 persists .claude/apex/docs/elicit-{task-slug}.json so a later pass diffs against prior verdicts instead of restarting from scratch. Full contract, {task-slug} derivation, and JSON schema: references/artifact-contract.md.


Steps Reference

StepFilePurpose
0steps/step-00-init.mdLoad context, detect mode, load prior artifact if present
1steps/step-01-analyze-code.mdAnalyze written code
2steps/step-02-select-techniques.mdSelect techniques
3steps/step-03-apply-review.mdApply review
4steps/step-04-self-correct.mdSelf-correct
5steps/step-05-report.mdGenerate report, persist elicit-{task-slug}.json

Signals

GitHub stars
25
Forks
4
Last commit
Sep 2026
Advanced
Catalog kind
skill
Gateway key
elicitation
Source
github.com/fusengine/agents