# Agent, Workflow, and Skill Audit Report

## Audit Date: 2026-04-04

## Model Availability

Available model prefixes:
- `ollama-cloud/` - Primary cloud models
- `openrouter/` - Router models
- `qwen/` - Qwen models
- `groq/` - Groq models

**NOT Available:**
- `anthropic/` - Claude models (❌ removed)
- `openai/` - OpenAI models directly (use via openrouter, or specific ollama-cloud/gpt-oss)

## Agents Audit

| Agent | Model | Status | Issues |
|-------|-------|--------|--------|
| orchestrator | ollama-cloud/glm-5 | ✅ OK | - |
| requirement-refiner | ollama-cloud/kimi-k2-thinking | ✅ OK | - |
| history-miner | ollama-cloud/gpt-oss:20b | ✅ OK | - |
| system-analyst | openrouter/qwen/qwen3.6-plus:free | ✅ OK | - |
| product-owner | openrouter/qwen/qwen3.6-plus:free | ✅ OK | - |
| lead-developer | ollama-cloud/qwen3-coder:480b | ✅ OK | - |
| frontend-developer | ollama-cloud/kimi-k2.5 | ✅ OK | - |
| sdet-engineer | ollama-cloud/qwen3-coder:480b | ✅ OK | - |
| code-skeptic | ollama-cloud/minimax-m2.5 | ✅ OK | - |
| the-fixer | ollama-cloud/minimax-m2.5 | ✅ OK | - |
| performance-engineer | ollama-cloud/nemotron-3-super | ✅ OK | - |
| security-auditor | ollama-cloud/kimi-k2.5 | ✅ OK | - |
| release-manager | ollama-cloud/qwen3-coder:480b | ✅ OK | - |
| evaluator | ollama-cloud/gpt-oss:120b | ✅ OK | - |
| prompt-optimizer | openrouter/qwen/qwen3.6-plus:free | ✅ OK | - |
| **capability-analyst** | ~~anthropic/claude-sonnet-4~~ | ⚠️ FIXED | Changed to ollama-cloud/gpt-oss:120b |
| **agent-architect** | ~~anthropic/claude-sonnet-4~~ | ⚠️ FIXED | Changed to ollama-cloud/gpt-oss:120b |
| markdown-validator | qwen/qwen3.6-plus:free | ✅ OK | - |

## Commands/Workflows Audit

| Command | Model | Status | Issues |
|---------|-------|--------|--------|
| pipeline | - | ✅ OK | Uses subagent models |
| status | qwen/qwen3.6-plus:free | ✅ OK | - |
| evaluate | ollama-cloud/gpt-oss:120b | ✅ OK | - |
| plan | openrouter/qwen/qwen3-coder:free | ✅ OK | - |
| ask | groq/qwen3-32b | ✅ OK | - |
| debug | ollama-cloud/gpt-oss:20b | ✅ OK | - |
| code | openrouter/qwen/qwen3-coder:free | ✅ OK | - |
| review | openrouter/minimax/minimax-m2.5:free | ✅ OK | - |
| feature | openrouter/qwen/qwen3-coder:free | ✅ OK | - |
| hotfix | openrouter/minimax/minimax-m2.5:free | ✅ OK | - |
| **review-watcher** | ~~openai/compound~~ | ⚠️ FIXED | Changed to ollama-cloud/glm-5 |

## Skills Audit

| Skill | Status | Notes |
|-------|--------|-------|
| gitea | ✅ OK | TypeScript module |
| scoped-labels | ✅ OK | Documentation only |
| fix-workflow | ✅ OK | Documentation only |

## Issues Fixed

### 1. Unavailable Models (2 agents)

**Before:**
```yaml
capability-analyst: anthropic/claude-sonnet-4-20250514
agent-architect: anthropic/claude-sonnet-4-20250514
```

**After:**
```yaml
capability-analyst: ollama-cloud/gpt-oss:120b
agent-architect: ollama-cloud/gpt-oss:120b
```

### 2. Invalid Model for Command (1 command)

**Before:**
```yaml
review-watcher: openai/compound
```

**After:**
```yaml
review-watcher: ollama-cloud/glm-5
```

### 3. Duplicate Model Definitions (1 agent)

agent-architect.md had 3 model definitions, fixed to single correct one.

## Model Profile Recommendations

### Analysis & Strategy
- `ollama-cloud/gpt-oss:120b` - Complex reasoning, analysis
- `ollama-cloud/glm-5` - Routing, orchestration, simple tasks

### Code Generation
- `ollama-cloud/qwen3-coder:480b` - Primary code generation
- `openrouter/qwen/qwen3-coder:free` - Free alternative

### Code Review
- `ollama-cloud/minimax-m2.5` - Critical analysis
- `ollama-cloud/nemotron-3-super` - Performance review

### Security & Testing
- `ollama-cloud/kimi-k2.5` - Security audit, frontend
- `ollama-cloud/kimi-k2-thinking` - Requirements analysis

### Light Tasks
- `openrouter/qwen/qwen3.6-plus:free` - Documentation, planning
- `qwen/qwen3.6-plus:free` - Quick tasks
- `groq/qwen3-32b` - Fast queries

## Remaining Consistency Issues

### Model Prefix Inconsistency

Some models use different prefixes for the same provider:
- `qwen/qwen3.6-plus:free` vs `openrouter/qwen/qwen3.6-plus:free`

**Recommendation:** Standardize to one prefix pattern.

### Suggested Standardization

| Current | Standardize To |
|---------|----------------|
| `qwen/qwen3.6-plus:free` | `openrouter/qwen/qwen3.6-plus:free` |

## Summary

- **Total Agents:** 18
- **Total Commands:** 11
- **Total Skills:** 3
- **Issues Found:** 4
- **Issues Fixed:** 4
- **Status:** ✅ All models now use available endpoints