Files
APAW/docs/AGENT_AUDIT.md
swp 657407d5ef fix: replace unavailable model references with available ones
- Replace anthropic/claude-sonnet-4 with ollama-cloud/gpt-oss:120b in:
  - capability-analyst.md
  - agent-architect.md
- Replace openai/compound with ollama-cloud/glm-5 in review-watcher.md
- Remove duplicate model definitions in agent-architect.md
- Add AGENT_AUDIT.md documenting all model fixes

Available models use prefixes:
- ollama-cloud/ (primary)
- openrouter/ (router)
- qwen/ (direct)
- groq/ (fast inference)

NOT available:
- anthropic/ (Claude)
- openai/ (use via ollama-cloud/gpt-oss instead)

All 18 agents and 11 commands now use available models.
2026-04-04 01:54:02 +01:00

4.4 KiB

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:

capability-analyst: anthropic/claude-sonnet-4-20250514
agent-architect: anthropic/claude-sonnet-4-20250514

After:

capability-analyst: ollama-cloud/gpt-oss:120b
agent-architect: ollama-cloud/gpt-oss:120b

2. Invalid Model for Command (1 command)

Before:

review-watcher: openai/compound

After:

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