proxy-mode-reference

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Reference guide for using PROXY_MODE with external AI models. Use when running multi-model reviews, understanding which agents support PROXY_MODE, or debugging external model integration issues.

⭐193stars🔀17forks📁View on GitHub🕐Updated Dec 30, 2025

When & Why to Use This Skill

The Proxy Mode Reference skill is a comprehensive technical guide designed to facilitate seamless task delegation between Claude agents and external AI models. It empowers developers to implement multi-model orchestration by providing precise routing prefixes for major providers—including OpenAI, Gemini, MiniMax, Kimi, and GLM—as well as local environments like Ollama and LM Studio. By mastering PROXY_MODE, users can optimize their agentic workflows for better performance, specialized model capabilities, and significant cost savings through direct API integration.

Use Cases

  • 1. Multi-Model Quality Assurance: Delegate code reviews or architectural validations to specialized external models (e.g., Grok or GPT-4o) to ensure cross-model consistency and higher output reliability.
  • 2. Cost Optimization & Direct Routing: Utilize specific prefixes (like mmax/, kimi/, or glm/) to connect directly to model providers, bypassing aggregators to reduce latency and API expenses.
  • 3. Local LLM Deployment: Route sensitive or resource-intensive tasks to locally hosted models via Ollama or vLLM, maintaining data privacy while leveraging Claude's orchestration logic.
  • 4. Integration Troubleshooting: Diagnose and fix common orchestration issues such as prefix collisions, unsupported agent types, or incorrect directive formatting in complex AI pipelines.
nameproxy-mode-reference
version1.1.0
descriptionReference guide for using PROXY_MODE with external AI models. Use when running multi-model reviews, understanding which agents support PROXY_MODE, or debugging external model integration issues. Includes routing prefixes for MiniMax, Kimi, GLM direct APIs.
keywords[proxy-mode, external-models, multi-model, claudish, routing-prefixes, minimax, kimi, glm, gemini, openai, agent-support]
pluginorchestration
updated2026-01-20

PROXY_MODE Reference Guide

What is PROXY_MODE?

PROXY_MODE is a directive that tells an agent to delegate its task to an external AI model via Claudish.

How It Works

  1. Orchestrator launches Task with PROXY_MODE-enabled agent
  2. Agent detects PROXY_MODE: {model} at start of prompt
  3. Agent extracts model ID and actual task
  4. Agent runs claudish --model {model} with the task
  5. Agent returns external model's response

Multi-Backend Routing

Claudish routes to different backends based on model ID prefix:

Prefix Backend Required Key Example
(none) OpenRouter OPENROUTER_API_KEY openai/gpt-5.2
g/ gemini/ Google Gemini API GEMINI_API_KEY g/gemini-2.0-flash
oai/ OpenAI Direct API OPENAI_API_KEY oai/gpt-4o
mmax/ mm/ MiniMax Direct API MINIMAX_API_KEY mmax/MiniMax-M2.1
kimi/ moonshot/ Kimi Direct API KIMI_API_KEY kimi/kimi-k2-thinking-turbo
glm/ zhipu/ GLM Direct API GLM_API_KEY glm/glm-4.7
ollama/ Ollama (local) None ollama/llama3.2
lmstudio/ LM Studio (local) None lmstudio/qwen
vllm/ vLLM (local) None vllm/model
mlx/ MLX (local) None mlx/model
http://... Custom endpoint None http://localhost:8000/model

⚠️ Prefix Collision Warning

OpenRouter model IDs may collide with routing prefixes. Check the prefix table above.

Collision-free models (safe for OpenRouter):

  • x-ai/grok-* ✅
  • deepseek/* ✅
  • minimax/* ✅ (use mmax/ for MiniMax Direct)
  • qwen/* ✅
  • mistralai/* ✅
  • moonshotai/* ✅ (use kimi/ for Kimi Direct)
  • anthropic/* ✅
  • z-ai/* ✅ (use glm/ for GLM Direct)
  • google/* ✅ (use g/ for Gemini Direct)
  • openai/* ✅ (use oai/ for OpenAI Direct)

Direct API prefixes for cost savings:

OpenRouter Model Direct API Prefix Notes
openai/gpt-* oai/gpt-* OpenAI Direct API
google/gemini-* g/gemini-* Gemini Direct API
minimax/* mmax/* or mm/* MiniMax Direct API
moonshotai/* kimi/* or moonshot/ Kimi Direct API
z-ai/glm-* glm/* or zhipu/* GLM Direct API

Workaround for collisions:

  1. Use collision-free OpenRouter models (recommended for simplicity)
  2. Use direct API prefix for cost savings (e.g., oai/gpt-4o instead of openai/gpt-4o)
  3. Set up the corresponding API key for direct access

The PROXY_MODE Directive

Format:

PROXY_MODE: {model_id}

{actual task}

Example:

PROXY_MODE: x-ai/grok-code-fast-1

Review the architecture plan at ai-docs/plan.md

Approach Selection

Preference Order:

  1. ✅ First: Use PROXY_MODE if agent supports it (see Supported Agents below)
  2. ✅ Fallback: Use Bash + CLI if agent lacks PROXY_MODE support

Alternative: Bash + CLI (Works with ANY Agent)

Use the CLI directly when an agent doesn't support PROXY_MODE:

# Pattern
echo "{PROMPT}" | npx claudish --agent {PLUGIN}:{AGENT} --model {MODEL_ID} --stdin --quiet

# Examples
echo "Research React hooks" | npx claudish --agent dev:researcher --model x-ai/grok-code-fast-1 --stdin --quiet
echo "Debug this error" | npx claudish --agent dev:debugger --model google/gemini-3-pro-preview --stdin --quiet

This approach works with ALL agents, not just PROXY_MODE-enabled ones.


Supported Agents (for PROXY_MODE Directive)

Total: 25+ PROXY_MODE-enabled agents across 4 plugins

agentdev plugin (3 agents)

Agent subagent_type Best For
reviewer agentdev:reviewer Implementation quality reviews
architect agentdev:architect Design plan reviews
developer agentdev:developer Implementation with external models

frontend plugin (8 agents)

Agent subagent_type Best For
plan-reviewer frontend:plan-reviewer Architecture plan validation
reviewer frontend:reviewer Code reviews
architect frontend:architect Architecture design
designer frontend:designer Design reviews
developer frontend:developer Full-stack implementation
ui-developer frontend:ui-developer UI implementation reviews
css-developer frontend:css-developer CSS architecture & styling
test-architect frontend:test-architect Testing strategy & implementation

seo plugin (5 agents)

Agent subagent_type Best For
editor seo:editor SEO content reviews
writer seo:writer Content generation
analyst seo:analyst Analysis tasks
researcher seo:researcher Research & data gathering
data-analyst seo:data-analyst Data analysis & insights

dev plugin (7 agents)

Agent subagent_type Best For
researcher dev:researcher Research and exploration
developer dev:developer Implementation tasks
debugger dev:debugger Error analysis and debugging
devops dev:devops Infrastructure and DevOps
architect dev:architect Architecture design
test-architect dev:test-architect Test strategy and design
ui dev:ui UI/UX design reviews

Common Mistakes

Mistake 1: Using general-purpose

// ❌ WRONG for Task + PROXY_MODE approach
Task({
  subagent_type: "general-purpose",
  prompt: "PROXY_MODE: grok..."
})

general-purpose doesn't have <proxy_mode_support> so it won't recognize the directive.

Fix: Either use a PROXY_MODE-enabled agent, or use the Bash + CLI approach:

echo "Your task" | npx claudish --agent dev:researcher --model x-ai/grok-code-fast-1 --stdin --quiet

Mistake 2: Instructing agent to run claudish

// ❌ WRONG
Task({
  subagent_type: "general-purpose",
  prompt: "Run claudish with model X to review..."
})

The agent doesn't know the claudish pattern. Use PROXY_MODE instead.

Mistake 3: Wrong prompt format

// ❌ WRONG - PROXY_MODE must be first line
Task({
  subagent_type: "agentdev:reviewer",
  prompt: "Please review this plan.
PROXY_MODE: grok..."
})

The directive must be at the START of the prompt.

Correct Usage Pattern

// ✅ CORRECT
Task({
  subagent_type: "agentdev:reviewer",
  description: "Grok review",
  run_in_background: true,
  prompt: `PROXY_MODE: x-ai/grok-code-fast-1

Review the implementation at path/to/file.ts

Focus on:
1. Code quality
2. Error handling
3. Performance
4. Security`
})

Checking Agent Support

To verify if an agent supports PROXY_MODE:

# Find agents with PROXY_MODE support
grep -l "proxy_mode_support" plugins/*/agents/*.md

# Check specific agent
grep "proxy_mode_support" plugins/agentdev/agents/reviewer.md

Troubleshooting

"Agent didn't use external model"

Cause: Agent doesn't support PROXY_MODE Fix: Use a PROXY_MODE-enabled agent (see table above)

"Got Claude response instead of Grok response"

Cause: general-purpose or other non-PROXY_MODE agent was used Fix: Switch to agentdev:reviewer or similar

"PROXY_MODE directive in output"

Cause: Agent treated directive as content, not instruction Fix: Use correct agent; ensure directive is first line