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nadirclaw

Install, configure, and run NadirClaw LLM router to cut AI API costs by 40-70%. Use when the user wants to reduce LLM spending, route prompts to cheaper models, set up cost-saving proxy, or optimize API usage across providers (OpenAI, Anthropic, Google, Ollama). Also use when asked about model routing, LLM cost optimization, or setting up NadirClaw with OpenClaw.

doramirdor0 source installs☆ 0 Repository starsv1.0.0

Installation

Follow the repository instructions for this skill and your agent. Review the files and dependencies before adding it to your workflow.

SkillHub CLI

skillhub install doramirdor/nadirclaw

Inspect the source and compatibility requirements, then follow its installation steps.

Give your agent the source link and ask it to inspect instructions and dependencies before explaining the installation steps.

View source ↗Guides

Skill instructions

NadirClaw Skill

NadirClaw is an open-source LLM router that classifies prompts in ~10ms and routes simple ones to cheap/local models while keeping complex work on premium models.

Install

pip install nadirclaw

Setup

Run the interactive wizard:

nadirclaw setup

Or auto-configure for OpenClaw:

nadirclaw openclaw onboard

This writes NadirClaw as a provider in OpenClaw config with model nadirclaw/auto. No restart needed.

Start

nadirclaw serve --verbose

Runs on http://localhost:8856. Any OpenAI-compatible tool can use it by pointing to this URL.

Point tools at NadirClaw

# OpenClaw (auto)
nadirclaw openclaw onboard

# Claude Code
ANTHROPIC_BASE_URL=http://localhost:8856/v1 claude

# Any OpenAI-compatible tool
OPENAI_BASE_URL=http://localhost:8856/v1 <tool>

Routing profiles

Pass x-routing-profile header or use these models:

  • nadirclaw/auto - smart routing (default)
  • nadirclaw/eco - maximize savings
  • nadirclaw/premium - always use best model
  • nadirclaw/free - Ollama/local only
  • nadirclaw/reasoning - chain-of-thought optimized

Monitor savings

nadirclaw savings      # cost savings report
nadirclaw report       # detailed routing analytics
nadirclaw dashboard    # live terminal dashboard

Key features

  • ~10ms classification overhead
  • Session persistence (no model bouncing mid-conversation)
  • Rate limit fallback (auto-retry on 429)
  • Agentic task detection (forces premium for tool use)
  • Context-window filtering (auto-swaps for long conversations)
  • Supports: OpenAI, Anthropic, Google Gemini, Ollama, any LiteLLM provider

Troubleshooting

  • If nadirclaw serve fails, check API keys: nadirclaw setup
  • For Ollama: ensure ollama serve is running first
  • Logs: nadirclaw report --last 20 to see recent routing decisions
  • Raw debug: nadirclaw serve --verbose --log-raw

Source information

Source
github
Repository
openclaw/skills
Path
skills/doramirdor/nadirclaw
Version
1.0.0
Commit
165d1528e4711898d3596a4c4c1d0fc7004d9fb2
Classification source
rules
Status
active
Visibility
public

These signals come from indexed source analysis and may lag behind changes. Check the current source files.

Extracted content

SKILL.md
# NadirClaw Skill

NadirClaw is an open-source LLM router that classifies prompts in ~10ms and routes simple ones to cheap/local models while keeping complex work on premium models.

## Install

```bash
pip install nadirclaw
```

## Setup

Run the interactive wizard:
```bash
nadirclaw setup
```

Or auto-configure for OpenClaw:
```bash
nadirclaw openclaw onboard
```

This writes NadirClaw as a provider in OpenClaw config with model `nadirclaw/auto`. No restart needed.

## Start

```bash
nadirclaw serve --verbose
```

Runs on `http://localhost:8856`. Any OpenAI-compatible tool can use it by pointing to this URL.

## Point tools at NadirClaw

```bash
# OpenClaw (auto)
nadirclaw openclaw onboard

# Claude Code
ANTHROPIC_BASE_URL=http://localhost:8856/v1 claude

# Any OpenAI-compatible tool
OPENAI_BASE_URL=http://localhost:8856/v1 <tool>
```

## Routing profiles

Pass `x-routing-profile` header or use these models:
- `nadirclaw/auto` - smart routing (default)
- `nadirclaw/eco` - maximize savings
- `nadirclaw/premium` - always use best model
- `nadirclaw/free` - Ollama/local only
- `nadirclaw/reasoning` - chain-of-thought optimized

## Monitor savings

```bash
nadirclaw savings      # cost savings report
nadirclaw report       # detailed routing analytics
nadirclaw dashboard    # live terminal dashboard
```

## Key features

- ~10ms classification overhead
- Session persistence (no model bouncing mid-conversation)
- Rate limit fallback (auto-retry on 429)
- Agentic task detection (forces premium for tool use)
- Context-window filtering (auto-swaps for long conversations)
- Supports: OpenAI, Anthropic, Google Gemini, Ollama, any LiteLLM provider

## Troubleshooting

- If `nadirclaw serve` fails, check API keys: `nadirclaw setup`
- For Ollama: ensure `ollama serve` is running first
- Logs: `nadirclaw report --last 20` to see recent routing decisions
- Raw debug: `nadirclaw serve --verbose --log-raw`

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