# Nudge

> Use this tool when you need to optimize AI coding sessions and reduce inefficiencies. Nudge analyzes token usage patterns, providing feedback on context window utilization and prompting strategies to improve agent efficiency. It helps solve problems related to waste reduction and performance improvement, accepting token usage data as input and outputting actionable recommendations for better session behavior.

Canonical page: https://skillsregistry.net/skills/jwill824-nudge  
JSON: https://api.skillsregistry.net/v1/skills/jwill824-nudge

## Description

Monitors and analyzes token usage patterns across AI coding sessions to identify inefficiencies and encourage better session behavior. Provides feedback on context window utilization and prompting strategies to reduce waste and improve overall agent efficiency.

## Trust

- **Trust score (0–1):** 0.85
- **Verification tier:** verified
- **Last scanned:** 2026-09-19

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** ai-ml
- **Updated:** 2026-09-19

## Source

- **Source listing:** [PulseMCP](https://www.pulsemcp.com/servers/jwill824-nudge)
- **Repository:** <https://github.com/jwill824/nudge-mcp>

## Use it

Resolve this record through the SkillsRegistry MCP server (no auth, read-only):

```
claude mcp add --transport http --scope user skillsregistry https://api.skillsregistry.net/mcp
```

```json
{
  "jsonrpc": "2.0",
  "id": 1,
  "method": "tools/call",
  "params": {
    "name": "get_skill",
    "arguments": {
      "slug": "jwill824-nudge"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/jwill824-nudge` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/jwill824-nudge/pull`

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SkillsRegistry indexes agent skills from public registries and GitHub. Skills we have analysed are scanned with Circle-IR and scored on six dimensions; each listing states its scan coverage. More: https://skillsregistry.net/llms.txt