# claudewatch

> claudewatch — blackwell-systems-claudewatch. Use this tool when you need to monitor and optimize AI agent behavior during development, solving problems like error loops, drift detection, and friction analysis. Claudewatch provides real-time insights and metrics, including cost-per-commit and agent success rates, through a git-integrated interface. It's ideal for developers who want to improve the performance and reliability of their Claude Code-based AI agents.

Canonical page: https://skillsregistry.net/skills/blackwell-systems-claudewatch  
JSON: https://api.skillsregistry.net/v1/skills/blackwell-systems-claudewatch

## Description

AgentOps for Claude Code. Monitors AI agent behavior during development: real-time error loops, drift detection, friction analysis. Claude gets self-awareness hooks + MCP tools. You get cost-per-commit, agent success rates, exportable metrics. Like DevOps, but for AI agents.

## Trust

- **Trust score (0–1):** 0.63
- **Verification tier:** scanned
- **Last scanned:** 2026-09-28

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** container
- **Runtime environment:** vm
- **License:** MIT
- **Updated:** 2026-09-28

## Source

- **Source listing:** [GitHub](https://github.com/blackwell-systems/claudewatch)

## 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": "blackwell-systems-claudewatch"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/blackwell-systems-claudewatch` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/blackwell-systems-claudewatch/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