# nf-runinsights

> nf-runinsights — quietflare-nf-runinsights. Use this tool when you need to benchmark and compare the performance of Nextflow workflows across multiple runs, identifying regressions and optimizing resource allocation. It records process metrics, flags potential issues, and provides a dashboard for visualization. Ideal for streamlining workflow efficiency and troubleshooting, especially in environments with frequent iterations and version control through git.

Canonical page: https://skillsregistry.net/skills/quietflare-nf-runinsights  
JSON: https://api.skillsregistry.net/v1/skills/quietflare-nf-runinsights

## Description

Nextflow plugin for cross-run benchmarking. Records per-process metrics for every run into a local or shared history store, compares runs against their own history, and flags regressions with likely causes, over-provisioned resources, and retries. Includes a zero-dependency dashboard, an MCP server for AI assistants, and opt-in AI narration.

## Trust

- **Trust score (0–1):** 0.93
- **Verification tier:** verified
- **Last scanned:** 2026-09-28

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** container
- **Runtime environment:** vm
- **License:** Apache-2.0
- **Updated:** 2026-09-28

## Source

- **Source listing:** [GitHub](https://github.com/QuietFlare/nf-runinsights)

## 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": "quietflare-nf-runinsights"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/quietflare-nf-runinsights` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/quietflare-nf-runinsights/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