burtenshaw/multiautoresearch/autolab-reporter

Claude Code and agent skill by burtenshaw/multiautoresearch

Trust tier 3
  • community
Source check pending

Checking that the SKILL.md file is still in the repository.

Operate the local Trackio reporter for Autolab HF Jobs. Use when a reporter or planner needs to inspect scores, active jobs, worker anomalies, duplicate launches, or the overall experiment board.

Install

npx vskill@latest install burtenshaw/multiautoresearch/autolab-reporter

SKILL.md

Use this for the control-plane view of the experiment fleet.

Workflow

  1. Load the local operator env:
  • . ~/.autolab/credentials
  1. Sync the latest HF Jobs into Trackio:
  • uv run scripts/trackio_reporter.py sync --project autolab
  1. Review the human-readable summary:
  • uv run scripts/trackio_reporter.py summary --max-jobs 25
  1. Keep the live dashboard open when monitoring parallel runs:
  • uv run scripts/trackio_reporter.py dashboard --project autolab --mcp-server --no-footer
  1. For continuous reporting:
  • uv run scripts/trackio_reporter.py sync --project autolab --watch --interval 300

What To Watch

  • active experiment jobs versus non-experiment jobs
  • duplicate active jobs for the same experiment or hypothesis
  • prepare jobs that still carry experiment labels, which usually indicate

wasted bootstrap work

  • leaderboard entries that actually beat the current local promoted master

Guardrails

  • Treat the reporter as the source of truth for fleet status, not stale shell

output from one worker.

  • If the reporter shows anomalies, fix those before launching more work into

the same queue.

  • Use the reporter to decide whether parallel capacity is real. A slot occupied

by a duplicate or bootstrap job is not useful parallelism.

Security

  • Security scanPassed, 90 of 100Pattern checks on the skill's files.
  • Model reviewPassed

See the full security report

Quality evaluation

  • Task evaluationNot runNo evaluation yet. Run one in Skill Studio.

See evaluation results

Source

Popularity

Repository stars
282
Repository forks
39
7-day trend score
28

Stars and forks are for the whole GitHub repository, not this skill alone. Refreshed 19 May 2026, 5 months ago.

Works with

Any agent vskill installs to: 56 targets in all. These 39 have a page on this site.

  • Claude Code
  • Cursor
  • GitHub Copilot
  • Windsurf
  • Codex
  • Gemini CLI
  • Cline
  • Amp
  • Roo Code
  • Goose
  • Continue
  • Kilo Code
  • Junie
  • Trae
  • OpenHands
  • Qwen Code
  • AI Agent
  • Tabnine Chat
  • Sourcegraph Cody
  • Amazon Q
  • Firebase Genkit
  • Sweep
  • Devin
  • Phind
  • Mentat
  • Claude Desktop
  • Aider
  • GPT Pilot
  • Plandex
  • bolt.new
  • v0
  • Replit Agent
  • Anse
  • TypingMind
  • BetterChatGPT
  • LibreChat
  • Warp AI
  • Pieces
  • Fig AI
Embed badge
vskill VERIFIED badge
[![vskill VERIFIED](https://verified-skill.com/api/v1/skills/burtenshaw/multiautoresearch/autolab-reporter/badge)](https://verified-skill.com/skills/burtenshaw/multiautoresearch/autolab-reporter)

Something wrong with this skill or its page? Tell us.