report-performance-analysis SKILL.md skillA

report-performance-analysis from miaodx/roboclaws is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add miaodx/roboclaws/report-performance-analysis@git:20260728.cda130b

Pins git:20260728.cda130b in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
miaodx/roboclaws
Path
skills/report-performance-analysis/SKILL.md
Versions recorded
3
Latest version
git:20260728.cda130b, committed Jul 28, 2026
First version recorded
Jun 12, 2026
Size
3,472 bytes
Repository stars
6
License
MIT

Use this skill whenever the user asks whether a Roboclaws live-agent report run is faster, wants to compare Agent SDK/Codex/Claude cleanup reports, asks about model-call work, residual latency, speedup validity, or report performance under provider/network variance. The skill extracts sanitized JSON metrics first and answers only from generated metric/comparison artifacts, not from report.html scraping or raw prompts.

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# Report Performance Analysis

Use this skill to analyze Roboclaws live-agent report performance honestly under
unstable provider and network conditions.

## Workflow

1. Read `references/metric-contract.md`.
2. Identify the run directory or comparison manifest.
3. Run fixed scripts before answering:
   - One run: `../../scripts/reports/extract_live_report_metrics.py <run_dir>`
   - Two runs or manifest: `../../scripts/reports/compare_live_report_metrics.py ...`
   - Calibration data: `../../scripts/reports/calibrate_model_latency.py ...`
4. Answer from generated JSON packets. Do not scrape `report.html`, raw prompt
   text, model text, full tool payloads, private evaluator truth, or compact
   continuation state.

## Interpretation Rules

- Lead with quality and effect before wall time.
- Treat single-run output as diagnostic unless an explicit baseline or manifest
  is supplied.
- Missing token, duration, image, or calibration fields are unavailable, not
  zero.
- A faster candidate is not a speed win when quality regressed unless the
  comparison packet records an explicit waiver.
- Call out apples-to-oranges baselines, missing telemetry, uncalibrated
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add miaodx/roboclaws/report-performance-analysis@sha256:ba2cf4c25cbe4b6c

The line at the top of this page pins the label git:20260728.cda130b, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_52abwvsyouuux4dg.svg)](https://markdownregistry.com/a/art_52abwvsyouuux4dg)

3 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 3 versions of this file, between Jun 12, 2026 and Jul 28, 2026, about one every 23 days.

versioncommittedcommitsizeaudit
git:20260728.cda130b latest2026-07-28 cda130b 3,472 BA view · diff
git:20260612.09643eb2026-06-12 09643eb 2,922 BA view · diff
git:20260612.3e8e8fd2026-06-12 3e8e8fd 3,565 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (3472 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

miaodx/roboclaws · 6 stars · license MIT · pushed 2026-10-12 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_52abwvsyouuux4dg
GET https://markdownregistry.com/api/v1/resolve?ref=miaodx/roboclaws/report-performance-analysis
GET https://markdownregistry.com/api/v1/blob/ba2cf4c25cbe4b6c5e23abaaa38871518c24f11370f734d54e78c46b96814730

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

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