debrief-coding SKILL.md skillA

debrief-coding from borda/ai-rig is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add borda/ai-rig/debrief-coding@git:20261021.7b6ff28

Pins git:20261021.7b6ff28 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
borda/ai-rig
Path
plugins/codemap-py/codex-skills/debrief-coding/SKILL.md
Versions recorded
12
Latest version
git:20261021.7b6ff28, committed Oct 21, 2026
First version recorded
Aug 3, 2026
Size
9,079 bytes
Repository stars
31
License
Apache-2.0

Telemetry report: `$codemap-py:debrief-coding [flags]`; skip integration/index/query.

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

> Before asking, read [User Questions](../../shared/codex-user-questions.md).

# Debrief Coding

Aggregate codemap JSONL telemetry (log root `.cache/codemap/logs/` at the git top-level, or `CODEMAP_LOG_DIR`) via `debrief_stats.py`, write diagnostic report. Include recursive `claude/`, `codex/`, `direct/` shards; keep legacy flat records unattributed. Codex records runtime-scoped CLI/tool shards, no skill starts; missing skill telemetry + cross-layer joins are evidence gaps.

NOT for: installation/integration health (use `$codemap-py:integration audit`); index build or structural query (use `$codemap-py:scan-codebase` or `$codemap-py:query-code`).

## Runtime note

Codex has no `bin/` PATH entry or plugin-root variable. Resolve installed root once, substitute for `PLUGIN_ROOT`, retain in reasoning; shell state doesn't persist. Invoke Python helpers through the quoted packaged launcher; on native Windows use `bin/python.cmd` with host-shell quoting. Telemetry otherwise matches Claude: local JSONL under the log root.

## Flags

- `--since <YYYY-MM-DD>`: records on/after date; default all.
- `--session <id>`: one session UUID.
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add borda/ai-rig/debrief-coding@sha256:2862719dcbbb159d

The line at the top of this page pins the label git:20261021.7b6ff28, 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_pvgizubaxina35e3.svg)](https://markdownregistry.com/a/art_pvgizubaxina35e3)

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

Versions

The registry has recorded 12 versions of this file, between Aug 3, 2026 and Oct 21, 2026, about one every 7 days.

versioncommittedcommitsizeaudit
git:20261021.7b6ff28 latest2026-10-21 7b6ff28 9,079 BA view · diff
git:20261009.e7932ee2026-10-09 e7932ee 8,989 BA view · diff
git:20261004.40e829f2026-10-04 40e829f 8,663 BA view · diff
git:20260922.96def5e2026-09-22 96def5e 8,499 BA view · diff
git:20260922.5a946b62026-09-22 5a946b6 6,180 BA view · diff
git:20260918.49b42392026-09-18 49b4239 4,797 BA view · diff
git:20260917.7219ba82026-09-17 7219ba8 4,884 BA view · diff
git:20260821.d9793192026-08-21 d979319 4,805 BA view · diff
git:20260821.1a05a802026-08-21 1a05a80 4,805 BA view · diff
git:20260818.69454632026-08-18 6945463 7,285 BA view · diff
git:20260806.83096752026-08-06 8309675 5,982 BA view · diff
git:20260803.a99f2062026-08-03 a99f206 6,346 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 (9079 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

borda/ai-rig · 31 stars · license Apache-2.0 · pushed 2026-11-05 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_pvgizubaxina35e3
GET https://markdownregistry.com/api/v1/resolve?ref=borda/ai-rig/debrief-coding
GET https://markdownregistry.com/api/v1/blob/2862719dcbbb159dcd29723b24c85a96c1b79c6019562a34d9654b30e2b6fe27

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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Every file in borda/ai-rig

Other files named debrief-coding

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