query-code SKILL.md skillA

query-code 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/query-code@git:20261023.0d5e714

Pins git:20261023.0d5e714 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/query-code/SKILL.md
Versions recorded
12
Latest version
git:20261023.0d5e714, committed Oct 23, 2026
First version recorded
Aug 13, 2026
Size
5,698 bytes
Repository stars
31
License
Apache-2.0

Query Codemap.

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 ../../shared/codex-user-questions.md.

NOT for: $codemap-py:scan-codebase, $codemap-py:rename-refs, $codemap-py:test-impact.

Test-impact split: one-off structural fact → `test-impact <target>` here; full workflow → $codemap-py:test-impact.

## Runtime note

No plugin-root variable or shell persistence. Resolve the installed launcher once as `PLUGIN_ROOT/bin/codemap-py`; retain its literal.

## Workflow

Exact file+symbol local edit: skip Codemap only with no unresolved caller/dependency/blast-radius/test-impact/import/source slice. Lifecycle boundary (callback/hook, cancellation/exception, scheduling/cleanup, state transfer): inspect source + named test/oracle; `fn-rdeps` for caller, `fn-deps` for callee. Explicit structural/tool requirement overrides. Choose the smallest complete query set.

| Need | Query |
| -- | -- |
| production module importers / blast radius | `rdeps <module> --exclude-tests` |
| production centrality / highest in-degree | `central --top N --exclude-tests` |
| rank/threshold a known candidate set | `central --among <a,b,c> --exclude-tests` |
| internal-import coupling (not centrality) | `coupled --top N` |
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add borda/ai-rig/query-code@sha256:4373edd66b1a1975

The line at the top of this page pins the label git:20261023.0d5e714, 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_43iv3qd3wjwt4izh.svg)](https://markdownregistry.com/a/art_43iv3qd3wjwt4izh)

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

Versions

The registry has recorded 12 versions of this file, between Aug 13, 2026 and Oct 23, 2026, about one every 6 days.

versioncommittedcommitsizeaudit
git:20261023.0d5e714 latest2026-10-23 0d5e714 5,698 BA view · diff
git:20261009.e7932ee2026-10-09 e7932ee 5,237 BA view · diff
git:20260922.96def5e2026-09-22 96def5e 5,123 BA view · diff
git:20260922.5a946b62026-09-22 5a946b6 4,999 BA view · diff
git:20260917.7219ba82026-09-17 7219ba8 4,597 BA view · diff
git:20260909.3957a922026-09-09 3957a92 4,555 BA view · diff
git:20260908.4dfbf2d2026-09-08 4dfbf2d 4,080 BA view · diff
git:20260904.d8caba62026-09-04 d8caba6 3,598 BA view · diff
git:20260821.d9793192026-08-21 d979319 3,474 BA view · diff
git:20260821.1a05a802026-08-21 1a05a80 3,478 BA view · diff
git:20260818.69454632026-08-18 6945463 3,467 BA view · diff
git:20260813.67b50062026-08-13 67b5006 3,517 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 (5698 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_43iv3qd3wjwt4izh
GET https://markdownregistry.com/api/v1/resolve?ref=borda/ai-rig/query-code
GET https://markdownregistry.com/api/v1/blob/4373edd66b1a1975b6ee3ae62304f615dda0059cd899824148161b57b427dd7a

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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cancel SKILL.md skill
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result SKILL.md skill
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Every file in borda/ai-rig

Other files named query-code

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