research SKILL.md skillA

research 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/research@git:20261031.2278c0c

Pins git:20261031.2278c0c 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/codex-rig/skills/research/SKILL.md
Versions recorded
17
Latest version
git:20261031.2278c0c, committed Oct 31, 2026
First version recorded
Aug 21, 2026
Size
6,794 bytes
Repository stars
31
License
Apache-2.0

Research docs, papers, or state of the art; provide source-backed recommendations and caveats.

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). Waits, plan updates, and test runs follow [Agent Waits](../../shared/native-skill-contract.md#agent-waits), [Plan Updates](../../shared/native-skill-contract.md#plan-updates), and [Sandboxed Test Runs](../../shared/native-skill-contract.md#sandboxed-test-runs).

# Research

> Task-size routing follows [Proportional Execution](../../shared/native-skill-contract.md#proportional-execution); this skill's specialized lifecycle and acceptance checks remain authoritative.

Source-backed research for documentation, API migration, paper, or state-of-the-art questions.

## Input Schema

```json
{
  "question": "required research question",
  "mode": "docs|sota|paper|methodology|code-fidelity",
  "constraints": [
    "optional codebase, compute, version, or implementation constraints"
  ],
  "done_when": "recommendations are source-backed with caveats and confidence"
}
```

## Workflow

### 01: Create run directory

Run `create_run.py --skill research` per `../../shared/helper-cli-contract.md`.

### 02: Define research question, mode, and constraints

Modes:

- `docs`: current API/docs/migration answer.
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add borda/ai-rig/research@sha256:f1cc56c7198f55ed

The line at the top of this page pins the label git:20261031.2278c0c, 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_e2xnbc7qua4llai3.svg)](https://markdownregistry.com/a/art_e2xnbc7qua4llai3)

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

Versions

The registry has recorded 17 versions of this file, between Aug 21, 2026 and Oct 31, 2026, about one every 4 days.

versioncommittedcommitsizeaudit
git:20261031.2278c0c latest2026-10-31 2278c0c 6,794 BA view · diff
git:20261021.7b6ff282026-10-21 7b6ff28 6,798 BA view · diff
git:20261009.e7932ee2026-10-09 e7932ee 6,538 BA view · diff
git:20261006.f2eab352026-10-06 f2eab35 6,469 BA view · diff
git:20261004.8cee1da2026-10-04 8cee1da 6,273 BA view · diff
git:20261002.381549d2026-10-02 381549d 6,241 BA view · diff
git:20260923.39e3a482026-09-23 39e3a48 5,979 BA view · diff
git:20260922.61d96c02026-09-22 61d96c0 5,789 BA view · diff
git:20260921.058460e2026-09-21 058460e 5,771 BA view · diff
git:20260918.49b42392026-09-18 49b4239 5,787 BA view · diff
git:20260917.7219ba82026-09-17 7219ba8 5,791 BA view · diff
git:20260910.784dd4c2026-09-10 784dd4c 5,696 BA view · diff
git:20260822.615ca202026-08-22 615ca20 5,734 BA view · diff
git:20260821.359c2432026-08-21 359c243 5,492 BA view · diff
git:20260821.df8081d2026-08-21 df8081d 5,996 BA view · diff
git:20260821.d9793192026-08-21 d979319 5,320 BA view · diff
git:20260821.1a05a802026-08-21 1a05a80 5,322 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 (6794 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_e2xnbc7qua4llai3
GET https://markdownregistry.com/api/v1/resolve?ref=borda/ai-rig/research
GET https://markdownregistry.com/api/v1/blob/f1cc56c7198f55ed4ef5f230853ac6a20fc4168cbae6115d9f9a34790a9b060e

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

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