plan SKILL.md skillA
plan from borda/ai-rig is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add borda/ai-rig/plan@git:20261021.076157aPins git:20261021.076157a 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/cc_research/skills/plan/SKILL.md- Versions recorded
- 15
- Latest version
- git:20261021.076157a, committed Oct 21, 2026
- First version recorded
- Aug 7, 2026
- Size
- 25,160 bytes
- Repository stars
- 31
- License
- Apache-2.0
Interactive wizard that scans the codebase, proposes a metric/guard/agent config, and writes a program.md run spec. Also runs cProfile on a file path to surface bottlenecks before prompting for optimization goal. Distinct from `/research:topic plan`, which turns prior SOTA research into an implementation roadmap, not a program.md.
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
<objective>
Wizard: scans codebase, proposes metric/guard/agent config, writes `program.md` run spec. Also runs cProfile on file path to surface bottlenecks before prompting for optimization goal.
NOT for: running experiments (use `/research:run`); methodology validation (use `/research:judge`); full pipeline from goal to result (use `/research:sweep`); benchmarking or microbenchmark design (use `foundry:perf-optimizer` — plan's scope is ML metric optimization loops, not raw latency/throughput benchmarking).
</objective>
<workflow>
<!-- Agent resolution: see _RESEARCH_SHARED/agent-resolution.md -->
## Agent Resolution
**Agent resolution**: load and follow the protocol below. Contains: foundry check + fallback table. Foundry not installed → substitute each `foundry:X` with `general-purpose` per table. Agents this skill uses: `foundry:solution-architect`, `foundry:perf-optimizer`, `research:scientist`.
```bash
# loads: unsupported-flag-protocol.md
export CSID="${CLAUDE_CODE_SESSION_ID:-$PPID}"
…Read the whole file at its exact version.
How to install
mdr add borda/ai-rig/plan@sha256:153564e17a08cf1fThe line at the top of this page pins the label git:20261021.076157a, 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.
[](https://markdownregistry.com/a/art_o6en76jb5bmrus5b)
5 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 15 versions of this file, between Aug 7, 2026 and Oct 21, 2026, about one every 5 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261021.076157a latest | 2026-10-21 | 076157a | 25,160 B | A | view · diff |
| git:20261021.7b6ff28 | 2026-10-21 | 7b6ff28 | 24,749 B | A | view · diff |
| git:20261012.8e6b67e | 2026-10-12 | 8e6b67e | 24,525 B | A | view · diff |
| git:20261009.253fdb3 | 2026-10-09 | 253fdb3 | 23,339 B | A | view · diff |
| git:20261002.e974f38 | 2026-10-02 | e974f38 | 22,787 B | A | view · diff |
| git:20261002.381549d | 2026-10-02 | 381549d | 22,635 B | A | view · diff |
| git:20260923.39e3a48 | 2026-09-23 | 39e3a48 | 22,417 B | A | view · diff |
| git:20260918.3e1a63d | 2026-09-18 | 3e1a63d | 20,250 B | A | view · diff |
| git:20260912.65e8e29 | 2026-09-12 | 65e8e29 | 20,300 B | A | view · diff |
| git:20260911.be7b308 | 2026-09-11 | be7b308 | 20,027 B | A | view · diff |
| git:20260822.a5f4fd6 | 2026-08-22 | a5f4fd6 | 20,031 B | A | view · diff |
| git:20260821.d979319 | 2026-08-21 | d979319 | 19,229 B | A | view · diff |
| git:20260808.5143e56 | 2026-08-08 | 5143e56 | 19,228 B | A | view · diff |
| git:20260808.c2ee897 | 2026-08-08 | c2ee897 | 18,969 B | A | view · diff |
| git:20260807.d934687 | 2026-08-07 | d934687 | 18,562 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (25160 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
borda/ai-rig · 31 stars · license Apache-2.0 · pushed 2026-11-05 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_o6en76jb5bmrus5b GET https://markdownregistry.com/api/v1/resolve?ref=borda/ai-rig/plan GET https://markdownregistry.com/api/v1/blob/153564e17a08cf1f258247f37cbd4969037361eb2b530921e99fb5a0d72ec8dc
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.