verify SKILL.md skillA
verify 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/verify@git:20261023.0d5e714Pins 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/cc_research/skills/verify/SKILL.md- Versions recorded
- 16
- Latest version
- git:20261023.0d5e714, committed Oct 23, 2026
- First version recorded
- Aug 8, 2026
- Size
- 31,895 bytes
- Repository stars
- 31
- License
- Apache-2.0
Paper-vs-code consistency audit. After research:scientist implements a method from a paper, verify the implementation matches paper claims across five dimensions — formula matching [F], hyperparameter parity [H], eval protocol [E], notation consistency [N], and citation chain [C]. Reads paper (PDF path / arXiv URL / pasted text), maps claims to codebase, emits verification table with match status and severity.
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
<constants> ```yaml HARD_CUTOFF: 900 # seconds — advisory; Agent() runs in background and cannot be interrupted mid-flight ``` </constants> <objective> Paper-vs-code consistency audit. After `research:scientist` implements method from paper, verify implementation matches paper claims. Audits five dimensions — formula matching, hyperparameter parity, eval protocol, notation consistency, citation chain. Emits verification table with match status and severity. NOT for: running experiments (use `/research:run`); judging experimental methodology (use `/research:judge`); literature search (use `/research:topic`); general code review (use `/develop:review` (requires `develop` plugin)). Verify audits implementation-vs-paper fidelity only — does not evaluate whether paper's claims are valid. </objective> <workflow> ## Agent Resolution `research:scientist` same plugin as this skill — no fallback needed if research plugin installed. Scientist handles all five audit dimensions in single spawn to preserve cross-dimension context (e.g., notation inconsistency explaining formula mismatch needs holistic paper understanding). ## Verify Mode (Steps V1–V6) …
Read the whole file at its exact version.
How to install
mdr add borda/ai-rig/verify@sha256:84d8a86dff147911The 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.
[](https://markdownregistry.com/a/art_7yc76oo2dlrvlbzk)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 16 versions of this file, between Aug 8, 2026 and Oct 23, 2026, about one every 5 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261023.0d5e714 latest | 2026-10-23 | 0d5e714 | 31,895 B | A | view · diff |
| git:20261021.076157a | 2026-10-21 | 076157a | 31,444 B | A | view · diff |
| git:20261021.7b6ff28 | 2026-10-21 | 7b6ff28 | 30,114 B | A | view · diff |
| git:20261009.253fdb3 | 2026-10-09 | 253fdb3 | 28,218 B | A | view · diff |
| git:20261005.6367f83 | 2026-10-05 | 6367f83 | 28,107 B | A | view · diff |
| git:20261002.e974f38 | 2026-10-02 | e974f38 | 28,098 B | A | view · diff |
| git:20261002.381549d | 2026-10-02 | 381549d | 27,946 B | A | view · diff |
| git:20260923.39e3a48 | 2026-09-23 | 39e3a48 | 27,628 B | A | view · diff |
| git:20260922.5a946b6 | 2026-09-22 | 5a946b6 | 25,324 B | A | view · diff |
| git:20260918.3e1a63d | 2026-09-18 | 3e1a63d | 24,547 B | A | view · diff |
| git:20260911.be7b308 | 2026-09-11 | be7b308 | 24,953 B | A | view · diff |
| git:20260822.a5f4fd6 | 2026-08-22 | a5f4fd6 | 24,896 B | A | view · diff |
| git:20260821.d979319 | 2026-08-21 | d979319 | 23,923 B | A | view · diff |
| git:20260808.5143e56 | 2026-08-08 | 5143e56 | 23,952 B | A | view · diff |
| git:20260808.a8a70fe | 2026-08-08 | a8a70fe | 23,922 B | A | view · diff |
| git:20260808.c2ee897 | 2026-08-08 | c2ee897 | 23,636 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 (31895 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_7yc76oo2dlrvlbzk GET https://markdownregistry.com/api/v1/resolve?ref=borda/ai-rig/verify GET https://markdownregistry.com/api/v1/blob/84d8a86dff147911e593b306efa81e261a662fd6d163aae94d888a63c6db2e67
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.