audit-verifier-reliability SKILL.md skillA
audit-verifier-reliability from understudylabs/orchestra-agent-tools is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add understudylabs/orchestra-agent-tools/audit-verifier-reliability@git:20261020.17ad730Pins git:20261020.17ad730 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- understudylabs/orchestra-agent-tools
- Path
skills/audit-verifier-reliability/SKILL.md- Versions recorded
- 2
- Latest version
- git:20261020.17ad730, committed Oct 20, 2026
- First version recorded
- Aug 3, 2026
- Size
- 1,586 bytes
- Repository stars
- 19
- License
- MIT
Use when deciding whether a verifier reward is trustworthy for optimization.
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
# Audit verifier reliability Trust requires two independent, offline arms: deterministic adversarial probes and replayed natural trajectories. The receipt is trusted only when both meet the predeclared gate and carries source, verifier, and fixture SHA-256 bindings. Never read holdout data, call providers, upload traces, include customer data, or spend money in this audit. Natural evidence cannot override an adversarial failure; missing natural coverage is `insufficient-evidence`. Use `evaluateTrustGate` from `src/verifier-trust/`. Keep raw trajectories out of receipts and retain the resulting hash-bound receipt with the calibration artifact (`understudy.verifier_calibration.v1`). ## Safety Gates - Operate only on already-approved local calibration summaries; never read a holdout, call a provider, upload trajectories, or include customer content. - Require valid source-binding, verifier, and fixture SHA-256 values plus both natural and adversarial arms. Missing evidence is never trusted. - Treat the receipt as verifier-calibration evidence, not model-quality or promotion evidence. ## Resolve CLI …
Read the whole file at its exact version.
How to install
mdr add understudylabs/orchestra-agent-tools/audit-verifier-reliability@sha256:a2d0bedfd9b362faThe line at the top of this page pins the label git:20261020.17ad730, 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_y5sh5min4i2oyv2y)
2 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 2 versions of this file, between Aug 3, 2026 and Oct 20, 2026, about one every 77 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261020.17ad730 latest | 2026-10-20 | 17ad730 | 1,586 B | A | view · diff |
| git:20260803.1d98133 | 2026-08-03 | 1d98133 | 1,492 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 (1586 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
understudylabs/orchestra-agent-tools · 19 stars · license MIT · pushed 2026-11-05 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_y5sh5min4i2oyv2y GET https://markdownregistry.com/api/v1/resolve?ref=understudylabs/orchestra-agent-tools/audit-verifier-reliability GET https://markdownregistry.com/api/v1/blob/a2d0bedfd9b362fa2ea66831cf9cc88f8175050252d6d7fd3491712730e9f088
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.