product-knowledge SKILL.md skillA
product-knowledge 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/product-knowledge@git:20261027.533318ePins git:20261027.533318e 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/product-knowledge/SKILL.md- Versions recorded
- 5
- Latest version
- git:20261027.533318e, committed Oct 27, 2026
- First version recorded
- Oct 20, 2026
- Size
- 5,039 bytes
- Repository stars
- 19
- License
- MIT
Use when a user asks what Orchestra (formerly Understudy) is, how Understudy Desktop works, how local model serving, Fusion sidekick, evals, model candidate results, rollout labs, Product Knowledge, or Orchestra product capabilities should be explained to developers, customers, or agents.
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
# Product Knowledge Explain Orchestra as backend-agnostic infrastructure for improving LLM systems from real work: capture traces, run evals, compare model routes, optimize prompts or policies, and promote the route that best meets the developer's objective across quality, reliability, latency, cost, and constraints. Use this skill for product explanations, onboarding copy, agent-facing help, and UI feature descriptions. Keep the answer concrete and tied to product surfaces the user can inspect. For company identity, history, and the durable product narrative, read [`reference.md`](reference.md). Keep the always-on explanation compact; load this skill when the user needs the fuller story. ## Safety Gates Orchestra defaults to the strongest active model and managed cloud execution unless the user selects Local or names a hard constraint. Dropping a workload starts analysis; launching a displayed plan authorizes its bounded upload, provider calls, hosted work, evaluation, receipts, and cleanup. State that envelope accurately and do not invent hidden destinations or spend. Do not invent product availability. If a capability depends on local runtimes, warm …
Read the whole file at its exact version.
How to install
mdr add understudylabs/orchestra-agent-tools/product-knowledge@sha256:ededd480ba1b3a3fThe line at the top of this page pins the label git:20261027.533318e, 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_32az433mo3jmr3xo)
1 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 5 versions of this file, between Oct 20, 2026 and Oct 27, 2026, about one every 2 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261027.533318e latest | 2026-10-27 | 533318e | 5,039 B | A | view · diff |
| git:20261027.a2a1fb2 | 2026-10-27 | a2a1fb2 | 5,023 B | A | view · diff |
| git:20261027.3c367b0 | 2026-10-27 | 3c367b0 | 5,024 B | A | view · diff |
| git:20261020.17ad730 | 2026-10-20 | 17ad730 | 5,029 B | A | view · diff |
| git:20261020.e384b09 | 2026-10-20 | e384b09 | 4,935 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 (5039 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_32az433mo3jmr3xo GET https://markdownregistry.com/api/v1/resolve?ref=understudylabs/orchestra-agent-tools/product-knowledge GET https://markdownregistry.com/api/v1/blob/ededd480ba1b3a3ffd5256c53cf186ec4a4a7a0167b8e392699463e73056f6ae
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.