plan-hosted-run SKILL.md skillA
plan-hosted-run 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/plan-hosted-run@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/plan-hosted-run/SKILL.md- Versions recorded
- 4
- Latest version
- git:20261027.533318e, committed Oct 27, 2026
- First version recorded
- Jun 9, 2026
- Size
- 12,890 bytes
- Repository stars
- 19
- License
- MIT
Use when a developer wants to run a hosted job — a fine-tune, an RL (reinforcement-learning) run, batch inference, or large-scale trajectory generation — and asks where, how long, and how much. "What would it cost to fine-tune this", "which provider should I use for this RL run", "is this cheaper locally or in the cloud". Estimates and routes; never spends.
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
# Plan Hosted Run One skill for the single question "I want to run a hosted job — **where**, **how long**, and **how much**?" It has two halves that usually run together: 1. **Estimate** — a defensible back-of-envelope for wall-clock and dollars, local (Apple Silicon / MLX) versus cloud (rented GPU or serverless), with every input labeled measured-or-assumed. Methodology below; constants, benchmarks, and cited prices in [`references/cost-estimation.md`](references/cost-estimation.md). 2. **Route** — match the job shape to the provider whose strengths actually fit, with cited facts and honest caveats. Routing table below; per-provider detail and citations in [`references/providers.md`](references/providers.md). This skill estimates and recommends. It never provisions, rents, or spends — those are explicit, separate user actions. **Prices and features drift — verify on the provider's live pricing page before any spend.** Optimize the recommendation for reaching the workload objective, not for the lowest sticker price. Present the recommended outcome-sized plan first, then a cheaper diagnostic and a faster or higher-confidence option when useful. State …
Read the whole file at its exact version.
How to install
mdr add understudylabs/orchestra-agent-tools/plan-hosted-run@sha256:7b6a679dc52adb35The 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_hk33v5avs5cndvxx)
1 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 4 versions of this file, between Jun 9, 2026 and Oct 27, 2026, about one every 47 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261027.533318e latest | 2026-10-27 | 533318e | 12,890 B | A | view · diff |
| git:20260719.1185398 | 2026-07-19 | 1185398 | 12,893 B | A | view · diff |
| git:20260610.121fcde | 2026-06-10 | 121fcde | 12,340 B | A | view · diff |
| git:20260609.050d8ac | 2026-06-09 | 050d8ac | 12,149 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 (12890 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_hk33v5avs5cndvxx GET https://markdownregistry.com/api/v1/resolve?ref=understudylabs/orchestra-agent-tools/plan-hosted-run GET https://markdownregistry.com/api/v1/blob/7b6a679dc52adb3562778b38037b871367927896fb0ce87cf8fde92312989a26
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.