cost-aware-llm-pipeline SKILL.md skillA

cost-aware-llm-pipeline from frankxai/claude-skills-library is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add frankxai/claude-skills-library/cost-aware-llm-pipeline@git:20261010.682b2ce

Pins git:20261010.682b2ce in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
frankxai/claude-skills-library
Path
absorbed/harness/cost-aware-llm-pipeline/SKILL.md
Versions recorded
1
Latest version
git:20261010.682b2ce, committed Oct 10, 2026
Size
1,496 bytes
Repository stars
47
License
MIT

Pick the smallest model that can finish the task, and record the class of work. Use when routing a search, a multi-file edit, or an architecture review, or when a weekly model cap is close.

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

# Route the model to the job

One chair still runs the session. A cheaper model is a worker for a bounded task, not a second orchestrator.

| Work | Model class |
| --- | --- |
| Search, file lookup, doc summary | The faster smaller model |
| Multi-file edits and tests | Sonnet class |
| Architecture, security review, public or priced copy | Opus class |

## Rules

- Do not start an unbounded local loop because a weekly cap is close. Cap the iterations in the prompt and stop.
- Do not install a token proxy or a second memory store as part of routing.
- Do not send private receipts, `reality.md`, or the Queen inbox to a worker.
- If the same mistake is being retried, stop and write the failure down. Another model call is not a fix.
- Codex on this machine needs `--no-daemon` when a Claude session calls it. Leave the Stop-hook review gate off.

## Note to leave

Write one line: task class, model used, and whether the result was kept. That line is the cost record. Do not invent a dollar figure.

## Where this came from
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add frankxai/claude-skills-library/cost-aware-llm-pipeline@sha256:aa513139d6e96798

The line at the top of this page pins the label git:20261010.682b2ce, 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.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_xgma6x5hm5g2ypy6.svg)](https://markdownregistry.com/a/art_xgma6x5hm5g2ypy6)

3 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 1 version of this file, committed on Oct 10, 2026.

versioncommittedcommitsizeaudit
git:20261010.682b2ce latest2026-10-10 682b2ce 1,496 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (1496 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

GitHub

frankxai/claude-skills-library · 47 stars · license MIT · pushed 2026-10-20 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_xgma6x5hm5g2ypy6
GET https://markdownregistry.com/api/v1/resolve?ref=frankxai/claude-skills-library/cost-aware-llm-pipeline
GET https://markdownregistry.com/api/v1/blob/aa513139d6e967985450e70b4f4017d92275e8c661d1723848d206d4bcc7267d

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.

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