nobrainer-auto-fine-tune SKILL.md skillA
nobrainer-auto-fine-tune from nobrainer-tech/nobrainer-tech-flow is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add nobrainer-tech/nobrainer-tech-flow/nobrainer-auto-fine-tune@git:20261028.b89d7efPins git:20261028.b89d7ef in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- nobrainer-tech/nobrainer-tech-flow
- Path
skills/nobrainer-auto-fine-tune/SKILL.md- Versions recorded
- 4
- Latest version
- git:20261028.b89d7ef, committed Oct 28, 2026
- First version recorded
- Sep 26, 2026
- Size
- 7,792 bytes
- Repository stars
- 6
- License
- MIT
Use when setting up nobrainer-tech-flow for the first time, or when client capabilities, model routing, context or useful parallelism need recalibration. Alias: nb-auto-fine-tune.
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
# nobrainer-tech-flow: Orchestration Calibration Run this skill as the standard first-setup step for nobrainer-tech-flow. Discover the current client's and project's actual capabilities, calibrate supported worker routes when useful, and record evidence-backed recommendations. Ordinary delegation follows [team execution](../nobrainer-tech-flow/references/delivery.md#coordinated-team-execution); calibration is not a prerequisite to dispatch. Read [capacity and update audit](references/capacity-audit.md) at project setup or when limits are in question. It does not train or fine-tune model weights, choose a replacement for MAIN, create sessions, schedule workers, or run an open-ended optimization loop. ## Preserve the owner's choice Treat the model and effort selected for MAIN as fixed for this task. Do not lower or replace them to save cost. Recommend separate worker models and effort only for bounded delegated work, using currently available evidence. If the selected MAIN identity or effort is not observable, preserve the current runtime and report `UNKNOWN`; do not infer it from a saved preference, prior task, or model catalog. ## Discover this client's actual capabilities …
Read the whole file at its exact version.
How to install
mdr add nobrainer-tech/nobrainer-tech-flow/nobrainer-auto-fine-tune@sha256:55987bc56d0c25e3The line at the top of this page pins the label git:20261028.b89d7ef, 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_t2qlmwtru6p4gim3)
2 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 4 versions of this file, between Sep 26, 2026 and Oct 28, 2026, about one every 11 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261028.b89d7ef latest | 2026-10-28 | b89d7ef | 7,792 B | A | view · diff |
| git:20261025.93d1b0a | 2026-10-25 | 93d1b0a | 7,805 B | A | view · diff |
| git:20261011.d65ea2c | 2026-10-11 | d65ea2c | 7,703 B | A | view · diff |
| git:20260926.ce1bc20 | 2026-09-26 | ce1bc20 | 7,510 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 (7792 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
nobrainer-tech/nobrainer-tech-flow · 6 stars · license MIT · pushed 2026-11-05 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_t2qlmwtru6p4gim3 GET https://markdownregistry.com/api/v1/resolve?ref=nobrainer-tech/nobrainer-tech-flow/nobrainer-auto-fine-tune GET https://markdownregistry.com/api/v1/blob/55987bc56d0c25e3e6bee55151dcaa3d2b52e2aa90d3999d3eb488119d266ac2
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.