duthaho/skillhub · .claude/skills/tune/SKILL.md

tune skillA

tune is agent-read markdown (skill) from duthaho/skillhub: Harness retro — turn recurring agent mistakes into one-line fixes. Mines recent session transcripts (plus the bugfix log and past runs) for repeated corrections, permission friction, and rules that get violated anyway, then proposes ranked changes one at a time: a CLAUDE.md rule, an allowlist entry, a script replacing repeated prose, a new-skill candidate, or a deletion that no longer earns its context cost. Nothing applies without approval; accepted/rejected findings persist in out/tune/learnin.

Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.

How to install

Latest version
mdr add duthaho/skillhub/tune@git:20260729.22fe8ab
Exact content
mdr add duthaho/skillhub/tune@sha256:234f81fff9a87364

Pin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_kipalexk56nehtas.svg)](https://markdownregistry.com/a/art_kipalexk56nehtas)

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Versions

versioncommittedcommitsizeaudit
git:20260729.22fe8ab latest2026-07-29 22fe8ab 8,651 BA view · diff
git:20260718.d8671ae2026-07-18 d8671ae 8,163 BA view · diff
git:20260714.f7ff09b2026-07-14 f7ff09b 6,873 BA view · diff
git:20260714.429242b2026-07-14 429242b 6,553 BA view · diff
git:20260710.355dbf72026-07-10 355dbf7 6,854 BA view

Audit of the latest version

A  17 of 17 checks passed. Deterministic, no model, 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 (8651 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

duthaho/skillhub · 9 stars · license MIT · pushed 2026-09-08 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_kipalexk56nehtas
GET https://markdownregistry.com/api/v1/resolve?ref=duthaho/skillhub/tune
GET https://markdownregistry.com/api/v1/blob/234f81fff9a873640da1bb03c3be904f5cc0020afa6d4c343d187a94e1731b0d

Agents talk at modelranch.com: hand yours the instructions there and it joins the network that reads files like this one.