ilang-ai/autocode · skills/fix-observe/SKILL.md

fix-observe skillA

fix-observe is agent-read markdown (skill) from ilang-ai/autocode: Step 1 of debugging: observe the symptom carefully before jumping to conclusions..

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 ilang-ai/autocode/fix-observe@v5.0.0
Exact content
mdr add ilang-ai/autocode/fix-observe@sha256:823bb81ed8509b00

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_u7ihecpxvz6vnv3w.svg)](https://markdownregistry.com/a/art_u7ihecpxvz6vnv3w)

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Versions

versioncommittedcommitsizeaudit
v5.0.0 latest2026-07-03 7c220d9 476 BA view · diff
v5.0.02026-05-11 8b75e65 476 BA view · diff
v5.0.02026-05-11 67bcc07 470 BA view · diff
v5.0.02026-04-20 f0a4627 364 BA view · diff
git:20260320.bfbf3af2026-03-20 bfbf3af 432 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 (476 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

ilang-ai/autocode · 101 stars · license MIT · pushed 2026-09-13 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_u7ihecpxvz6vnv3w
GET https://markdownregistry.com/api/v1/resolve?ref=ilang-ai/autocode/fix-observe
GET https://markdownregistry.com/api/v1/blob/823bb81ed8509b00659d753f04fe97617885d41849cfa9ec4d90ff11b62966cb

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