akaszubski/autonomous-dev · plugins/autonomous-dev/skills/observability/SKILL.md

observability skillA

observability is agent-read markdown (skill) from akaszubski/autonomous-dev: Structured logging, debugging (pdb/ipdb), profiling (cProfile/line_profiler), and performance monitoring. Use when adding logging, debugging issues, or optimizing performance. TRIGGER when: logging, debug, profiling, performance monitoring, metrics, stack trace. DO NOT TRIGGER when: feature implementation, testing, documentation, config changes..

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 akaszubski/autonomous-dev/observability@git:20260408.541ecb4
Exact content
mdr add akaszubski/autonomous-dev/observability@sha256:4f88880f4bab5798

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_3x2ex2ou2fa6fgu3.svg)](https://markdownregistry.com/a/art_3x2ex2ou2fa6fgu3)

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Versions

versioncommittedcommitsizeaudit
git:20260408.541ecb4 latest2026-04-08 541ecb4 10,477 BA view · diff
git:20260317.e64d5562026-03-17 e64d556 8,883 BA view · diff
v1.0.02026-03-06 3a09c50 9,044 BA view · diff
v1.0.02026-02-19 4f3e7c2 8,904 BA view · diff
v1.0.02026-02-13 c7ec021 8,346 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 (10477 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

akaszubski/autonomous-dev · 34 stars · license none · pushed 2026-09-16 · branch master

API

GET https://markdownregistry.com/api/v1/artifacts/art_3x2ex2ou2fa6fgu3
GET https://markdownregistry.com/api/v1/resolve?ref=akaszubski/autonomous-dev/observability
GET https://markdownregistry.com/api/v1/blob/4f88880f4bab5798b88d13163ed554c2996cbff48e420c07e84fb6df209082d8

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