observability SKILL.md skillA
observability from akaszubski/autonomous-dev is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add akaszubski/autonomous-dev/observability@git:20260408.541ecb4Pins git:20260408.541ecb4 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- akaszubski/autonomous-dev
- Path
plugins/autonomous-dev/skills/observability/SKILL.md- Versions recorded
- 5
- Latest version
- git:20260408.541ecb4, committed Apr 8, 2026
- First version recorded
- Feb 13, 2026
- Size
- 10,477 bytes
- Repository stars
- 34
- License
- none declared
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.
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
# Observability Skill
Comprehensive guide to logging, debugging, profiling, and performance monitoring in Python applications.
## When This Skill Activates
- Adding logging to code
- Debugging production issues
- Profiling performance bottlenecks
- Monitoring application metrics
- Analyzing stack traces
- Performance optimization
- Keywords: "logging", "debug", "profiling", "performance", "monitoring"
---
## Core Concepts
### 1. Structured Logging
Structured logging with JSON format for machine-readable logs and rich context.
**Why Structured Logging?**
- Machine-parseable (easy to search, filter, aggregate)
- Context-rich (attach metadata to log entries)
- Consistent format across services
**Key Features**:
- JSON-formatted logs
- Log levels (DEBUG, INFO, WARNING, ERROR, CRITICAL)
- Context logging with extra metadata
- Best practices for meaningful logs
**Example**:
```python
import logging
import json
logger = logging.getLogger(__name__)
logger.info("User action", extra={
"user_id": 123,
"action": "login",
"ip": "192.168.1.1"
})
```
**See**: `docs/structured-logging.md` for Python logging setup and patterns
---
### 2. Debugging Techniques
…Read the whole file at its exact version.
How to install
mdr add akaszubski/autonomous-dev/observability@sha256:4f88880f4bab5798The line at the top of this page pins the label git:20260408.541ecb4, 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_3x2ex2ou2fa6fgu3)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 5 versions of this file, between Feb 13, 2026 and Apr 8, 2026, about one every 13 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260408.541ecb4 latest | 2026-04-08 | 541ecb4 | 10,477 B | A | view · diff |
| git:20260317.e64d556 | 2026-03-17 | e64d556 | 8,883 B | A | view · diff |
| v1.0.0 | 2026-03-06 | 3a09c50 | 9,044 B | A | view · diff |
| v1.0.0 | 2026-02-19 | 4f3e7c2 | 8,904 B | A | view · diff |
| v1.0.0 | 2026-02-13 | c7ec021 | 8,346 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 (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
akaszubski/autonomous-dev · 34 stars · license none declared · pushed 2026-10-04 · 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
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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