Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx agentmods add skills/ancoleman/ai-design-components/debugging-techniquesnpx skills add ancoleman/ai-design-components --skill debugging-techniquesgit clone --depth 1 https://github.com/ancoleman/ai-design-componentsWhat it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5 | $0.00072 | $0.03334 |
| Opus 5 | $0.00036 | $0.01667 |
| Sonnet 5 | $0.00014 | $0.00667 |
| Haiku 4.5 | $0.00007 | $0.00333 |
Grade A, and why
debugging-techniques scanned grade A with 1 finding against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Makes network callslowCapability
Not a fault in itself. Listed so you know the mod talks to something, and to what.
- `nicolaka/netshoot` (~380MB) - Network debugging (curl, dig, tcpdump, netstat) How it starts
The opening of the file, as written. The whole thing — 425 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Debugging Techniques
Purpose
Provides systematic debugging workflows for local, remote, container, and production environments across Python, Go, Rust, and Node.js. Covers interactive debuggers, container debugging with ephemeral containers, and production-safe techniques using correlation IDs and distributed tracing.
When to Use This Skill
Trigger this skill for:
- Setting breakpoints in Python, Go, Rust, or Node.js code
- Debugging running containers or Kubernetes pods
- Setting up remote debugging connections
- Safely debugging production issues
- Inspecting goroutines, threads, or async tasks
- Analyzing core dumps or stack traces
- Choosing the right debugging tool for a scenario
Quick Reference by Language
Python Debugging
Built-in: pdb
# Python 3.7+
def buggy_function(x, y):
breakpoint() # Stops execution here
return x / y
# Older Python
import pdb
pdb.set_trace()
Essential pdb commands:
list(l) - Show code around current linenext(n) - Execute current line, step over functionsstep(s) - Execute current line, step into functionscontinue(c) - Continue until next breakpointprint var(p) - Print variable valuewhere(w) - Show stack tracequit(q) - Exit debugger
Enhanced tools:
ipdb- Enhanced pdb with tab completion, syntax highlighting (pip install ipdb)pudb- Terminal GUI debugger (pip install pudb)debugpy- VS Code integration (included in Python extension)
Debugging tests:
pytest --pdb # Drop into debugger on test failure
For detailed Python debugging patterns, see references/python-debugging.md.
Go Debugging
Delve - Official Go debugger
Installation:
go install github.com/go-delve/delve/cmd/dlv@latest
Basic usage:
dlv debug main.go # Debug main package
dlv test github.com/me/pkg # Debug test suite
dlv attach <pid> # Attach to running process
dlv debug -- --config prod.yaml # Pass arguments
What ships with it
9 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
- examples/python-pdb-example.md 3.5 KB
- outputs.yaml 3.7 KB
- references/container-debugging.md 9.5 KB
- references/decision-trees.md 10 KB
- references/go-debugging.md 13 KB
- references/nodejs-debugging.md 7.5 KB
- references/production-debugging.md 14 KB
- references/python-debugging.md 13 KB
- references/rust-debugging.md 11 KB
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 2d ago First seen · 425 lines · 72 tokens per session scan A 206ad88ebfba
debugging-techniques is a skill published in the GitHub repository ancoleman/ai-design-components (517 stars, last pushed 8mo ago), licensed MIT. It adds 72 tokens to every session and 3,334 once invoked, about $0.0004 per session on Opus 5. A static security scan graded it A with 1 finding (makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
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