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System Debugger Skill · lloydchang | DecimalAI

devopsby lloydchang

System Debugger Skill

lloydchang/debug

Source lloydchang/agentic-reconciliation-engine ↗License AGPL-3.0

Comprehensive debugging skill for agents, Temporal workflows, and Kubernetes infrastructure in distributed environments

SkillScore95Maintained

Automatic

DevOps & SRE pack

Last verified 8/4/2026

What it changes

Passed 20 of 21 test cases with the skill, and 15 of 21 without it.

Without skill73%

With skill95%

Checks it passed that the model alone missed

Identifies the audit endpoint path as /audit/events.
Identifies the alerts endpoint path as /monitoring/alerts.
Invokes or references the CLI command python main.py debug.

and 4 more in the full report

5 fixed16 passed either way1 still failing0 broke

Pass-rate lift: +23 pp
Tokens: 0%
Agent turns: 0%
Response time: -56%

Model gemini-3.6-flashMeasured 8/4/2026v121 of 22 cases passed with skill · 21 comparable

Tokens, turns and time describe resource use, not a dollar price.

Use this skill

Save it into your project's skills folder. Claude Code picks it up in its next session.

curl -fsSL --create-dirs -o .claude/skills/lloydchang-debug/SKILL.md https://app.decimal.ai/s/lloydchang-debug/SKILL.md

Want it pinned and updatable? pip install "decimalai>=0.15", then decimalai skills add lloydchang-debug, and start Claude Code with claude --plugin-dir "$(git rev-parse --show-toplevel)/.agents"

1 · One-time — install the CLI (docs ↗)

pip install "decimalai>=0.15"

2 · Get the skill — writes .agents/skills/lloydchang-debug/ and pins it in .decimal/skills.lock

decimalai skills add lloydchang-debug

No CLI? Get the same file — curl · raw file

curl -fsSL --create-dirs -o .claude/skills/lloydchang-debug/SKILL.md https://app.decimal.ai/s/lloydchang-debug/SKILL.md

Raw file: /s/lloydchang-debug/SKILL.md ↗ · machine-readable summary at /s/lloydchang-debug.json ↗

Safety checks: 3 of 3 passed

Code scan CleanIntent PassedContent Clean

See it in action

One of 4 test cases the skill fixed. Same model, same prompt, with and without the skill.

1 of 4

Prompt

Where does the debugging system query recorded audit logs from external monitoring?

What was checked, without and with the skill
Checked	Without skill	With skill
Identifies the audit endpoint path as /audit/events.	Missed	Passed

case-10 · gemini-3.6-flash · 8/4/2026 · answers are capped and redacted

What's inside

The instructions your model reads when the skill loads.

SKILL.md134 lines9 filesincludes scripts

System Debugger Skill

Overview

This skill provides comprehensive debugging capabilities for agents running in distributed Kubernetes environments with Temporal orchestration. It systematically diagnoses issues across the entire stack - from individual agent behavior to infrastructure health.

Capabilities

Component Debugging

Agents: Analyze agent execution logs, performance metrics, and failure patterns
Temporal Workflows: Inspect workflow execution history, timeouts, and activity failures
Kubernetes Infrastructure: Check pod health, resource utilization, and network connectivity
Integration Points: Validate communication between agents, workflows, and external services

Issue Types

Performance: Slow execution, high latency, resource bottlenecks
Errors: Agent failures, workflow crashes, API errors
Timeouts: Workflow timeouts, agent inference delays
Connectivity: Network issues, service discovery problems
Resource: Memory/CPU exhaustion, storage issues
Behavior: Unexpected agent responses, hallucination detection

Usage Examples

Basic Agent Debugging

python main.py debug \
  --target-component agents \
  --issue-type errors \
  --time-range 1h \
  --verbose

Infrastructure Health Check

python main.py debug \
  --target-component infrastructure \
  --issue-type resource \
  --time-range 30m \
  --auto-fix

Track record

Benchmark

20 / 21

test cases passed, vs 15 / 21 without

Adoption

Users: 0
Times used: 0

Safety and source details

SkillSafety

✓ 3 of 3 passed

Code scan15 of 15 checks clean

0 critical · 0 warning · 0 info — scanner v4 — 8/1/2026

View 15 scanner checks

live_secretremote_code_executionreverse_shelldata_exfiltrationssrf_metadataagent_snoopinganti_refusaldestructive_commandsobfuscated_unicodeunicode_homoglyphopaque_blobsuspicious_urltool_overreachtrigger_abuseprompt_injection_phrasing

IntentSafe

LLM judge · does the skill do what it claims

ContentClean

LLM judge · policy & harmful-content review

Source

Imported

lloydchang / agentic-reconciliation-engine

core/ai/skills/debug/SKILL.md

View on GitHub ↗

License AGPL-3.0Imported 8/1/2026Version v1Bundled 8 files · scripts

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See it in action

What's inside

System Debugger Skill

Overview

Capabilities

Component Debugging

Issue Types

Usage Examples

Basic Agent Debugging

Infrastructure Health Check

Track record

Benchmark

Adoption

SkillSafety

Source

Other skills for the same job

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