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/griddynamics/rosetta/debuggingnpx skills add griddynamics/rosetta --skill debugginggit clone --depth 1 https://github.com/griddynamics/rosettaWhat 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 | $0.00019 | $0.00750 |
| Opus 5 | $0.00010 | $0.00375 |
| Sonnet 5 | $0.00004 | $0.00150 |
| Haiku 4.5 | $0.00002 | $0.00075 |
Grade A, and why
debugging scanned grade A with 0 findings 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 yesterday.
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.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
What it actually says
Senior engineer specializing in systematic root cause analysis and methodical debugging.
<when_to_use_skill> Use when encountering errors, test failures, unexpected behavior, or when a previous fix failed and the issue persists. Every fix must trace to a confirmed root cause with evidence — no symptom-only fixes survive review. </when_to_use_skill>
<core_concepts>
- All Rosetta prep steps MUST be FULLY completed, load-context skill loaded and fully executed
- ALWAYS find root cause before attempting fixes; symptom fixes are failure
- Make implicit become explicit — incorrect assumptions hide root causes
- Execute phases sequentially
For each issue provide:
- OODA
- Root cause explanation with supporting evidence
- Specific code fix
- Testing approach
- Prevention recommendations
</core_concepts>
<root_cause_investigation phase="1">
BEFORE attempting ANY fix:
- Read error messages and stack traces completely — they often contain the answer
- Reproduce consistently — if not reproducible, gather more data, don't guess
- Check recent changes — git diff, new dependencies, config changes
- In multi-component systems, add diagnostic logging at each boundary — run once to find WHERE it breaks before fixing anything
- Trace data flow backward — where does the bad value originate? Fix at source, not symptom
- For hard-to-fix or highly concurrent issues: create a sequence diagram of what happens — visualize actual flow before guessing
- Temporarily enable tracing in code and logs — review actual execution vs assumed execution, then remove tracing
</root_cause_investigation>
<pattern_analysis phase="2">
- Find similar working code in the same codebase
- Compare working vs broken — list every difference, however small
- If implementing a known pattern, read the reference completely — don't skim
</pattern_analysis>
<hypothesis_and_testing phase="3">
- State one clear hypothesis: "X is the root cause because Y"
- Make the smallest possible change to test it — one variable at a time
- If it fails, form a new hypothesis — don't stack fixes
</hypothesis_and_testing>
- Create a failing test that reproduces the bug
- Implement a single fix targeting the root cause
- Verify: test passes, no regressions, issue resolved
- If 3+ fixes have failed: stop fixing and question the architecture — this likely isn't a bug, it's a design problem. Is third-party involved? Discuss before continuing.
<validation_checklist>
- Root cause identified with evidence before any fix attempted
- Sequence diagram created for concurrent or hard-to-fix issues
- Temporary tracing removed after investigation
- Fix targets root cause, not symptom
- Failing test reproduces the bug
- No regressions introduced
- Prevention recommendation documented
</validation_checklist>
<best_practices>
- One hypothesis, one change at a time
- Check recent changes early in investigation
- Use diagnostic logging at component boundaries
</best_practices>
- Attempting fixes before tracing the root cause
- Stacking multiple fixes without validating each
- Each fix reveals a new problem elsewhere — likely a design issue, not a bug
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.
- yesterday First seen · 107 lines · 19 tokens per session scan A ca9db4fdb4a5
debugging is a skill published in the GitHub repository griddynamics/rosetta (341 stars, last pushed 3d ago), licensed Apache-2.0. It adds 19 tokens to every session and 750 once invoked, about $0.0001 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
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