Borrowing it
Nothing to install: this file belongs to Andyduck-ops/omp-flow. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/Andyduck-ops/omp-flow/main/.agents/skills/omp-flow-debug/SKILL.mdgit clone --depth 1 https://github.com/Andyduck-ops/omp-flowWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/andyduck-ops/omp-flow/omp-flow-debug)<a href="https://agentmods.dev/skills/andyduck-ops/omp-flow/omp-flow-debug"><img src="https://agentmods.dev/badge/skills/andyduck-ops/omp-flow/omp-flow-debug/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/andyduck-ops/omp-flow/omp-flow-debug"><img src="https://agentmods.dev/badge/skills/andyduck-ops/omp-flow/omp-flow-debug.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What 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 5.1 | $0.00029 | $0.00561 |
| Opus 5.5 | $0.00012 | $0.00224 |
| Sonnet 5.5 | $0.00006 | $0.00112 |
| Haiku 4.5 | $0.00003 | $0.00056 |
Grade A, and why
omp-flow-debug 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 9d 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.
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.
How it starts
The opening of the file, as written. The whole thing — 47 lines — stays where its author put it; the contents beside it link to each section on GitHub.
OMP-Flow Debug
Procedure
- Start from the assigned Bundle root, relevant entry Concept, output boundary, actor identity, operation receipt, and predecessor receipt when present. Preserve the exact error, arguments, raw log path, session identity, Harness version, and runtime operation observation.
- Read the entry Concept and follow only links useful to the failure. Do not reconstruct semantic input or infer task meaning from runtime JSON.
- Reproduce at the narrowest boundary that still fails.
- Classify the owner: Harness native task/model schema; Adapter assignment seam; Python mechanical validation; broken Concept/path/receipt binding; or product/test environment.
- Form falsifiable hypotheses and run the smallest discriminating experiment. When two fixes sharing one premise fail the same check, write that shared premise down in one sentence and test it directly before trying a third fix.
- Ask whether the state that triggered the symptom is legitimate: if the state is valid, handling
it where the code broke is the root-cause fix; if the state should never exist, a local guard
(
?., fallback, retry, swallowed catch) hides the fault—trace upstream to what produced the invalid state. - Compare successful and failed calls structurally before trusting an error label. A gateway
400may describe the final request, not the root cause. When inspecting large session or runtime logs, check line counts/lengths before reading and extract bounded slices withpath:linecitations rather than dumping raw megabyte lines into context. - Repair only the assigned code/output boundary and write the promised linked diagnostic or implementation handoff Concept. If the deciding fact took a deep dig to uncover, note the cheap error message, assertion, or diagnostic signal that would expose it immediately next time.
- Re-run the original operation without a fallback path and report exact commands/results, actor ID, receipt, output, and remaining uncertainty.
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.
- 9d ago Changed · +9 lines · +1 tokens per session 4651a41630bf
- 2mo ago First seen · 38 lines · 28 tokens per session scan A 90341dc20355
omp-flow-debug is a skill published in the GitHub repository Andyduck-ops/omp-flow (6 stars, last pushed 9d ago), licensed MIT. It adds 29 tokens to every session and 561 once invoked, about $0.0001 per session on Opus 5.5. 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 2026-08-31.
omp-flow-debug compared with skills from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| omp-flow-debugAndyduck-ops/omp-flow | Skill | 6 | 9d ago | MIT | A | 29 | Claude Code, Codex |
| systematic-debuggingopen-metadata/OpenMetadata | Skill | 16k | yesterday | Apache-2.0 | A | 37 | Claude Code |
| log-error-digestzebbern/claude-code-guide | Skill | 4.7k | 3d ago | MIT | A | 71 | Claude Code, Codex |
| cwv-optimizeradobe/skills | Skill | 319 | yesterday | Apache-2.0 | A | 112 | Claude Code |
| ci-fixersipyourdrink-ltd/bernstein | Skill | 1.2k | yesterday | Apache-2.0 | A | 15 | Claude Code, Codex |
| incident-response-incident-responsermyndharis/antigravity-skills | Skill | 1.9k | 23d ago | MIT | A | 36 | Claude Code |
| triaging-web-analytics-supportPostHog/posthog | Skill | 41k | yesterday | none | A | 151 | Claude Code, Codex |