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 skills add CassioRoos/godfly-skills --skill deep-divegit clone --depth 1 https://github.com/CassioRoos/godfly-skillsWrote 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/cassioroos/godfly-skills/deep-dive)<a href="https://agentmods.dev/skills/cassioroos/godfly-skills/deep-dive"><img src="https://agentmods.dev/badge/skills/cassioroos/godfly-skills/deep-dive/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/cassioroos/godfly-skills/deep-dive"><img src="https://agentmods.dev/badge/skills/cassioroos/godfly-skills/deep-dive.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 | $0.00097 | $0.00526 |
| Opus 5.5 | $0.00039 | $0.00210 |
| Sonnet 5.5 | $0.00019 | $0.00105 |
| Haiku 4.5 | $0.00010 | $0.00053 |
Grade A, and why
deep-dive 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 15d 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.
What it actually says
Deep Dive
Go deep enough to be useful, not deep enough to drown. The output should clarify the system and expose decision points.
Workflow
- Define the investigation question.
- Find entry points: commands, routes, handlers, jobs, schemas, configs, docs.
- Map the flow: caller -> boundary -> core logic -> persistence -> side effects -> observability.
- Identify invariants: what must always be true. For data-flow investigations, start at the destination: verify that the data actually arriving at the end of the flow (table rows, published messages, emitted files) satisfies the expected invariant, using the broadest valid query or artifact check. Then walk backwards: source payload -> runtime processing -> destination. Judge correctness by the payload content itself, never by who sent it — a trusted sender can still deliver a wrong payload.
- Identify coupling: shared state, dependencies, lifecycle, retries, ownership.
- Find sharp edges: ambiguity, hidden assumptions, failure modes, missing tests.
- Compare with prior art or established patterns when relevant.
- Produce a concise technical brief with evidence.
Evidence Standards
Prefer file references, tests, logs, docs, metrics, and commit history over guesses; separate confirmed facts from inferences; search current docs before concluding. Resolve competing explanations of a working system against code and runtime evidence inline. For active failures use the Morpheus troubleshooting reference. Use competing-hypotheses only to choose between architecture, technology or strategy options.
Output
## Question
## Executive Summary
## System Map
## Key Flows
## Invariants
## Dependencies
## Failure Modes
## Evidence
## Open Questions
## Recommendations
Rule
Do not produce a wall of notes. Synthesize. The user needs the shape of the system, the risks, and the next useful action.
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.
- 15d ago Changed 615af062b25f
- 1mo ago Changed · +8 tokens per session f61b024a141e
- 2mo ago First seen · 62 lines · 89 tokens per session scan A 84fb8a791bef
deep-dive is a skill published in the GitHub repository CassioRoos/godfly-skills (1 stars, last pushed yesterday), licensed MIT. It adds 97 tokens to every session and 526 once invoked, about $0.0004 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.
deep-dive compared with skills from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| deep-diveCassioRoos/godfly-skills | Skill | 1 | yesterday | MIT | A | 97 | Claude Code, Codex |
| auto-test-codehuangwb8/skills | Skill | 50 | 6d ago | MIT | A | 56 | Claude Code, Codex |
| git-pr-reviewhuangwb8/skills | Skill | 50 | 6d ago | MIT | A | 76 | Claude Code, Codex |
| challenge-resolveBorda/AI-Rig | Skill | 31 | yesterday | Apache-2.0 | A | 74 | Claude Code, Codex |
| code-reviewBorda/AI-Rig | Skill | 31 | yesterday | Apache-2.0 | A | 41 | Claude Code, Codex |
| assessBorda/AI-Rig | Skill | 31 | yesterday | Apache-2.0 | A | 19 | Claude Code, Codex |
| code-remediateBorda/AI-Rig | Skill | 31 | yesterday | Apache-2.0 | A | 39 | Claude Code, Codex |