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 rpraharaj/forward-deployed-engineer --skill trace-the-flowgit clone --depth 1 https://github.com/rpraharaj/forward-deployed-engineerWrote 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/rpraharaj/forward-deployed-engineer/trace-the-flow)<a href="https://agentmods.dev/skills/rpraharaj/forward-deployed-engineer/trace-the-flow"><img src="https://agentmods.dev/badge/skills/rpraharaj/forward-deployed-engineer/trace-the-flow.svg" alt="Measured on agentmods" 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 | $0.00120 | $0.02251 |
| Opus 5 | $0.00060 | $0.01125 |
| Sonnet 5 | $0.00024 | $0.00450 |
| Haiku 4.5 | $0.00012 | $0.00225 |
Grade A, and why
trace-the-flow 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 8d 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 — 178 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Trace the flow
Walking one operation from end to end.
Why this exists
repo-recon tells you where things are. It does not tell you what actually happens, and in a layered enterprise system those are very different questions. The call path for "customer places an order" typically crosses eight files, two process boundaries, a transaction, a message queue, and three error handlers — none of which is visible from any single file.
The specific danger this skill addresses is plausible reconstruction. Reading a controller and a service, it's easy to assemble a mental model that is coherent, confident, and wrong — because the actual dispatch goes through a framework-configured interceptor, or an event listener registered in XML, or a strategy selected by a config value. That model then becomes the basis for a change, and the change breaks something invisible.
A trace with a citation at every hop is the antidote. Where you can't establish a hop, the trace says so rather than bridging the gap with a reasonable guess.
When this applies
- Before changing anything on a request path you haven't walked
- "What happens when a customer does X?"
- Behavior you can't explain from reading one file
- Debugging where the symptom and the cause are in different components
- Understanding an integration before modifying it
When it doesn't
- You need breadth, not depth — run
repo-recon - The system is small enough to read outright
- You need the data model rather than the control flow — that's
data-archaeology - You need to know why the code is shaped this way — that's
git-archaeology
Prerequisites
.fde/02-system-map.md— you need to know the entry points before following one- Ideally
.fde/01-environment.md— being able to run the flow turns[inferred]hops into[confirmed]ones cheaply
Procedure
1. Pick exactly one operation, named in business terms
Not "the OrderController" — "a customer places an order with a saved card."
What ships with it
1 file 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.
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.
- 8d ago First seen · 178 lines · 120 tokens per session scan A fc9cf9788c85
trace-the-flow is a skill published in the GitHub repository rpraharaj/forward-deployed-engineer (6 stars, last pushed 21d ago), licensed MIT. It adds 120 tokens to every session and 2,251 once invoked, about $0.0006 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 2026-08-31.
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