trace-the-flow

trace-the-flow is a skill for Claude Code from rpraharaj/forward-deployed-engineer. It costs 120 tokens per session (2,251 once invoked), scanned A, original, MIT.

A method for following one business action through an application from its entry point to storage, messages, downstream calls, errors, and retries. It records evidence for each step and marks gaps instead of guessing.

In plain words
What is it for?
Use it to explain an operation such as placing an order, investigate an unfamiliar request path, or verify behavior before modifying it.
Why use it?
A single request often crosses many files, services, transactions, and background handlers, so reading one file can give a misleading picture. The trace shows what actually happens before code is changed.

Skill for Claude Code

Written for Claude Code: shipped in a Claude Code plugin.

Part of the fde-core plugin — 30 skills shipped together

Good fit Use it to explain an operation such as placing an order, investigate an unfamiliar request path, or verify behavior before modifying it.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/rpraharaj/forward-deployed-engineer/trace-the-flow
Install

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.

Any agent
npx skills add rpraharaj/forward-deployed-engineer --skill trace-the-flow
Clone the repo
git clone --depth 1 https://github.com/rpraharaj/forward-deployed-engineer

Made for: Claude Code.

Or install fde-core, the plugin that ships this one along with the rest of its 30 skills.

Wrote 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.

agentmods badge for trace-the-flow

README.md
[![agentmods](https://agentmods.dev/badge/skills/rpraharaj/forward-deployed-engineer/trace-the-flow.svg)](https://agentmods.dev/skills/rpraharaj/forward-deployed-engineer/trace-the-flow)
Your own site
<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>
Per session 120 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 2,251 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

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.

ModelPer sessionOnce 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

Measured 8d ago against content hash fc9cf9788c85, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-08, from the pricing page.

Security

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.

fde-core/skills/trace-the-flow/SKILL.md · 178 lines

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."

Read the full file on GitHub · 178 lines

Files

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.

Changes

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.

  1. 8d ago First seen · 178 lines · 120 tokens per session scan A fc9cf9788c85

Subscribe to this mod's changes

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.

Related

Other skills, from other repositories

eve

Build durable backend AI agents with the eve framework. Use when creating, editing, or debugging an eve project — agent instructions, skills, tools, connections, channels, sandboxes, subagents, schedules, or evals.

ComposioHQ/composio · 47 tokens

printing-press-amend

Amend a published CLI from one of two input sources: (1) dogfood mode mines the active Claude Code session transcript for friction (missing flags, hand- rolled API payloads, silent-null returns); (2) direct-input mode accepts user-supplied asks (rename a command, add commands or feeds, fix a named bug, optionally…

mvanhorn/cli-printing-press · 222 tokens

config-secrets-environments

Design, audit, and verify configuration, environment separation, secrets, BYOK flows, key rotation, config schema validation, and drift checks across local, dev, staging, and production. Use when adding env vars, changing runtime config, handling API keys or user-provided keys, diagnosing config drift, or preparing…

majiayu000/spellbook · 73 tokens

iii-error-handling

Handle iii engine and SDK errors across Node, Python, Rust, and browser workers. Use when interpreting error codes, retryability, RBAC denial, timeouts, handler failures, or SDK-specific exception surfaces.

iii-hq/iii · 47 tokens

ring:using-assert

Using lib-observability/assert, Lerian's runtime assertion package, in two modes. Sweep Mode detects panic()/log.Fatal zero-panic violations, DIY invariant checks, hand-rolled domain predicates, and missing InitAssertionMetrics. Reference Mode catalogs the asserter lifecycle, domain predicates, observability trident…

LerianStudio/ring · 99 tokens

spring-retry

Spring Retry for transparent retry support in Spring applications. Covers @Retryable, @Recover, RetryTemplate, backoff policies, and circuit breakers. USE WHEN: user mentions "spring retry", "@Retryable", "@Recover", "RetryTemplate", "backoff policy", "retry transient failure", "automatic retry" DO NOT USE FOR…

claude-dev-suite/claude-dev-suite · 102 tokens