q-debrief

q-debrief is a command for coding agents from assafkip/huntkit. It costs 0 tokens per session (150 once invoked), scanned A, original, MIT.

A command that turns a conversation, interview, document, or other source into organized investigation findings. It extracts entities, facts, dates, relationships, contradictions, and new research leads.

In plain words
What is it for?
Use it after receiving source material to update target profiles, findings, timelines, collection leads, and the investigation’s current state.
Why use it?
It prevents useful details from being left in unstructured notes or disconnected from existing evidence. It also records reliability and cross-references the new information with the case.

Command

Part of the huntkit plugin — 2 skills, 22 commands, 2 hooks shipped together

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.

agentmods
npx agentmods add commands/assafkip/huntkit/q-debrief
Clone the repo
git clone --depth 1 https://github.com/assafkip/huntkit

Or install huntkit, the plugin that ships this one along with the rest of its 2 skills, 22 commands, 2 hooks.

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 q-debrief

README.md
[![agentmods](https://agentmods.dev/badge/commands/assafkip/huntkit/q-debrief.svg)](https://agentmods.dev/commands/assafkip/huntkit/q-debrief)
Your own site
<a href="https://agentmods.dev/commands/assafkip/huntkit/q-debrief"><img src="https://agentmods.dev/badge/commands/assafkip/huntkit/q-debrief.svg" alt="Measured on agentmods" height="20"></a>
Per session 0 Only the description is in the session, so the agent can decide to use it. The body loads when it is invoked.
When invoked 150 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. Scan, not verified.
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 $0.00000 $0.00150
Opus 5 $0.00000 $0.00075
Sonnet 5 $0.00000 $0.00030
Haiku 4.5 $0.00000 $0.00015

Measured 4d ago against content hash ba662be84076, method: parsed. Prices are Anthropic first-party input rates as of 2026-08-30, from the pricing page.

Security

Grade A, and why

q-debrief 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 4d 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.

commands/q-debrief.md · 18 lines

What it actually says

Extract structured findings from a conversation, interview, document, or source.

Execute the /q-debrief steps from .q-system/commands.md.

  1. Ask founder to describe or paste the source material
  2. Extract:
    • New targets or entities mentioned
    • Facts (with reliability assessment using A-F scale from .q-system/preflight.md)
    • Timeline events (with dates)
    • Relationships between entities
    • Contradictions with existing findings
    • New collection leads
  3. Route to appropriate investigation files in investigations/<case>/
  4. Cross-reference against existing data
  5. Update memory/investigation-state.md

Argument: $ARGUMENTS (optional: paste source material directly)

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. 4d ago First seen · 18 lines · 0 tokens per session scan A ba662be84076

Subscribe to this mod's changes

q-debrief is a command published in the GitHub repository assafkip/huntkit (51 stars, last pushed 2mo ago), licensed MIT. It costs nothing until one of its globs matches a file; then it loads 150 tokens. 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.