ducklab AGENTS.md

Repository instructions for DuckLab, an agent-built application with a Go backend, desktop client, MCP server, and frontend. They describe supported development paths, build commands, and rules enforced by tests.

In plain words
What is it for?
Use them when modifying DuckLab to run its checks, keep clients dependent on approved packages, register frontend events, cover engine routes, and regenerate API files correctly.
Why use it?
They help agents avoid breaking architectural boundaries, generated files, event registration, or API coverage requirements.

Instructions file for CodexOpenCode

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 instructions/jrullan/ducklab/agents-md
Clone the repo
git clone --depth 1 https://github.com/jrullan/ducklab

Made for: Codex, OpenCode.

Per session 639 This file is loaded in full into every session.
When invoked 639 The same file — it is already loaded in full.
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 $0.00639 $0.00639
Opus 5 $0.00319 $0.00319
Sonnet 5 $0.00128 $0.00128
Haiku 4.5 $0.00064 $0.00064

Measured 3d ago against content hash 2cd65f08d0b5, method: parsed. Prices are Anthropic first-party input rates as of 2026-08-30, from the pricing page.

Security

Grade A, and why

ducklab AGENTS.md 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 3d 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.

AGENTS.md · 59 lines

How it starts

The opening of the file, as written. The whole thing — 59 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Working in this repository as an agent

This repo is unusual: it is developed by agents, through the product it contains. Most of the last hundred tasks were built by LLM seats inside ducklab's own loop, gated by a human. If you are an agent, you have two ways to work here — and the second one is the point of the project.

Path 1: conventional (edit the tree directly)

Build and test:

make                                  # vet, go tests, frontend build
go test ./...                         # 38 packages, -count=1 for arch tests
cd frontend && npx tsc --noEmit && npx vitest run
make desktop && make install          # binaries to ~/.local/bin

Rules the tests enforce (they will fail your change, not just advise):

  • CLI, desktop and MCP server are clients — they import only engineclt, daemon, xplat (internal/arch_test.go).
  • Every engine event must be registered in frontend/src/api/events.ts.
  • Every engine route needs a desktop client method or an excused entry (internal/engineapi/desktop_coverage_test.go).
  • docs/openapi.json and frontend/src/api/generated.ts are generated (make api); never edit them by hand.
  • Flipping a behavior means rewriting the test that pinned the old one with the new reasoning — never deleting it.

House style: comments state the incident or the constraint, never the next line. Commit messages: first line what, body why, usually with the incident. Frontend changes are invisible until make desktop && make install.

The normative spec is docs/spec/ (what it must be); the as-built truth is .ducklab/docs/ (requirements, spec, plan — loop-maintained, human-gated); deliberate divergences live in docs/decisions/.

Path 2: native (operate the loop — how this repo is actually developed)

ducklab mcp serve      # stdio MCP server exposing the whole loop

An MCP-connected agent can file bugs (bug_report), triage, start stage and build runs (stage_start, with refs for reference documents), read transcripts, answer questions, and decide gates — every decision recorded and attributed (approved_by: mcp:<client>, never "human"). The engine's next lists are the law: an agent cannot take an action a person could not.

Read the full file on GitHub · 59 lines

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. 3d ago First seen · 59 lines · 639 tokens per session scan A 2cd65f08d0b5

Subscribe to this mod's changes

ducklab AGENTS.md is an instructions file published in the GitHub repository jrullan/ducklab (8 stars, last pushed 3d ago), licensed Apache-2.0. It adds 639 tokens to every session, about $0.0032 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 2026-08-30.