practical-coding AGENTS.md

Repository instructions for the Practical Coding agent skill. It defines how to route ordinary tasks and unresolved problems to focused guidance for debugging, decisions, or implementation risks.

In plain words
What is it for?
Use them when applying the Practical Coding skill to normal coding work, unexplained failures, architecture choices, dependency decisions, or risky implementation details.
Why use it?
They help the coding agent choose the right reasoning process when a failure, design choice, unknown contract, or safety risk affects the next step.

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/hubujiu/practical-coding/agents-md
Clone the repo
git clone --depth 1 https://github.com/Hubujiu/practical-coding

Made for: Codex, OpenCode.

Per session 701 This file is loaded in full into every session.
When invoked 701 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 $0.00701 $0.00701
Opus 5 $0.00351 $0.00351
Sonnet 5 $0.00140 $0.00140
Haiku 4.5 $0.00070 $0.00070

Measured yesterday against content hash 2ba5f00e84e3, method: parsed. Prices are Anthropic first-party input rates as of 2026-08-30, from the pricing page.

Security

Grade A, and why

practical-coding 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 yesterday.

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 · 24 lines

What it actually says

Practical Coding

This repository is an Agent Skill. If you are a coding agent reading this file from a checkout, apply the skill as follows.

Read SKILL.md for the route-agnostic shortest-path Core, the three-branch Event Router, and the Retrieval Policy. The Core always applies. Ordinary well-specified work stays Direct with no reasoning reference and no worker.

The Event Router handles only unresolved blockers that change how the task must be reasoned about:

Trigger Reasoning module
An observed failure, regression, or incorrect behavior still lacks an evidenced cause references/debugging.md
A material unresolved user-owned choice about architecture, whether or which external dependency/implementation to adopt, APIs, data models, or compatibility would change the next action references/decision.md
An unknown contract/invariant, an unresolved material risk boundary (security/permissions, irreversible side effects, persistence/migration, concurrency/transactions, compatibility), or insufficient evidence for a risky material claim blocks safe execution references/implementation.md

Load exactly one first-match reasoning module in addition to the Core. A choice already settled by the request or repository is input, not a Decision event. A security, persistence, migration, concurrency, or compatibility noun is not itself an Implementation event when the governing boundary, affected surface, and sufficient check are already established. Do not treat file count, task nouns, search needs, or the existence of another library as routing evidence. If a different blocker appears later, reassess it without accumulating another reasoning reference in the root; use the Core when sufficient or isolate substantial follow-up work when the saved context exceeds handoff cost.

Navigation is not a fourth Event Router branch. Code retrieval follows the cheapest sufficient available path: known source first, then bounded/ranked source discovery, then an already-available structural index only when relationship queries materially reduce exploration, followed by current-source verification for material claims. Routine targeted lookup needs no Navigation reference.

Read references/navigation.md only when broad retrieval itself is substantial enough to need the detailed procedure. Host-native ranked search, FFF-style retrieval, and DeusData/codebase-memory-mcp are optional capabilities, not project requirements. Use them only when already available; otherwise fall back to ordinary source search without installing tooling or changing project configuration solely for retrieval. An already-integrated structural backend may maintain or refresh its own index as part of normal use.

For a substantial triggered event, prefer an isolated no-history worker only when its context savings exceed handoff cost; otherwise load the one selected reasoning reference in the root agent. Keep the root to the Core plus at most one loaded reasoning reference for the task. If broad mapping becomes expensive while another reasoning reference is already resident, prefer a read-only Navigation worker rather than loading a second large reference into the root.

The root agent owns user intent, authorization, repository state, routing, integration, and the final completion claim. A worker reads references/delegation.md plus exactly one assigned reference and returns a compact capsule. Decision, Debugging, and Navigation workers are read-only. An Implementation worker may write only when its assignment explicitly includes implementation, must have a bounded scope, and must be the sole writer there. Treat a capsule as stale after relevant repository changes.

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. yesterday First seen · 24 lines · 701 tokens per session scan A 2ba5f00e84e3

Subscribe to this mod's changes

practical-coding AGENTS.md is an instructions file published in the GitHub repository Hubujiu/practical-coding (2 stars, last pushed 2d ago), licensed MIT. It adds 701 tokens to every session, about $0.0035 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 instructions, from other repositories

kodelyth-ecc CLAUDE.md

Instructions for sifxprime/kodelyth-ecc, covering claude.md, project overview, architecture, running tests and or directly.

sifxprime/kodelyth-ecc · 1,844 tokens

codevira CLAUDE.md

Instructions for sachinshelke/codevira, covering codevira — persistent project memory, when to call which codevira tool, at the start of every session, before modifying any file and before adopting a pattern, library, or naming convention.

sachinshelke/codevira · 2,807 tokens

kodelyth-ecc AGENTS.md

Instructions for sifxprime/kodelyth-ecc, covering agents.md, repo identity, how to use the toolkit (for end users), 1. explicit invocation and 2. implicit (intent routing).

sifxprime/kodelyth-ecc · 1,459 tokens

codevira AGENTS.md

Instructions for sachinshelke/codevira, covering codevira-tracked project memory: codevira, locked decisions (donotrevert), active conventions, codevira — persistent project memory and when to call which codevira tool.

sachinshelke/codevira · 2,638 tokens

codevira GEMINI.md

Instructions for sachinshelke/codevira, covering codevira — persistent project memory, when to call which codevira tool, at the start of every session, before modifying any file and before adopting a pattern, library, or naming convention.

sachinshelke/codevira · 1,224 tokens

toh-framework CLAUDE.md

Instructions for wasintoh/toh-framework, covering claude.md — toh framework (repo development guide), what this is, everyday commands, verification protocol and single source, transformed per ide.

wasintoh/toh-framework · 3,818 tokens