Borrowing it
Nothing to install: this file belongs to Hubujiu/practical-coding. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/Hubujiu/practical-coding/main/AGENTS.mdgit clone --depth 1 https://github.com/Hubujiu/practical-codingWrote 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/instructions/hubujiu/practical-coding/agents-md)<a href="https://agentmods.dev/instructions/hubujiu/practical-coding/agents-md"><img src="https://agentmods.dev/badge/instructions/hubujiu/practical-coding/agents-md/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/instructions/hubujiu/practical-coding/agents-md"><img src="https://agentmods.dev/badge/instructions/hubujiu/practical-coding/agents-md.svg" alt="Reviewed on agentmods" width="80" 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 | $0.00701 | $0.00701 |
| Opus 5.5 | $0.00280 | $0.00280 |
| Sonnet 5.5 | $0.00140 | $0.00140 |
| Haiku 4.5 | $0.00070 | $0.00070 |
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 2mo 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.
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.
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.
- 2mo ago First seen · 24 lines · 701 tokens per session scan A 2ba5f00e84e3
practical-coding AGENTS.md is an instructions file published in the GitHub repository Hubujiu/practical-coding (2 stars, last pushed 1mo ago), licensed MIT. It adds 701 tokens to every session, about $0.0028 per session on Opus 5.5. 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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