Borrowing it
Nothing to install: this file belongs to songyang0603/ds-spec-loop. 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/songyang0603/ds-spec-loop/main/AGENTS.mdgit clone --depth 1 https://github.com/songyang0603/ds-spec-loopWrote 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/songyang0603/ds-spec-loop/agents-md)<a href="https://agentmods.dev/instructions/songyang0603/ds-spec-loop/agents-md"><img src="https://agentmods.dev/badge/instructions/songyang0603/ds-spec-loop/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/songyang0603/ds-spec-loop/agents-md"><img src="https://agentmods.dev/badge/instructions/songyang0603/ds-spec-loop/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 | $0.00281 | $0.00281 |
| Opus 5.5 | $0.00112 | $0.00112 |
| Sonnet 5.5 | $0.00056 | $0.00056 |
| Haiku 4.5 | $0.00028 | $0.00028 |
Grade A, and why
ds-spec-loop 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 1mo 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
Repository instructions
This repository publishes one portable, repository-native Spec programming Skill.
Authority
skills/ds-spec-loop/SKILL.mdowns the agent-facing core loop.skills/ds-spec-loop/references/owns detailed protocols and templates.README.mdandREADME.zh-CN.mdown public installation and usage guidance and remain equivalent in meaning.docs/decisions/owns this repository's working proposals and accepted decision rationale.NOTICEowns method attribution and independence from upstream projects.
Working rules
- Every non-mechanical change adds or updates one owning decision record in the same bounded change. Search for an existing owner before creating another.
- Reuse the repository's current terminology and tools. Do not create a second Spec, ADR, documentation, test, or CI system when an existing one owns the responsibility.
- A working proposal may change before delivery. A stable accepted decision is replaced by a new cross-linked decision record rather than rewritten as though it never existed.
- Supersession is a relationship, not a lifecycle status or required directory.
- Keep one canonical home per fact. Other files may summarize or link to the owner.
- Use the smallest direct checks that cover the changed claims. Development-only evaluation artifacts stay outside the repository.
- Do not modify
../deepseek-harnesswhile maintaining this project.
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.
- 1mo ago First seen · 22 lines · 281 tokens per session scan A 6cfc66e9489f
ds-spec-loop AGENTS.md is an instructions file published in the GitHub repository songyang0603/ds-spec-loop (39 stars, last pushed 2mo ago), licensed MIT. It adds 281 tokens to every session, about $0.0011 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 2026-08-30.
Other instructions, from other repositories
vscode buildNext.instructions.md
Working notes and architecture documentation for the new esbuild-based build system in build/next. Use when making changes to the new build pipeline (transpile/bundle commands, NLS plugin, source-map handling, resource copying, or self-hosting watch tasks).
next.js AGENTS.md
AGENTS.md instructions for vercel/next.js, covering next.js development guide, codebase structure, monorepo overview, core package: packages/next and other important packages.
vscode oss-third-party-notices.instructions.md
Instructions for microsoft/vscode, covering vs code oss third-party-notices pipeline, architecture, pipeline flow in ci, cache eligibility and rollout and applying the notice (cutover).
langchain AGENTS.md
AGENTS.md instructions for langchain-ai/langchain, covering global development guidelines for the langchain monorepo, corridor security analysis, project architecture and context, monorepo structure and development tools & commands.
vscode copilot-instructions.md
Copilot instructions for microsoft/vscode, covering vs code copilot instructions, project overview, root folders, core architecture (src/ folder) and built-in extensions (extensions/ folder).
vscode model-prompts.instructions.md
Model-specific prompt authoring and registry guidelines.