Borrowing it
Nothing to install: this file belongs to WenyuChiou/ai-research-skills. 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/WenyuChiou/ai-research-skills/main/AGENTS.mdgit clone --depth 1 https://github.com/WenyuChiou/ai-research-skillsWrote 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/wenyuchiou/ai-research-skills/agents-md)<a href="https://agentmods.dev/instructions/wenyuchiou/ai-research-skills/agents-md"><img src="https://agentmods.dev/badge/instructions/wenyuchiou/ai-research-skills/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/wenyuchiou/ai-research-skills/agents-md"><img src="https://agentmods.dev/badge/instructions/wenyuchiou/ai-research-skills/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 | $0.00516 | $0.00516 |
| Opus 5.5 | $0.00206 | $0.00206 |
| Sonnet 5.5 | $0.00103 | $0.00103 |
| Haiku 4.5 | $0.00052 | $0.00052 |
Grade A, and why
ai-research-skills 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 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.
What it actually says
Code Review Rules
This repository is a catalog index; skill content lives in upstream source
repositories. Keep the existing CONTRIBUTING.md; this file supplements it.
These rules apply only while conducting code review. They do not replace
implementation or publication instructions or valid authorization for other tasks.
- Review the actual diff at the stated base and head, then route by changed
path:
catalog/skills.yml,.claude-plugin/marketplace.json,test-corpus/integration/upstream-contracts.json,docs/,scripts/, ortests/. Read the relevant existing contract and its immediate producers and consumers; do not treat this catalog repo as the upstream skill source. - For catalog and marketplace entries, bind source identity and version to the immutable commit or other exact identity required by the current contract. Check that catalog pins, marketplace source/ref, plugin manifest, and source layout agree; a floating name or current branch is not immutable evidence.
- For batch routing and cross-skill integration changes, follow the declared
dependency graph and check producer/consumer artifact paths and formats
together, including the applicable contract in
test-corpus/integration/upstream-contracts.json. A fixture pass establishes only the behavior exercised by that fixture, not host loading or research quality. - For installation and source-checking changes, inspect trusted-source constraints, dry-run behavior, argument quoting/escaping, and failure paths. A dry run or static manifest check does not establish a real host install.
- For Windows shell behavior, distinguish Git Bash from WSL; evidence from one environment must not be presented as validation of the other. The repository's current CI scope is Ubuntu; do not claim Windows CI coverage without an actual Windows run and its evidence.
- For generated or bilingual assets, compare the source and generated outputs for semantic parity and exact path/identity references. Keep offline checks distinct from live source access and live host behavior.
- Findings must identify a concrete path and line/symbol, trigger, consequence, and evidence. Separate confirmed defects, hypotheses, and verification gaps; omit style-only preferences and use the platform's required finding format.
- A review task itself does not modify code, install dependencies, start paid models, or merge. Every PR merge needs separate explicit user consent after the user receives the review summary, actual test status, and remaining gaps.
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.
- 4d ago First seen · 39 lines · 516 tokens per session scan A 6a248d33bfa6
ai-research-skills AGENTS.md is an instructions file published in the GitHub repository WenyuChiou/ai-research-skills (384 stars, last pushed today), licensed MIT. It adds 516 tokens to every session, about $0.0021 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 2026-10-12.
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