Borrowing it
Nothing to install: this file belongs to issol14/paper2code-skill. 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/issol14/paper2code-skill/main/AGENTS.mdgit clone --depth 1 https://github.com/issol14/paper2code-skillWrote 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/issol14/paper2code-skill/agents-md)<a href="https://agentmods.dev/instructions/issol14/paper2code-skill/agents-md"><img src="https://agentmods.dev/badge/instructions/issol14/paper2code-skill/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/issol14/paper2code-skill/agents-md"><img src="https://agentmods.dev/badge/instructions/issol14/paper2code-skill/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 | $0.00998 | $0.00998 |
| Opus 5.5 | $0.00399 | $0.00399 |
| Sonnet 5.5 | $0.00200 | $0.00200 |
| Haiku 4.5 | $0.00100 | $0.00100 |
Grade D, and why
paper2code-skill AGENTS.md scanned grade D with 2 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.
Enumerates other installed skillsmediumAgent snooping
Other skills' SKILL.md files reveal prompts, capabilities and secrets that should be invisible to peers.
ls ~/.claude/skills/paper2code/SKILL.md && echo "✅ Skill is ready" Recursive force deletehighDestructive command
rm -rf with a variable or a broad path is one typo away from removing the wrong tree.
rm -rf /tmp/paper2code-skill && \ How it starts
The opening of the file, as written. The whole thing — 122 lines — stays where its author put it; the contents beside it link to each section on GitHub.
AGENTS.md - For LLM Agents
This file is specifically designed for LLM agents (Claude, GPT, etc.) to quickly understand and work with this repository.
QUICK SUMMARY
paper2code-skill is a Claude Code Skill that converts research papers (PDF/arXiv) into executable code using a structured 4-phase pipeline.
REPOSITORY STRUCTURE
paper2code-skill/
├── README.md # Human-readable documentation
├── AGENTS.md # This file - for LLM agents
├── LICENSE # MIT License
├── CONTRIBUTING.md # Contribution guidelines
├── .gitignore
└── skills/
└── paper2code/ # ← The actual skill files
├── SKILL.md # Main entry point
├── 01_algorithm_extraction.md # Phase 1
├── 02_concept_analysis.md # Phase 2
├── 03_code_planning.md # Phase 3
├── 04_implementation_guide.md # Phase 4
├── 05_reference_search.md # Phase 0 (optional)
├── 06_memory_management.md # Memory guide
└── README.md # Skill-specific docs
INSTALLATION COMMANDS
# One-liner installation
git clone https://github.com/issol14/paper2code-skill.git /tmp/paper2code-skill && \
cp -r /tmp/paper2code-skill/skills/paper2code ~/.claude/skills/ && \
rm -rf /tmp/paper2code-skill && \
echo "✅ Installed successfully"
Verification
ls ~/.claude/skills/paper2code/SKILL.md && echo "✅ Skill is ready"
WHAT THIS SKILL DOES
When a user provides a research paper (PDF or arXiv URL), this skill guides Claude through:
| Phase | File | Purpose |
|---|---|---|
| 0 (opt) | 05_reference_search.md |
Find similar implementations on GitHub |
| 1 | 01_algorithm_extraction.md |
Extract algorithms, equations, hyperparameters |
| 2 | 02_concept_analysis.md |
Analyze paper structure, components, experiments |
| 3 | 03_code_planning.md |
Create detailed implementation plan (YAML) |
| 4 | 04_implementation_guide.md |
Generate code file-by-file |
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 · 122 lines · 998 tokens per session scan D 9ee4139b2df4
paper2code-skill AGENTS.md is an instructions file published in the GitHub repository issol14/paper2code-skill (43 stars, last pushed 9mo ago), licensed MIT. It adds 998 tokens to every session, about $0.0040 per session on Opus 5.5. A static security scan graded it D with 2 findings (enumerates other installed skills, recursive force delete). 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.