AI / MLAvançado

Paper2Code Orchestration

porprathamlearnstocode·prathamlearnstocode· v1.0.0 · atualizado em 2026-04-11

Score

Converts an arXiv paper into a minimal, citation-anchored Python implementation. Triggered by the user running `/paper2code` with an arXiv URL or paper ID, stating "implement this paper", or pasting an arXiv link requesting implementation. Flags all ambiguities honestly and avoids inventing implementation details not explicitly stated in the paper.

arxivpaper-implementationcode-generationmachine-learningpythonreproducibilityresearch

Linguagens

Python

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Documento do Skill

SKILL.mdpaper2code/workflow

Parse Arguments: — Extract arXiv ID, mode, and framework from user input.

Set Up Working Directory: — Create a temporary directory for intermediate files.

Install Dependencies: — Install necessary Python packages (pymupdf4llm, pdfplumber, requests, pyyaml).

Paper Acquisition and Parsing: — Fetch the paper and extract its structure.

Contribution Identification: — Identify the core contribution of the paper.

Ambiguity Audit: — Classify implementation details as SPECIFIED, PARTIALLY_SPECIFIED, or UNSPECIFIED.

Code Generation: — Generate Python code based on the paper and audit results.

Walkthrough Notebook: — Create a notebook connecting paper sections to code.

Telemetria de Agentes

Execuções

total

Taxa de Sucesso

últimos 30d

Latência Média

0.0s

p50

Alucinação

0.0%

detecção

Tokens Entrada

avg 0/exec

Tokens Saída

avg 0/exec

Uso por Plataforma

Árvore do Skill

Paper2Code Orchestration

paper2code

Fases Cognitivas5

1.SENSE

2.CONTEXTUALIZE

3.HYPOTHESIZE

4.ACT

5.REFLECT

Triggers7

implement this paper/paper2code with arxiv URLconvert arxiv paper to codegenerate code from arxiv papercreate a minimal implementation of this paperimplement paper from arxiv linkarxiv link asking for implementation

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Score Breakdown

⭐Avaliação Humana0%

🤖Sucesso de Agentes0%

🕐Atualidade100%

🔗Saúde de Dependências100%

🕸️Centralidade no Grafo0%

🛡️Segurança50%

CompositeScore = α·Humano + β·Agente + γ·Recência + δ·Deps + ε·Centralidade + ζ·Segurança

Instalação

$ synaptic mcp download paper2code

$ synaptic skills detail paper2code

$ synaptic skills live paper2code

Dependências

pymupdf4llm pdfplumber requests pyyaml

Links

GitHub Repository