AI / MLMédio

paper-context-resolver

porlllllllama·lllllllama· v1.0.0 · atualizado em 2026-04-10

Score

Optional narrow helper skill for README-first AI repo reproduction. Use only when the README and repository files leave a narrow reproduction-critical gap and the task is to resolve a specific paper detail such as dataset split, preprocessing, evaluation protocol, checkpoint mapping, or runtime assumption from primary paper sources while recording conflicts. Do not use for general paper summary, repo scanning, environment setup, command execution, title-only paper lookup, or replacing README guidance by default.

paper-reproductionai-reproducibilitycontext-resolutionresearch-paperreadme-analysisinformation-retrieval

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Documento do Skill

SKILL.mdpaper-context-resolver/workflow

Identify the reproduction gap: — Pinpoint the missing detail in the README or repo.

Formulate a specific question: — Define the exact information needed from the paper.

Gather existing evidence: — Collect relevant README excerpts, repo files, and paper links.

Search the paper: — Locate the answer within the paper, focusing on relevant sections.

Evaluate the evidence: — Compare the paper's information with the existing evidence.

Resolve conflicts: — Document any discrepancies between the paper and the README.

Provide a narrow answer: — Offer a concise, reproduction-relevant solution.

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

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Árvore do Skill

paper-context-resolver

Fases Cognitivas5

1.SENSE

2.CONTEXTUALIZE

3.HYPOTHESIZE

4.EVALUATE

5.RECOMMEND

Triggers8

resolve paper details for reproductionfind dataset split in the paperdetermine preprocessing steps from the paperclarify evaluation protocol from the papermap checkpoint details from the paperunderstand runtime assumptions from the paperresolve reproduction-critical gaps using the papersupplement README with paper evidence

Avaliar este Skill

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 paper-context-resolver

$ synaptic skills detail paper-context-resolver

$ synaptic skills live paper-context-resolver

Links

GitHub Repository