AI / MLMédio

repo-intake-and-plan

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

Score

Narrow helper skill for README-first AI repo reproduction. Use when the task is specifically to scan a repository, read the README and common project files, extract documented commands, classify inference, evaluation, and training candidates, and return the smallest trustworthy reproduction plan to the main orchestrator. Do not use for environment setup, asset download, command execution, final reporting, paper lookup, or end-to-end orchestration.

repository-analysisreproducibilityreadme-parsingcommand-extractionml-workflowai-reproductionrepo-scanning

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Documento do Skill

SKILL.mdrepo-intake-and-plan/workflow

**Step 1:** Access the target repository using the provided path.

**Step 2:** Read the README and other common project files (e.g., `setup.py`, `requirements.txt`, `Dockerfile`).

**Step 3:** Extract documented commands from the README and other files.

**Step 4:** Classify the extracted commands into inference, evaluation, training, or other categories.

**Step 5:** Summarize the repository structure and command inventory.

**Step 6:** Generate a minimum trustworthy reproduction recommendation.

**Step 7:** Identify and list any notable ambiguities or risks.

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

Skills Relacionados

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Similar a ←minimal-run-and-audit

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Similar a ←env-and-assets-bootstrap

60%

Árvore do Skill

repo-intake-and-plan

Fases Cognitivas5

1.SENSE

2.CONTEXTUALIZE

3.HYPOTHESIZE

4.RECOMMEND

5.REFLECT

Triggers7

scan a repository for reproductionread the README and extract commandsclassify inference, evaluation, and training candidatescreate a reproduction plan from a repositoryanalyze a repository for ML tasksinspect a repo before running anythingmap repo structure and documented commands

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 repo-intake-and-plan

$ synaptic skills detail repo-intake-and-plan

$ synaptic skills live repo-intake-and-plan

Links

GitHub Repository