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Meta-Inspector — Extração de Pontos de Dados

Use para extrair pontos de dados específicos de grandes transcrições de saída do agente, relatórios de análise kaizen ou arquivos de sessão JSONL — tempos de ferramenta, contagens de consultas, resumos de erros ou fatos estruturados — sem carregar dados brutos no contexto do orquestrador. Ativa quando o orquestrador precisa de fatos direcionados de arquivos grandes e a poluição do contexto deve ser evitada.

O que é Meta-Inspector — Extração de Pontos de Dados?

Este skill, chamado Meta-Inspector, é uma ferramenta de extração de dados projetada para ser invocada exclusivamente pelo orquestrador (não pelo usuário final) quando é necessário extrair fatos específicos de arquivos grandes, como transcrições de agentes, relatórios kaizen ou arquivos de sessão JSONL. Ele delega a recuperação a um agente Explore, sem realizar qualquer análise, interpretação ou recomendação — apenas devolve fatos brutos. O skill suporta plataformas que executam comandos como `analyze` ou `explore` e é útil para evitar a poluição do contexto do orquestrador com dados brutos, extraindo apenas pontos de dados direcionados, como contagens de consultas, tempos de ferramenta ou resumos de erros. Ele utiliza o MCP kaizen-duckdb para consultas SQL sobre arquivos JSONL (com `read_ndjson_auto` e caminhos absolutos) e Grep para relatórios markdown, retornando saída estruturada no formato: QUERY, lista de pontos de dados com nome e valor, e SOURCE. Se solicitado a analisar, responde com uma mensagem padrão indicando que extrai apenas pontos de dados.

Funciona com~Claude Code~Codex CLI~Cursor
npx skills add https://github.com/Jamie-BitFlight/claude_skills/tree/main/plugins/agentskill-kaizen/skills/meta-inspector

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Documentação

O que Meta-Inspector — Extração de Pontos de Dados faz?

Um skill de extração de dados para obter fatos específicos de arquivos. Delega a recuperação a um agente Explore — sem raciocínio, sem análise, sem recomendações.

Restrição: Este skill é invocado apenas pelo orquestrador. Não é acionável diretamente pelo usuário. Invoque através dos comandos analyze ou explore.

Regras

  1. Extraia exatamente o que for solicitado. Retorne apenas os pontos de dados pedidos, nada mais.
  2. NÃO analise, interprete ou recomende. Retorne apenas fatos brutos.
  3. NÃO resuma ou editorialize. Sem "isto sugere..." ou "isto indica..." — retorne números, strings e listas.
  4. Use o MCP kaizen-duckdb para consultas JSONL. DuckDB executa SQL sobre arquivos JSONL de sessão (read_ndjson_auto com caminhos absolutos). Use SQL para contagem, agregação e filtragem. Use Grep apenas para relatórios markdown.
  5. Retorne saída estruturada. Use o formato abaixo.

Formato de Saída

QUERY: <o que foi perguntado>
---
<nome-do-ponto-de-dado>: <valor>
<nome-do-ponto-de-dado>: <valor>
<nome-do-ponto-de-dado>: <valor>
---
SOURCE: <caminho do arquivo ou consulta SQL usada>

Padrões de Extração

Consulte extraction-patterns.md para consultas SQL DuckDB para transcrições de agentes e padrões Grep para relatórios markdown kaizen.

Limite de Escopo

Se solicitado a analisar, responda: "Eu extraio apenas pontos de dados. Peça ao orquestrador para analisar os resultados."

Individual skills in this repo

This repo contains 20 individual skills — each has its own dedicated page.

Jamie-BitFlight/agentskill-kaizen-meta-docs

Agentskill kaizen plugin documentation index. Load when needing to read about cross-platform notes, improvement plans, or DuckDB integration.

Jamie-BitFlight/bash-51-features

Bash 5.1 release features and improvements with practical examples. Use when working with Bash 5.1 features, epoch time variables, redirection enhancements, or when user asks about Bash 5.1 changes, new features, or version-specific capabilities.

Jamie-BitFlight/bash-52-features

Bash 5.2 release features and improvements with practical examples. Use when working with Bash 5.2 features, variable handling enhancements, readline improvements, or when user asks about Bash 5.2 changes, new features, or version-specific capabilities.

Jamie-BitFlight/bash-53-features

Bash 5.3 release features and improvements with practical examples. Use when working with Bash 5.3 features, new command substitution, GLOBSORT, loadable builtins, or when user asks about Bash 5.3 changes, new features, or version-specific capabilities.

Jamie-BitFlight/bash-development

This skill should be used when the user asks to "write a bash script", "create a shell script", "implement bash function", "parse arguments in bash", "handle errors in bash", or mentions bash development, shell scripting, script templates, or modern bash patterns.

Jamie-BitFlight/bash-lint

This skill should be used when the user asks to "lint bash script", "run shellcheck", "format shell script", "use shfmt", "fix shellcheck errors", or mentions shell script linting, formatting, code quality, or pre-commit hooks for bash.

Jamie-BitFlight/bash-logging

This skill should be used when the user asks to "add logging to bash script", "colorize output", "implement log levels", "CI/CD sections", "terminal colors in bash", or mentions logging functions, emoji output, collapsible CI sections, or shlocksmith.

Jamie-BitFlight/bash-portability

This skill should be used when the user asks about "POSIX compatibility", "portable shell scripts", "cross-shell compatibility", "bashisms", "shebang selection", or mentions writing scripts that work on different shells (bash, sh, dash, zsh) or different systems.

Jamie-BitFlight/bash-testing

This skill should be used when the user asks to "test bash script", "write shell tests", "use shunit2", "use shellspec", "create test suite for bash", or mentions unit testing, test frameworks, mocking, or test-driven development for shell scripts.

Jamie-BitFlight/brainstorming-skill

You MUST use this before any creative work - creating features, building components, adding functionality, modifying behavior, or when users request help with ideation, marketing, and strategic planning. Explores user intent, requirements, and design before implementation using research-validated prompt patterns.

Jamie-BitFlight/clang-format

Configure clang-format code formatting. Use when: user mentions clang-format or .clang-format, analyzing code style/patterns, creating/modifying formatting config, troubleshooting formatting, brace styles/indentation/spacing/alignment/pointer alignment, or codifying conventions.

Jamie-BitFlight/commitlint

When setting up commit message validation for a project. When project has commitlint.config.js or .commitlintrc files. When configuring CI/CD to enforce commit format. When extracting commit rules for LLM prompt generation. When debugging commit message rejection errors.

Jamie-BitFlight/conventional-commits

When writing a git commit message. When task completes and changes need committing. When project uses semantic-release, commitizen, git-cliff. When choosing between feat/fix/chore/docs types. When indicating breaking changes. When generating changelogs from commit history.

Jamie-BitFlight/dasel-reference

Use when querying, modifying, or converting JSON, YAML, TOML, XML, CSV, HCL, or INI with dasel v3. Complete reference for selectors, functions, conditionals, variables, spread operator, type casting, and format-specific patterns.

Jamie-BitFlight/data-exploration

Use when exploring unknown structured data files with dasel v3 — discover schema, list keys, find nested values, sample arrays, identify data types across JSON, YAML, TOML, XML, CSV, HCL, INI formats

Jamie-BitFlight/data-transformation

Use when modifying, converting, or transforming structured data with dasel v3 — in-place mutations, format conversion, batch operations, array manipulation, object construction, and merge patterns across JSON, YAML, TOML, XML, CSV, HCL, INI

Jamie-BitFlight/delegate

Decompose substantive work into phases, dispatch each phase to a sub-agent, and adjudicate what comes back. Use whenever a request asks for implementation, investigation, a fix, a review, or any change to files — including small ones — and whenever you are about to read source or run a diagnostic yourself instead of handing it off. Also use when a report from a sub-agent needs judging, when a phase needs re-dispatching, or when a user names one instance of a pattern. Does not apply when your own prompt begins "Your ROLE_TYPE is sub-agent." — then follow references/sub-agent-contract.md instead.

Jamie-BitFlight/enterprise-hibernate-hbm

Dasel v3 query patterns for Hibernate .hbm.xml mapping files — entity-table binding, Java property-to-column extraction, one-to-many set/list/bag relationship tracing, many-to-one foreign key discovery, batch scanning across 60+ HBM files. Use when querying Hibernate ORM class mappings, extracting schema metadata from Java persistence layer, or auditing entity-column relationships in enterprise legacy codebases.

Jamie-BitFlight/enterprise-installanywhere

Dasel v3 query patterns for InstallAnywhere .iap_xml installer definitions — use when querying action sequences, discovering variables, resolving platform conditions, navigating panels, or comparing installer variants. Files are 2.5+ MB, 65,000+ lines — too large for context reads, requires structural dasel queries.

Jamie-BitFlight/enterprise-maven-pom

Dasel v3 selector patterns for Maven POM XML files — use when querying dependency versions, filtering by groupId or scope, extracting module hierarchy from parent POMs, or detecting version conflicts across enterprise multi-module Java projects. Load this skill when working with pom.xml files using dasel.

Habilidades Relacionadas

affaan-m/uspto-database

USPTO patent and trademark data workflow for official record lookup, PatentSearch queries, TSDR checks, assignment data, and reproducible IP research logs.

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affaan-m/scholar-evaluation

Structured scholarly-work evaluation for papers, proposals, literature reviews, methods sections, evidence quality, citation support, and research-writing feedback.

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affaan-m/literature-review

Systematic literature-review workflow for academic, biomedical, technical, and scientific topics, including search planning, source screening, synthesis, citation checks, and evidence logging.

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affaan-m/everything-claude-code

The agent harness performance optimization system. Skills, instincts, memory, security, and research-first development for Claude Code, Codex, Opencode, Cursor and beyond.

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langgenius/backend-code-review

Review backend code for quality, security, maintainability, and best practices based on established checklist rules. Use when the user requests a review, analysis, or improvement of backend files (e.g., `.py`) under the `api/` directory. Do NOT use for frontend files (e.g., `.tsx`, `.ts`, `.js`). Supports pending-change review, code snippets review, and file-focused review.

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