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메타-인스펙터 — 데이터 포인트 추출

대규모 에이전트 출력 트랜스크립트, 카이젠 분석 보고서, 또는 JSONL 세션 파일에서 특정 데이터 포인트(도구 타이밍, 쿼리 수, 오류 요약 등)를 추출할 때 사용합니다. 원시 데이터를 오케스트레이터 컨텍스트에 로드하지 않고 구조화된 사실만 반환합니다.

메타-인스펙터 — 데이터 포인트 추출란 무엇인가요?

메타-인스펙터는 대용량 파일에서 특정 데이터 포인트만 추출하는 전문화된 기술입니다. 오케스트레이터(예: Claude Code, Cursor)가 광범위한 에이전트 출력 트랜스크립트, 카이젠 분석 보고서, 또는 JSONL 세션 파일에서 도구 실행 시간, 쿼리 개수, 오류 요약과 같은 세부 정보가 필요할 때 활성화됩니다. 이 기술은 분석이나 추론 없이 요청된 데이터만 추출하도록 설계되어, 불필요한 정보로 오케스트레이터의 컨텍스트가 오염되는 것을 방지합니다. 주요 기능은 DuckDB SQL(JSONL 파일용)과 Grep(마크다운 보고서용)을 사용하여 구조화된 쿼리를 실행하며, 결과는 항상 정해진 형식(QUERY, 데이터 포인트 목록, SOURCE)으로 반환합니다. 메타-인스펙터는 오케스트레이터만 호출할 수 있으며, 사용자가 직접 호출할 수 없습니다. 분석을 요청받으면 '데이터 포인트만 추출합니다. 결과 분석은 오케스트레이터에 요청하세요.'라는 메시지로 응답하여 범위를 명확히 합니다.

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

Installed? Explore more 연구 & 데이터 분석 skills: affaan-m/uspto-database, affaan-m/scholar-evaluation, affaan-m/literature-review · View all 6 →

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문서

메타-인스펙터 — 데이터 포인트 추출은(는) 무엇을 하나요?

파일에서 특정 데이터를 추출하는 기술입니다. Explore 에이전트에 위임하여 검색을 수행하며, 추론, 분석, 권장은 하지 않습니다.

제약 사항: 이 기술은 오케스트레이터에서만 호출할 수 있습니다. 사용자가 직접 호출할 수 없습니다. analyze 또는 explore 명령을 통해 생성하세요.

규칙

  1. 요청된 것만 정확히 추출합니다. 요청된 데이터 포인트만 반환하고 다른 것은 반환하지 않습니다.
  2. 분석, 해석, 또는 권장을 하지 않습니다. 원시 사실만 반환합니다.
  3. 요약하거나 주관적인 의견을 덧붙이지 않습니다. "이것은 시사합니다..." 또는 "이것은 나타냅니다..."와 같은 표현을 사용하지 않습니다. 숫자, 문자열, 목록만 반환합니다.
  4. JSONL 쿼리에는 kaizen-duckdb MCP를 사용합니다. DuckDB는 세션 JSONL 파일(read_ndjson_auto 사용, 절대 경로 사용)에 대해 SQL을 실행합니다. SQL을 사용하여 카운팅, 집계, 필터링을 수행합니다. 마크다운 보고서에는 Grep만 사용합니다.
  5. 구조화된 출력을 반환합니다. 아래 형식을 따르세요.

출력 형식

QUERY: <요청한 내용>
---
<데이터-포인트-이름>: <값>
<데이터-포인트-이름>: <값>
<데이터-포인트-이름>: <값>
---
SOURCE: <사용된 파일 경로 또는 SQL 쿼리>

추출 패턴

에이전트 트랜스크립트용 DuckDB SQL 쿼리와 카이젠 마크다운 보고서용 Grep 패턴은 extraction-patterns.md를 참조하세요.

범위 제한

분석을 요청받으면 다음과 같이 응답합니다: "데이터 포인트만 추출합니다. 결과 분석은 오케스트레이터에 요청하세요."

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.

관련 스킬

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.

community

affaan-m/scholar-evaluation

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

community

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.

community

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.

community

forrestchang/andrej-karpathy-skills

Agent skill repository discovered by 10x-chat research.

community

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.

community
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