Community研究＆データ分析github.com

Meta-Inspector — データポイント抽出

大規模なエージェント出力トランスクリプト、カイゼン分析レポート、JSONLセッションファイルから特定のデータポイント（ツールタイミング、クエリ数、エラーサマリーなど）を抽出します。生データをオーケストレーターのコンテキストに読み込むことなく、ターゲットとなる事実のみを取得できます。コンテキスト汚染を避けたい場面で有効です。

Meta-Inspector — データポイント抽出とは？

Meta-Inspectorは、開発者やAIエージェントユーザーが、大規模なエージェント出力トランスクリプト、カイゼン分析レポート、JSONLセッションファイルから特定のデータポイントを高速に抽出するためのスキルです。このスキルは、Exploreエージェントに抽出を委譲し、推論、分析、推奨は一切行いません。オーケストレーターからのみ呼び出し可能で、`analyze`または`explore`コマンドで起動します。DuckDB（JSONLファイル向けSQL）とGrep（マークダウンレポート向け）の2つの抽出方法をサポートし、構造化された出力形式で結果を返します。このスキルは、不要なデータをコンテキストに取り込まずに必要な事実だけを取得したい場合に特に有用で、コンテキスト汚染を防ぎます。

対応~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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このエージェントスキルを事前に読み込んだ状態で新しいチャットを開きます。

ChatGPT Claude Gemini Grok Perplexity DeepSeek

ドキュメント

Meta-Inspector — データポイント抽出は何をしますか？

ファイルから特定の事実を抽出するためのデータ抽出スキル。Exploreエージェントに抽出を委譲します — 推論、分析、推奨は行いません。

制約: このスキルはオーケストレーターからのみ呼び出し可能です。ユーザーが直接呼び出すことはできません。analyze または explore コマンドで起動します。

ルール

要求された内容を正確に抽出すること。 求められたデータポイントのみを返し、それ以外は返さない。
分析、解釈、推奨を行わないこと。 生の事実のみを返す。
要約や編集をしないこと。 「これは示唆している...」や「これは示している...」といった表現は避け、数値、文字列、リストを返す。
JSONLクエリには kaizen-duckdb MCP を使用すること。 DuckDBはセッションJSONLファイルに対してSQLを実行します（read_ndjson_auto を使用し、パスは絶対パス）。カウント、集計、フィルタリングにはSQLを使用し、マークダウンレポートにはGrepのみを使用します。
構造化された出力を返すこと。 以下の形式に従うこと。

出力形式

QUERY: <質問内容>
---
<データポイント名>: <値>
<データポイント名>: <値>
<データポイント名>: <値>
---
SOURCE: <使用したファイルパスまたはSQLクエリ>

抽出パターン

エージェントトランスクリプト用のDuckDB SQLクエリと、カイゼンマークダウンレポート用のGrepパターンについては、extraction-patterns.md を参照してください。

スコープ境界

分析を求められた場合は、次のように応答すること: "私はデータポイントのみを抽出します。結果の分析はオーケストレーターに依頼してください。"

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.

関連スキル

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.

affaan-m/scholar-evaluation

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

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.

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.

forrestchang/andrej-karpathy-skills

Agent skill repository discovered by 10x-chat research.

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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