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Meta-Inspector — 数据点提取

用于从大型代理输出记录、改善分析报告或JSONL会话文件中提取特定数据点（如工具执行时间、查询计数、错误摘要等），无需将原始数据加载到编排器上下文中。当编排器需要从大型文件中获取目标事实且需避免上下文污染时激活。

Meta-Inspector — 数据点提取 是什么？

Meta-Inspector 是一项专注于精确数据点提取的技能，专为处理大型、结构化的 AI 工作流工件（如代理对话记录、Kaizen 分析报告或 JSONL 文件）而设计。其核心价值在于避免将海量原始数据加载到编排器上下文中的常见陷阱，从而防止上下文污染和成本激增。该技能通过委托给专门的 Explore 代理执行检索任务，严格遵守“仅提取不分析”的原则：它只返回请求的数字、字符串和列表，绝不添加解释、推断或建议。在平台支持方面，Meta-Inspector 针对 JSONL 文件利用 kaizen-duckdb MCP 接口执行 SQL 查询（通过 read_ndjson_auto），对 Markdown 报告则使用 Grep 进行模式匹配。技能的输出格式严格固定，包含查询内容、数据点键值对列表以及源文件或 SQL 查询路径，确保编排器能够直接可靠地解析和使用结果。需要注意的是，此技能仅由编排器通过 `analyze` 或 `explore` 命令调用，不能被用户直接访问，其设计范围明确，一旦遇到分析请求便会返回标准拒绝信息。

兼容平台~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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Meta-Inspector — 数据点提取 是做什么的？

一个用于从文件中提取特定事实的数据提取技能。委托给 Explore 代理进行检索——不涉及推理、分析或建议。

约束： 此技能仅由编排器调用。用户不能直接调用。通过 analyze 或 explore 命令启动。

规则

  1. 精确提取所请求的内容。 仅返回所要求的数据点，不包含其他内容。
  2. 不要分析、解释或推荐。 仅返回原始事实。
  3. 不要总结或评论。 不要出现“这表明...”或“这暗示...”等表述——返回数字、字符串和列表。
  4. 对 JSONL 查询使用 kaizen-duckdb MCP。 DuckDB 对 会话 JSONL 文件 运行 SQL（使用 read_ndjson_auto 和 绝对 路径）。对计数、聚合和过滤使用 SQL。仅对 Markdown 报告使用 Grep。
  5. 返回结构化输出。 使用以下格式。

输出格式

QUERY: <所问问题>
---
<数据点名称>: <值>
<数据点名称>: <值>
<数据点名称>: <值>
---
SOURCE: <使用的文件路径或 SQL 查询>

提取模式

请参阅 extraction-patterns.md 获取用于代理记录的 DuckDB SQL 查询和用于 kaizen Markdown 报告的 Grep 模式。

范围边界

如果被要求进行分析，请回复："我只提取数据点。请让编排器分析结果。"

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.

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