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Agent Skill · 开发

agent-flight-recorder(Agent 飞行记录器)

agent-flight-recorder 用于处理 GitHub 仓库、Issue、Pull Request 和代码协作信息,适合在 Codex、Claude、Cursor、Gemini CLI 中需要围绕仓库状态、代码变更或协作事项进行整理时使用。可结合来源仓库、安装命令和原始 README 继续核验具体用法。安装前建议确认权限范围、维护状态,以及是否会触发联网、命令执行或文件读写。

agent-flight-recorder 是开发类 Agent Skill,可用宿主为 Codex、Claude、Cursor、Gemini CLI,通过GitHub 仓库获取,权限为执行命令;许可证信息还不明确,第三方扫描已通过,按安装量在开发类的 21,746 个 Skill 里排第 19,422。

总安装 272周安装 11GitHub Stars 公开资料未说明下载 85核验 2026-05-01

安装说明

本站只整理中文说明,不托管安装包,也不代用户安装。
GitHub
许可证
unknown

安装方式

通过对话安装

复制提示词发给支持本地命令或 Skills 的 AI 助手,先确认命令和权限,再让它执行。

请帮我安装这个 Agent Skill:agent-flight-recorder(Agent 飞行记录器)
来源仓库:https://github.com/aivokone/ak-skills-core
仓库路径:skills/agent-flight-recorder
安装命令:
npx skills add https://github.com/aivokone/ak-skills-core --skill agent-flight-recorder
安装前请先检查当前环境是否支持对应 CLI,并向我确认将要执行的命令、安装目录、联网范围和文件读写权限;确认后再执行。

命令行安装

复制命令到本机终端执行。该命令会通过 npx skills 从第三方来源获取 Skill;本站只展示命令,不托管安装包,也不自动执行。

skills.shnpx skills
npx skills add https://github.com/aivokone/ak-skills-core --skill agent-flight-recorder

这个 Skill 是做什么的

开发类 Skill 面向写代码、改代码和排查问题,一般会读写仓库文件,部分还会执行构建或测试命令。

用于处理 GitHub 仓库、Issue、Pull Request 和代码协作信息,适合在 Codex、Claude、Cursor、Gemini CLI 中围绕仓库状态和变更进行整理。适用于任务执行过程记录和异常日志追踪,提供黑盒飞行记录功能。

通过 npx skills add 命令从 GitHub 安装,需确认权限范围和是否触发文件读写。建议在安装前检查维护状态和命令执行边界,避免越权操作。agent-flight-recorder 属于开发类 Skill,可作为该场景下的辅助能力补充。

来源仓库内路径:skills/agent-flight-recorder

上手步骤

4 步
  1. 1

    确认自己的宿主工具

    公开资料标注支持 Codex、Claude、Cursor、Gemini CLI;先确认自己用的是其中之一,再按对应工具的 Skills 目录放置。

  2. 2

    拿到安装命令

    可以直接复制的命令是 npx skills add https://github.com/aivokone/ak-skills-core --skill agent-flight-r…;命令里的占位符换成自己的路径或密钥再执行。

  3. 3

    安装后重启宿主

    命令执行完要完全退出宿主工具再打开,让新装的 Skill 被重新扫描到,否则列表里可能看不到。

  4. 4

    按最小权限试用

    它需要执行命令,先在测试目录或测试账号里跑,确认没问题再放到正式项目。

常见问题

6 条

agent-flight-recorder 怎么安装?

在终端执行 npx skills add https://github.com/aivokone/ak-skills-core --skill agent-flight-recorder。装完完全退出宿主工具再打开,让它重新扫描本地 Skill。

agent-flight-recorder 支持哪些 AI 工具?

公开资料标注支持 Codex、Claude、Cursor、Gemini CLI。其他工具只要能读取本地 Skill 目录,一般也能手动放进去,但要自己确认触发方式是否一致。

agent-flight-recorder 需要什么权限?

权限级别是执行命令。安装流程涉及命令执行,可能通过 npx skills add https://github.com/aivokone/ak-skills-core --skill agent-flight-recorder 联网下载 Skill 或依赖。用户安装前应确认命令来源、仓库内容和执行环境。

agent-flight-recorder 是免费的吗?

公开资料没有标注明确许可证,收费和商用限制都无法确认。正式使用前请到来源仓库核对授权说明。

agent-flight-recorder 用的人多吗?

公开数据是累计安装 272 次,近一周安装 11 次,下载 85 次。这些数字来自第三方目录统计,只能当作热度参考,不代表质量或安全性。

agent-flight-recorder 安全吗?

第三方扫描结果为通过,但这只覆盖已知的静态检查项,不能替代自己读一遍源码和安装命令。

值得选的地方和要先想清楚的地方

值得选的地方

  • 同时适配 4 种工具,换客户端不用重新找替代品。
  • 第三方扫描已通过,常见的高风险行为没有命中。

先想清楚的地方

  • 需要执行命令,装到常用环境前要先评估影响面。
  • 许可证没有明确标注,能不能商用、能不能再分发都不确定。
  • 第三方目录整理,版本更新和行为细节以来源仓库为准。

适不适合你

更适合

  • 已经在用 Codex,想直接扩展它能力的人。
  • 需要处理开发类任务、又不想每次都手写提示词的人。

不太适合

  • 不能接受 Skill 在你机器上执行命令的人。
  • 需要明确授权才能用到公司项目里的场景。
  • 需要厂商级技术支持和 SLA 的生产系统。

开发类 Skill 对比

6 个同类
Skill总安装GitHub 星权限许可证扫描
skill-vetter

技能审查员 · OpenClaw

8,779,018986操作浏览器MIT-0通过
ontology

本体论 · OpenClaw

6,636,960576只读MIT-0通过
entra-app-registration

内部应用程序注册 · Codex、Claude

6,631,872764接触敏感数据未明确通过
entra-app-registration

内部应用程序注册 · Codex、Claude

3,757,680201接触敏感数据未明确通过
nano-banana-pro

纳米香蕉专业版 · OpenClaw

3,526,898364接触敏感数据MIT-0有提醒
agent-flight-recorder

Agent 飞行记录器 · 本页

272—执行命令未明确通过

按安装量取同分类前几名;数字来自第三方目录统计,只作热度参考,不代表质量结论。

SKILL.md 原文

Agent Flight Recorder

Purpose

Keep a black-box flight recorder. Whenever you deviate from the straight path during a task (retry, workaround, unexpected setup, missing context, quality rework, blocker), create a concise log entry.

You are the recorder, not the analyst.

Activation

Always active. You do not need to be asked.

  • Record silently. Do not mention logging mid-task.
  • Logging must not slow you down or change your approach.
  • At task end (or abort), if entries exist, add exactly one line to your final response: Flight recorder: N entries logged. See <path>.
  • If zero entries, say nothing.

Project-level visibility (optional)

If a project wants explicit policy text, add a short note to that project's agent instruction file (for example AGENTS.md or CLAUDE.md) stating that agent-flight-recorder is always-on for multi-step work and that only deviations are logged.

Run log file (one run per file)

Create a new file per run:

<project-root>/.agents/flight-recorder/flight-YYYY-MM-DD-HHMMSS-TZ.md

  • Use local time if known, otherwise UTC and write UTC as TZ.
  • If a name collision occurs, append -1, -2,... until unique.
  • Do not edit old run files.
  • Within the current run file, entries are append-only.
  • If the directory does not exist, create it.

Repository hygiene default:

  • In git repositories, ignore recorder output by default with /.agents/flight-recorder/ in .gitignore.
  • Opt out only if the project intentionally versions recorder logs, and document that decision in project instructions.

When creating a new run file, write this header once:

schema: flight-recorder/v2.5
run_started: 2026-02-11T09:10:00Z
task: "Implement auth middleware"   # optional, one-liner describing the task
recorder_agent: claude-code         # agent product or CLI name
recorder_model: claude-opus-4-6     # exact model ID as reported by runtime
recorder_effort: high                        # optional, omit if runtime does not expose

Header rules:

  • recorder_agent: the agent product or CLI that is running (e.g. claude-code, codex-cli, chatgpt, cursor, aider). Use the canonical short name, not a marketing name. Use unknown only if not determinable.
  • recorder_model: the exact model identifier as reported by the runtime (e.g. claude-opus-4-6, gpt-4o-2025-06-01, o3). Prefer the full model ID over a friendly name. Use unknown only if not exposed.
  • recorder_effort is optional. If the runtime exposes a reasoning effort or compute budget setting, report its value verbatim. Omit the field entirely if the runtime has no such concept.
  • task is optional. If set, use one short sentence describing the user-facing goal of the run. Omit if the task is unclear at run start.

Fallback

If file write is impossible, include the full log inline at the end of your final response under:

## Flight recorder log (inline)

Also state in one sentence that file write failed.

Run footer

When the run ends (task completion or abort), append a footer block after the last entry:

run_ended: 2026-02-11T09:45:00Z
entries: 4
high_severity: 1
outcome: completed | aborted | interrupted

Footer rules:

  • Write the footer in the same final flush that writes any remaining entries.
  • outcome is completed when the task finishes normally, aborted when the agent gives up, and interrupted when the session ends unexpectedly (best effort).
  • If there are zero entries, do not create a run file and therefore no footer.

Write strategy (batch by default)

Default: keep entries in memory and write/append to file only:

  1. at task end or abort,
  2. immediately before asking the user a blocking clarification question,
  3. immediately before a major context switch where you might lose state,
  4. immediately after creating a high severity entry.

When you flush, append all accumulated entries in one write.

When to write an entry (only deviations)

Write an entry when any of the following occurs and it is a deviation from the expected path:

triggerdefault severitymeaning
detourmediumYou changed approach because the expected path failed.
setupmediumUnexpected install/config required.
retrymediumYou repeated a step due to failure or ambiguity.
missing-contextlowYou had to ask for info that should have been in initial context, or needed a blocking clarification.
qualityhighOutput required rework to meet expected standard.
slow-stephighA single step was unusually slow (ordinal estimate).
assumptionlowYou proceeded on an assumption that could be wrong.
blockerhighYou could not proceed without external action.

Notes:

  • Do not log normal expected steps.
  • missing-context is not normal interaction. Log it only when it blocks progress or reveals missing initial inputs.
  • Override severity if warranted.
  • One real-world incident maps to one entry. Do not duplicate the same incident in another entry.

Entry format

Each entry is a fenced YAML block for reliable parsing. Keep it concise. IDs are assigned per run as e1, e2, e3, in the order you flush them.

why must be one short sentence (max 15 words).

Time field:

  • Every entry must include at in ISO-8601 with timezone, for example 2026-02-12T14:17:09+02:00 or 2026-02-12T12:17:09Z.
  • at should represent when the deviation happened (best known time), not when the buffered entries were flushed to disk.
  • If exact second is unknown, estimate reasonably and keep ordering consistent.

Formatting invariants:

  • Every entry must be exactly one fenced block: start with ```yaml and end with ``` on its own line.
  • Never emit free-form yaml label lines or partial/unfenced YAML content.
  • A formatting correction is not a new incident. Do not use repeat_of for markup repair of the same occurrence.
  • Quote free-text values when they contain YAML-significant characters (especially :, #, or backticks), using double quotes.
  • This applies especially to signal, stuck, and workaround because they often contain shell error text.

Standard YAML entry

id: e1
at: 2026-02-12T12:17:09Z
severity: high | medium | low
trigger: detour | setup | retry | missing-context | quality | slow-step | assumption | blocker
situation: One sentence. What you were trying to do.
stuck: One sentence. Where exactly it got stuck.
why: One short sentence. Best hypothesis.
workaround: What you did to get past it (or attempted).
resolved: true | false | partial

# Cost signal (do NOT invent minutes unless measured)
waste: low | medium | high
waste_min: 10            # optional, only if measured or explicitly provided
time_basis: timestamped | command_duration | explicit_user | other  # required if waste_min present
retries: 2               # optional integer

# Optional routing/context
scope: env | build | deploy | web | parsing | auth | data | test | config | deps | perf | other
file: path/to/relevant/file
repeat_of: e3
signal: A short symptom or error signature to recognize early
# If value contains `: `, `#`, or backticks, quote it:
# signal: "zsh: command not found: yaml"

Compact YAML entry (low severity only)

Use this for low-severity entries to keep logging cheap. Do not use compact format for medium or high severity entries; always use the standard format for those.

id: e4
at: 2026-02-12T12:23:44Z
severity: low
trigger: assumption | missing-context
situation: One sentence.
stuck: One sentence.
why: One short sentence. Best hypothesis.
resolved: true | false | partial
waste: low | medium | high
signal: Optional short symptom.

Rules

  • Recorder-only: do not include analysis, developer guidance, or improvement suggestions.
  • Do not include secrets, tokens, raw user data, or PII. Summarize and anonymize.
  • Prefer writing the entry after the deviation is resolved, so resolved and retries are accurate.
  • Do not edit earlier entries. If something repeats, create a new entry with repeat_of.
  • Use repeat_of only when the same signature happens again later in the run, not for a duplicate of the same occurrence.

平台分布

Codex

37.15%
按下载量换算32

Claude

29.07%
按下载量换算25

Cursor

18.76%
按下载量换算16

Gemini CLI

10.37%
按下载量换算9

安全审计

Gen Agent Trust Hub

通过

Socket

通过

Snyk

通过

权限和风险

执行命令

安装流程涉及命令执行,可能通过 npx skills add https://github.com/aivokone/ak-skills-core --skill agent-flight-recorder 联网下载 Skill 或依赖。用户安装前应确认命令来源、仓库内容和执行环境。

安装前确认

本站仅展示第三方公开信息,不托管安装包,不提供自动安装或运行环境。安装前应自行审查源码、依赖和命令行为。目前只有一个公开来源,建议同时核对源仓库。

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