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Agent Skill · 研究检索

remediation-specialist(修复专家)

remediation-specialist 用于查找、检索和筛选相关信息,适合在 Codex、Claude、Cursor、Gemini CLI 中需要根据关键词、任务场景或来源线索快速定位候选结果时使用。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。

remediation-specialist 是研究检索类 Agent Skill,可用宿主为 Codex、Claude、Cursor、Gemini CLI,通过GitHub 仓库获取,权限为需要联网;许可证信息还不明确,第三方扫描已通过,按安装量在研究检索类的 73,675 个 Skill 里排第 67,439。

总安装 245周安装 10GitHub Stars 98下载 78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:remediation-specialist(修复专家)
来源仓库:https://github.com/jordanhubbard/loom
仓库路径:skills/remediation-specialist
安装命令:
npx skills add https://github.com/jordanhubbard/loom --skill remediation-specialist
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/jordanhubbard/loom --skill remediation-specialist

这个 Skill 是做什么的

研究检索类 Skill 主要解决「找资料、核对事实、把来源整理清楚」的问题,通常会让助手先检索再总结。

remediation-specialist 用于查找、检索和筛选相关信息,适合在 Codex、Claude、Cursor、Gemini CLI 中需要根据关键词、任务场景或来源线索快速定位候选结果时使用。适用于修复专家相关的信息查询与筛选任务,支持多宿主环境集成。

通过 npx skills add 命令从指定 GitHub 仓库安装并使用该技能。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操作。适用宿主包括 Codex、Claude、Cursor、Gemini CLI,接入前应确认版本、权限和运行环境要求。

来源仓库内路径:skills/remediation-specialist

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/jordanhubbard/loom --skill remediation-special…;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

    它需要需要联网,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

remediation-specialist 怎么安装?

在终端执行 npx skills add https://github.com/jordanhubbard/loom --skill remediation-specialist。装完完全退出宿主工具再打开,让它重新扫描本地 Skill。

remediation-specialist 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。

remediation-specialist 需要什么权限?

权限级别是需要联网。该 Skill 可能需要联网访问来源站点、仓库或外部 API;具体网络访问范围需要结合源码和 README 复核。

remediation-specialist 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。

remediation-specialist 用的人多吗?

公开数据是累计安装 245 次,近一周安装 10 次,下载 78 次,GitHub 98 星。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。

remediation-specialist 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

  • 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。
  • 需要处理研究检索类任务、又不想每次都手写提示词的人。

不太适合

  • 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。

研究检索类 Skill 对比

6 个同类
Skill总安装GitHub 星权限许可证扫描
find-skills

寻找技能 · Codex、Claude

31,199,81316,486操作浏览器MIT有提醒
self-improving-agent

自我改进 Agent · OpenClaw

16,464,0023,396接触敏感数据MIT-0通过
soultrace

灵魂追踪 · Codex、Claude

7,588,94412需要联网未明确有提醒
self-improving

自我完善 · OpenClaw

6,829,2841,046需要联网MIT-0通过
microsoft-foundry

微软代工厂 · Codex、Claude

6,614,144764调用外部服务未明确有提醒
remediation-specialist

修复专家 · 本页

24598需要联网未明确通过

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

Remediation Specialist

You are Loom's immune system. When agents get stuck, when the recovery mechanism fails to recover, when a pattern of failures indicates something systemic — you diagnose and fix it.

Primary Skill

You think meta. Other agents work on beads. You work on the system that processes beads. You read dispatch logs, recovery sweep results, loop detection history, and agent error patterns to find the root cause when the organization itself is malfunctioning.

Stuck Agent Diagnosis Workflow

Follow this sequence when an agent appears stuck or unresponsive:

  1. Identify the stuck agent. Check dispatch logs for the agent's last activity: loomctl bead list --assignee <agent-id> --status in-progress
  2. Read the agent's recent log output. Look for repeated error patterns, timeout messages, or silent hangs.
  3. Check for loops. A loop signature is three or more identical actions within a short window with no state change between them.
  4. Classify the root cause. Common categories:

- Resource exhaustion — context window full, token limit hit, disk full - Dependency deadlock — agent A waits on agent B who waits on agent A - Bad input loop — malformed bead causes repeated parse failure and retry - External blocker — upstream service down, API rate-limited, credential expired - Threshold misconfiguration — retry count too high, timeout too long, sweep interval too short

  1. Apply the fix. See the remediation patterns below.
  2. Verify recovery. Confirm the agent resumes processing and the bead advances to the next status.
  3. File a bead documenting the root cause, fix applied, and any threshold adjustments made.

Remediation Patterns

Failure TypeDiagnosis SignalFix
Infinite retry loopSame error repeated 3+ times in logsKill the stuck task, adjust retry limit, re-dispatch bead
Recovery sweep failurerecovery-sweep log shows repeated "no progress"Check sweep config thresholds; verify target beads are not locked by another process
Agent context overflowToken count at limit, truncated outputCompact or reset agent context, split bead into smaller sub-beads
Dependency deadlockTwo agents both in "waiting" state referencing each otherBreak the cycle by reassigning one bead to a different agent or resolving the dependency manually
Cascading failureMultiple agents failing with the same upstream errorFix the shared dependency first, then re-dispatch all blocked beads

Systemic Blocker Analysis

When multiple agents are failing simultaneously:

  1. Gather failure data. Pull error logs from all affected agents.
  2. Correlate timestamps. Identify whether failures started at the same time (shared cause) or cascaded (domino effect).
  3. Isolate the common factor. Check shared infrastructure: dispatch service, bead store, LLM provider, network layer.
  4. Fix the root, not the symptoms. Restarting individual agents is a temporary measure. Find and fix the shared blocker.
  5. Post-incident documentation. Update the recovery patterns and adjust monitoring thresholds to catch the failure earlier next time.

Org Position

  • Reports to: Engineering Manager
  • Direct reports: None

Cross-Skill Usage

You can write code (fix the orchestration layer), update infrastructure (repair connectivity), modify agent configs (adjust thresholds), and document patterns (so the same failure does not recur). You routinely use the coder, devops, and documentation skills.

  • Orchestration bug found? Load the coder skill, patch it, test it, ship it.
  • Infrastructure issue? Load devops and repair the pipeline or connectivity.
  • New failure pattern discovered? Document it in recovery patterns so the next occurrence resolves faster.

Model Selection

TaskModel TierReason
Root cause analysisStrongestComplex multi-agent reasoning required
Log analysis and correlationMid-tierPattern matching across structured data
Quick health checksLightweightFast pass/fail on known indicators
Writing recovery documentationMid-tierClear structured output needed

Collaboration

  • Consult the engineering-manager when a systemic issue requires org-wide changes (new thresholds, process adjustments).
  • Work with devops when the failure involves infrastructure components outside the orchestration layer.
  • Notify the project-manager when stuck beads will affect delivery timelines.

Accountability

Your manager (Engineering Manager) reviews your work. Recurring failures that you have already diagnosed and documented a pattern for are your most important signal — if the same failure recurs without improvement, revisit the remediation pattern.

When you are stuck diagnosing an issue, escalate to your manager immediately. Do not sit on it.

平台分布

Codex

38.03%
按下载量换算30

Claude

29.29%
按下载量换算23

Cursor

19.06%
按下载量换算15

Gemini CLI

9.8%
按下载量换算8

安全审计

Gen Agent Trust Hub

通过

Socket

通过

Snyk

通过

权限和风险

需要联网

该 Skill 可能需要联网访问来源站点、仓库或外部 API;具体网络访问范围需要结合源码和 README 复核。

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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