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Agent Skill · 研究检索

integrate-context-matic(整合上下文)

integrate-context-matic 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。

integrate-context-matic 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,权限为接触敏感数据;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 7,705。

总安装 18,253周安装 753GitHub Stars 31,675下载 5,964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:integrate-context-matic(整合上下文)
来源仓库:https://github.com/github/awesome-copilot
仓库路径:skills/integrate-context-matic
安装命令:
npx skills add https://github.com/github/awesome-copilot --skill integrate-context-matic
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/github/awesome-copilot --skill integrate-context-matic

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。

用于查找、检索和筛选相关信息。适合根据关键词或任务场景快速定位候选结果。通过 npx skills add 命令从指定仓库安装并使用。建议确认权限范围、维护状态及是否触发联网或文件读写操作。integrate-context-matic 属于研究检索类 Skill,可作为该场景下的辅助能力补充。

来源仓库内路径:skills/integrate-context-matic

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/github/awesome-copilot --skill integrate-conte…;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

    它需要接触敏感数据,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

integrate-context-matic 怎么安装?

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

integrate-context-matic 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。

integrate-context-matic 需要什么权限?

权限级别是接触敏感数据。该 Skill 可能接触密钥、Token、环境变量或敏感配置,应进入高风险复核队列,默认不自动发布。

integrate-context-matic 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。

integrate-context-matic 用的人多吗?

公开数据是累计安装 18,253 次,近一周安装 753 次,下载 5,964 次,GitHub 31,675 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。

integrate-context-matic 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。
  • 来源仓库有 31,675 星,维护活跃度相对可查。

先想清楚的地方

  • 需要接触敏感数据,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。
  • 需要处理研究检索类任务、又不想每次都手写提示词的人。

不太适合

  • 环境里有大量密钥、凭证,不方便给第三方 Skill 读取的人。
  • 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。

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
integrate-context-matic

整合上下文 · 本页

18,25331,675接触敏感数据未明确通过

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

API Integration

When the user asks to integrate a third-party API or implement anything involving an external API or SDK, follow this workflow. Do not rely on your own knowledge for available APIs or their capabilities — always use the context-matic MCP server.

When to Apply

Apply this skill when the user:

  • Asks to integrate a third-party API
  • Wants to add a client or SDK for an external service
  • Requests implementation that depends on an external API
  • Mentions a specific API (e.g. PayPal, Twilio) and implementation or integration

Workflow

1. Ensure Guidelines and Skills Exist

1a. Detect the Project's Primary Language

Before checking for guidelines or skills, identify the project's primary programming language by inspecting the workspace:

File / PatternLanguage
*.csproj, *.slncsharp
package.json with "typescript" dep or .ts filestypescript
requirements.txt, pyproject.toml, *.pypython
go.mod, *.gogo
pom.xml, build.gradle, *.javajava
Gemfile, *.rbruby
composer.json, *.phpphp

Use the detected language in all subsequent steps wherever language is required.

1b. Check for Existing Guidelines and Skills

Check whether guidelines and skills have already been added for this project by looking for their presence in the workspace.

  • {language}-conventions is the skill produced by add_skills.
  • {language}-security-guidelines.md and {language}-test-guidelines.md are language-specific guideline files produced by add_guidelines.
  • update-activity-workflow.md is a workflow guideline file produced by add_guidelines (it is not language-specific).
  • Check these independently. Do not treat the presence of one set as proof that the other set already exists.
  • If any required guideline files for this project are missing: Call add_guidelines.
  • If {language}-conventions is missing for the project's language: Call add_skills.
  • If all required guideline files and {language}-conventions already exist: Skip this step and proceed to step 2.

2. Discover Available APIs

Call fetch_api to find available APIs — always start here.

  • Always provide the language parameter using the language detected in step 1a.
  • Always provide the key parameter: pass the API name/key from the user's request (e.g. "paypal", "twilio").
  • If the user did not provide an API name/key, ask them which API they want to integrate, then call fetch_api with that value.
  • The tool returns only the matching API on an exact match, or the full API catalog (name, description, and key) when there is no exact match.
  • Identify the API that matches the user's request based on the name and description.
  • Extract the correct key for the user's requested API before proceeding. This key will be used for all subsequent tool calls related to that API.

If the requested API is not in the list:

  • Inform the user that the API is not currently available in this plugin (context-matic) and stop.
  • Request guidance from user on how to proceed with the API's integration.

3. Get Integration Guidance

  • Provide ask with: language, key (from step 2), and your query.
  • Break complex questions into smaller focused queries for best results:

- *"How do I authenticate?"* - *"How do I create a payment?"* - *"What are the rate limits?"*

4. Look Up SDK Models and Endpoints (as needed)

These tools return definitions only — they do not call APIs or generate code.

  • model_search — look up a model/object definition.

- Provide: language, key, and an exact or partial case-sensitive model name as query (e.g. availableBalance, TransactionId).

  • endpoint_search — look up an endpoint method's details.

- Provide: language, key, and an exact or partial case-sensitive method name as query (e.g. createUser, get_account_balance).

5. Record Milestones

Call update_activity (with the appropriate milestone) whenever one of these is concretely reached in code or infrastructure — not merely mentioned or planned:

MilestoneWhen to pass it
sdk_setupSDK package is installed in the project (e.g. npm install, pip install, go get has run and succeeded).
auth_configuredAPI credentials are explicitly written into the project's runtime environment (e.g. present in a .env file, secrets manager, or config file) and referenced in actual code.
first_call_madeFirst API call code written and executed
error_encounteredDeveloper reports a bug, error response, or failing call
error_resolvedFix applied and API call confirmed working

Checklist

  • Project's primary language detected (step 1a)
  • add_guidelines called if guideline files were missing, otherwise skipped
  • add_skills called if {language}-conventions was missing, otherwise skipped
  • fetch_api called with correct language and key (API name)
  • Correct key identified for the requested API (or user informed if not found)
  • update_activity called only when a milestone is concretely reached in code/infrastructure — never for questions, searches, or tool lookups
  • update_activity called with the appropriate milestone at each integration milestone
  • ask used for integration guidance and code samples
  • model_search / endpoint_search used as needed for SDK details
  • Project compiles after each code modification

Notes

  • API not found: If an API is missing from fetch_api, do not guess at SDK usage — inform the user that the API is not currently available in this plugin and stop.
  • update_activity and fetch_api: fetch_api is API discovery, not integration — do not call update_activity before it.

平台分布

Codex

34.63%
按下载量换算2,065

Claude

32.48%
按下载量换算1,937

Cursor

19.76%
按下载量换算1,178

Gemini CLI

8.78%
按下载量换算524

安全审计

Gen Agent Trust Hub

通过

Socket

通过

Snyk

通过

权限和风险

接触敏感数据

该 Skill 可能接触密钥、Token、环境变量或敏感配置,应进入高风险复核队列,默认不自动发布。

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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