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Query latest API documentation to avoid LLM hallucinations. Context7 provides real-time access to the latest library and framework documentation, ensuring AI-generated code uses current APIs rather than outdated training data.
Codex または Claude でインストール この Prompt をコピーして Codex、Claude、または他のアシスタントに貼り付けると、Skill ページを確認してインストールできます。
SOC 職業分類に基づく
Planner-Generator-Evaluator 编排模式。GAN 启发的多 agent 动态编排，通过 ai CLI 控制子 agent 完成复杂任务的拆解-执行-验证闭环。
Code review skill using codex-rs methodology with ai CLI
为任意代码仓库构建结构化知识库（code wiki），并通过 frozen snapshot 机制启动即问即答的 expert agent。 当你需要深入理解一个大型代码仓库、构建可复用的代码知识库、或为其他 agent 提供代码专家服务时使用此技能。
Use the mcporter CLI to list, configure, auth, and call MCP servers/tools directly (HTTP or stdio), including ad-hoc servers, config edits, and CLI/type generation.
Orchestrate a real-time alternating debate between two subagents using ai serve/send. Judge controls rounds by prompting each agent in turn.
任务规划与进度追踪。当任务有 5+ 步骤、多文件改动、或长执行链时使用。 核心机制：用 checkbox 列表追踪进度，每完成一步立即更新，利用"重写列表"将完整任务清单重新注入 context。
| name | mcp-context7 |
| description | Query latest API documentation to avoid LLM hallucinations. Context7 provides real-time access to the latest library and framework documentation, ensuring AI-generated code uses current APIs rather than outdated training data. |
| allowed-tools | ["bash","read"] |
| disable-model-invocation | false |
This skill provides access to Context7, which eliminates LLM code hallucinations by providing real-time access to the latest API documentation.
When you need accurate, up-to-date API documentation:
Use this skill when:
Context7 maintains an index of official documentation for:
It matches your project's dependency versions with the corresponding documentation.
mcp-context7.sh react 18.2.0 useState
mcp-context7.sh go stdlib "http.NewRequest"
mcp-context7.sh python requests "requests.get"
To use this skill, you need a Context7 API key:
export CONTEXT7_API_KEY="your_api_key_here"
Or create .env file in this skill directory:
CONTEXT7_API_KEY=your_api_key_here
The skill uses Context7's HTTP API:
The script will:
LLMs are trained on data up to their knowledge cutoff. When libraries release new versions or APIs change, LLMs may confidently generate code using outdated or non-existent methods. Context7 solves this by providing real-time access to the latest official documentation.
According to community reports: