sverklo

概述

Sverklo 通过符号图、影响半径分析和 git 固定内存，为 AI 编码代理提供真实的代码理解，防止在大型存储库中出现幻觉。它比朴素 grep 的输入令牌少 43 倍，同时保持准确性并发布基准。该工具在本地运行，无需云上传，并通过 MCP 协议与 Claude Code、Cursor、Windsurf 和 Zed 无缝集成。

试试问 AI

装完之后，这里有 5 个你可以让 AI 做的事：

• sverklo init

  Auto-detects installed AI coding agents and sets up MCP configuration

  试试:Initialize sverklo for my project试试:Set up sverklo for Claude Code试试:Configure sverklo for my codebase
• sverklo doctor

  Verifies the sverklo setup and configuration

  试试:Check if sverklo is properly configured试试:Run sverklo diagnostics试试:Verify sverklo installation
• sverklo audit

  Analyzes codebase for issues like dead code, circular dependencies, and security concerns

  试试:Audit my codebase for issues试试:Check for dead code in my project试试:Analyze dependencies for circular imports
• sverklo review

  Reviews code changes and can generate GitHub review comments

  试试:Review this pull request试试:Generate review comments for my changes试试:Analyze code quality in my branch
• sverklo memory

  Manages code-related memories and decisions with bi-temporal tracking

  试试:Add a memory about authentication patterns试试:Search for previous decisions about API design试试:List all memories related to database models
• sverklo recall

  Retrieves relevant memories and code information based on context

  试试:What did we decide about user authentication?试试:Show me previous decisions about error handling试试:Find relevant memories for this feature
• sverklo workspace memory

  Manages shared memories across multiple repositories in a workspace

  试试:Add a workspace memory about coding standards试试:List all workspace memories试试:Search workspace for design patterns
• sverklo receipt

  Parses token usage summary from Claude projects

  试试:Show my token usage for this project试试:Analyze token consumption in my sessions试试:Generate a report of sverklo token usage
• sverklo grammars install

  Installs tree-sitter parsers for better language support

  试试:Install language parsers for sverklo试试:Set up tree-sitter grammars试试:Enable better parsing support
• sverklo_memories mode:'conflicts'

  Surfaces contradictory memories for review

  试试:Find conflicting decisions about authentication试试:Show me contradictory code patterns试试:Identify potential conflicts in implementation decisions
• sverklo memory export

  Exports memories in various formats like markdown or JSON

  试试:Export my memories to markdown试试:Backup my decision log试试:Export memories to Notion format
• sverklo workspace memory add

  Adds a new memory to the workspace memory

  试试:Add a workspace memory about our testing strategy试试:Record a design decision for all projects试试:Share a coding standard across repos

可对比工具

安装

"mcpServers": {
  "sverklo": {
    "command": "npx",
    "args": ["-y", "sverklo"]
  }
}

FAQ

Sverklo 如何减少幻觉？

Sverklo 提供真实的符号图、影响半径分析和 git 固定内存，使 AI 代理能够准确理解您的代码库，而不是从训练数据中进行模式匹配。

Sverklo 是否安全？

是的，Sverklo 在本地运行，无需云上传，您的代码永远不会离开机器。嵌入模型在首次下载后会缓存在本地。

sverklo 对比