Sverklo

Name: Sverklo
Author: sverklo

@sverklo

Sverklo について

Local-first MCP code intelligence server with 37 tools — hybrid search, blast-radius analysis, diff-aware risk-scored review, and bi-temporal memory pinned to git SHAs. Stops AI agents from hallucinating function names that don't exist in your codebase. Published 60-task retrieva

#code-search #code-intelligence #developer-tools #memory #local-first #claude-code #cursor #windsurf #semantic-search #pagerank #bi-temporal #bench #mit

基本情報

カテゴリ

バージョン管理

トランスポート

stdio

公開者

sverklo

投稿者

Nikita Groshin

設定

以下の設定を使って、このサーバーを MCP 対応クライアントに追加してください。

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

ツール

ツールは検出されませんでした

ツールは README から自動的に抽出されます。メンテナーは ## Tools という見出しの下に記載することで、このタブに反映できます。

概要

What is Sverklo?

Sverklo is a local-first MCP server that gives AI coding agents (Claude Code, Cursor, Windsurf, Zed, Codex CLI, Aider, Continue) a real symbol graph instead of grep-based pattern matching. It indexes your codebase, builds an import-dependency graph, computes PageRank, embeds chunks with a local ONNX model, and exposes 37 retrieval tools for symbol lookup, impact analysis, diff review, and bi-temporal memory pinned to git SHAs.

How to use Sverklo?

Install with npm install -g sverklo, then run sverklo init inside your project directory. Sverklo auto-detects which AI coding agents are installed and writes the correct MCP configuration files; the 37 tools become available in the agent’s tool list immediately.

Key features of Sverklo

37 retrieval tools for codebase search, impact, and review
Local-first with embedded SQLite and ONNX (no external DB or Docker)
Bi-temporal memory tied to git SHAs for cross‑session decisions
Supports 12 programming languages including TypeScript, Python, Go, and Rust
No API keys, no telemetry by default, MIT licensed
Runs entirely on macOS, Linux, and Windows (Node 20+)

Use cases of Sverklo

Look up symbol definitions and verify they exist at a specific git SHA
Find all call sites and measure refactor blast radius
Review diffs with risk scoring and contradiction detection
Persist decisions across coding sessions with recall and pinning
Ground AI agents in the real codebase to avoid hallucinated function names

FAQ from Sverklo

What dependencies does Sverklo require?

Node 20+, macOS, Linux, or Windows. Sverklo embeds SQLite and an ONNX model – no external database or Docker is needed.

Does Sverklo require API keys or an external service?

No. Sverklo runs entirely on your laptop with no API keys and no telemetry by default.

What are the known limitations of Sverklo?

The benchmark page at sverklo.com/bench shows that Sverklo loses to grep on dead‑code detection (F1 = 0.02). The same page also lists its wins honestly.

How does Sverklo compare to other tools?

A comparison matrix is available at sverklo.com/vs/matrix/ covering Cody, Greptile, Cursor, Aider, Continue, Codex CLI, Claude Code, Serena, Claude Context, GitNexus, and codebase-memory-mcp.