Koragraph

Name: Koragraph
Author: Koragraph

作者：Koragraph版本 0.1.4i★ –i在你的电脑上运行

注册名称in.koragraph/koragraph

安装

概览

作者提供的说明（英文原文）

Local multi-repo code graph over MCP. Blast radius, call graphs, and memory anchored to code.

PopNx MCP 的三大支柱

这三项永远不会合并成一个分数：意见、测量和人气是不同的东西。

用户评价i暂无评价评价功能将在后续阶段与账户功能一起开放
我们的基础检查i1 项中通过 1 项依据公开信息检查；尚未扫描代码
使用情况i尚未统计★ –

它能帮你做什么

我们还没有为它写通俗的介绍。下面是我们从注册中心读取到的事实。

连接方式: 在你的电脑上运行
传输方式: stdio
分类: 搜索与 AI 记忆

安装

选择你使用的 AI 应用，然后复制设置。

安装之前

基础检查：1 项中通过 1 项
在你的电脑上运行，拥有你的用户账户的权限（文件、网络、应用）。
注册中心没有列出需要填写的密钥。

你需要

npm已安装 Node.js（用于 npx 命令）

你用的是哪个应用？

ClaudeClaude CodeCursorVS CodeChatGPT

在上方选择你的应用。我们会记住它，下次按钮会显示“安装到 …”。

打开 Claude Desktop → Settings → Developer → Edit Config，把下面的内容粘贴到 claude_desktop_config.json

{
  "mcpServers": {
    "koragraph": {
      "command": "npx",
      "args": [
        "-y",
        "koragraphmcp",
        "mcp"
      ]
    }
  }
}

在终端中运行这条命令

claude mcp add koragraph -- npx -y koragraphmcp mcp

在 Cursor 中打开

或者自己复制设置

粘贴到项目中的 .cursor/mcp.json，或 ~/.cursor/mcp.json

{
  "mcpServers": {
    "koragraph": {
      "command": "npx",
      "args": [
        "-y",
        "koragraphmcp",
        "mcp"
      ]
    }
  }
}

浏览器会先询问是否打开应用，然后应用会显示设置并请你确认。密钥的值会留空，由你自己填写。

在 VS Code 中打开

或者自己复制设置

粘贴到项目中的 .vscode/mcp.json

{
  "servers": {
    "koragraph": {
      "type": "stdio",
      "command": "npx",
      "args": [
        "-y",
        "koragraphmcp",
        "mcp"
      ]
    }
  }
}

浏览器会先询问是否打开应用，然后应用会显示设置并请你确认。密钥的值会留空，由你自己填写。

这个服务器在你的电脑上运行，而 ChatGPT 只能连接互联网上的服务器。请选择其他应用。

你的选择通过 Cookie 保存在这台设备上，无需账户。

这些设置是根据作者在注册中心的条目生成的。如果 README 的写法不同，请以 README 为准。

它能做什么

它在你的电脑上运行；安装后，工具列表会显示在你的 AI 应用中。

基础检查i

我们检查的是任何人都能看到的信息；我们没有阅读代码。不适用的检查项不计入总数。 · 检查于 2026年11月7日

✓ 通过
作者与仓库一致
注册名称已通过域名 koragraph.in 验证（注册中心会核实域名所有权）
… 尚未检查
仍在维护
我们还没有从 GitHub 读取这个仓库
… 尚未检查
有许可证
我们还没有从 GitHub 读取这个仓库
– 不适用
端点有响应
它在你的电脑上运行，没有互联网端点
– 不适用
使用 OAuth 登录
在你的电脑上运行，改用本地设置
… 尚未检查
工具描述中没有隐藏指令
它在你的电脑上运行；我们只能读取互联网端点的工具列表

与“搜索与 AI 记忆”中的其他服务器比较i

星标数多于此分类中其他 7275 个服务器的 0%
发布到注册中心的时间比此分类中其他 7275 个服务器的 38% 更新
基础检查结果等于或优于此分类中其他 7275 个服务器的 100%

与注册中心里这个分类中所有活跃的服务器比较。只有当发布者拥有该仓库时，星标数才计入。

常见问题

Koragraph 安全吗？

它在 1 项适用的基础检查中通过了 1 项。我们没有阅读代码。在添加密钥或令牌之前，请先看看这个服务器要求哪些权限，并使用只具备所需权限的密钥。

它需要哪些密钥或代码？

注册中心没有列出必需的密钥，不过有些服务器会在首次使用时要求你登录。

它在我的电脑上运行还是在云端？

它在你的电脑上运行。你的 AI 应用会在需要时启动它，数据不会经过作者的服务器（除非它自己调用在线服务）。

它还在维护吗？

GitHub 仓库最后更新于–，最新版本（0.1.4）于2个月前进入注册中心。

哪些应用可以使用它？

支持 MCP 的应用，例如 Claude Desktop、Claude Code、Cursor 和 VS Code。你的电脑上还需要有 Node.js。

有什么可以替代它？

同一分类中有：Context7, Codebase Memory, Exa

替代选择

同一分类中其他作者的服务器，按星标数排序。

如何看卡片：★ GitHub 星标i三大支柱：评价 · 检查 · 使用情况i更新 = 最新版本发布到注册中心的时间i

Context7

作者：upstash

Up-to-date docs for AI agents

电脑或云端★ 64,224MIT昨天更新

安装

Codebase Memory

作者：DeusData

Codebase knowledge graph for AI agents — 162 languages, sub-ms queries, 99% fewer tokens.

在你的电脑上运行★ 48,148MIT21天前更新

安装

Exa

作者：exa-labs

Connect AI agents to Exa for web search, content fetching, and multi-step research.

在云端运行★ 5,213MIT上个月更新

安装

作者的 README

打开 README

按原文从作者的仓库复制。PopNx MCP 没有审查或背书其内容。HTML、图片和脚本已被移除。链接会离开本站。

The ultimate context layer for your AI coding agent.

Completely free. Runs entirely on your machine.

A local knowledge graph of every repo you point it at, plus a memory layer that knows when the code it remembers has changed.

Install

npm install -g koragraphmcp

koragraph ingest /path/to/repo # point it at as many repos as you like claude mcp add koragraph -s user -- koragraph mcp

koragraph doctor checks the whole chain and prints the exact line for any editor.

Two ways to use it from here: your agent calls the tools over MCP, or you (or a script, or a Claude Code hook) run them straight from the shell, for example koragraph explore "how does checkout work" or koragraph blast src/pay.js. Same graph either way.

Then run KORAINIT in your editor

This is the step that lights up the memory layer, so don't skip it. In your coding agent (Claude Code, Cursor, Windsurf, whatever you use), tell it:

### "Read KORAINIT.md and follow it."

It imports your existing CLAUDE.md / AGENTS.md into koragraph's memory, anchored to the code each rule is about, flags any rule that points at code that's already gone, and finishes wiring koragraph into the session. Run it once per project.

Prefer zero setup? Hand the whole thing to your agent instead. Paste this from the repo you want indexed, and it installs, indexes, wires itself in, and runs KORAINIT for you:

Install koragraph and set it up for this repo, then report back:

npm install -g koragraphmcp
koragraph ingest .
koragraph doctor, then run the claude mcp add … line it prints (or wire koragraph mcp into my editor's MCP config).
Find KORAINIT.md in the installed package (npm root -g, then koragraphmcp/KORAINIT.md) and follow it: it imports my existing CLAUDE.md / AGENTS.md into memory, verified against the code.

Report: nodes/edges indexed, whether the MCP connected, and KORAINIT's summary.

Works with

Adoption is highest on Claude Code: its hooks let koragraph put the graph in front of the agent on every turn, so it actually gets used instead of falling back to grep. Other editors reach koragraph over MCP, where the agent decides when to call it.

One map of everything you've built

Koragraph turns every repo you point it at into one live graph: a resolved structure, with an edge only where there really is one.

Every service, file, endpoint, and table.
The real calls between them, resolved against the syntax tree, not guessed by name.
The edges that cross a repo boundary, where single-repo tools go quiet.

koragraph serve : code (cool nodes) and its memory (gold diamonds), one local page.

A memory that knows when the code changed

Everything your agent learns is saved locally, anchored to the exact declaration, not a line number. Rename the code and the fact follows; delete it and the fact retires. No CLAUDE.md to maintain, and it survives every upgrade.

Failures and their fixes. The fix surfaces before you hit the same wall twice.
Hazards, rules, corrections. Stated once, honoured every session after.
The "let's push this to Wednesday." Deferrals and half-finished intent, parked against the code and surfaced the moment you're back.

Measurably the most accurate, scored by the compilers

Every graph is graded by an independent compiler front-end (CPython ast, go/parser, Roslyn, syn, tsc, Ripper, php-ast, ctags, swiftc), never the tool under test. koragraph wins 34 of 39 language×plane cells, and leads precision on all 39.

Call-graph recall, the hardest plane:

Language	koragraph	CodeGraph	GitNexus	Graphify
JavaScript	87.6	39.4	41.9	45.1
TypeScript	70.6	55.2	50.2	44.2
Python	86.1	85.1	54.6	53.3
Go	89.1	85.0	63.8	65.3
Java	86.0	73.1	68.6	53.5
C#	83.6	79.8	50.5	54.4
PHP	88.9	88.0	77.1	31.7
Ruby	51.5	41.3	28.7	40.8
Rust	68.7	76.5	48.9	47.6

Reproduces from test/benchmark: pinned corpus, pinned competitor versions, pinned oracles. Full breakdown in test/benchmark/REPORT.md.

The tools

Nine tools, reachable two ways: as MCP tools in your editor, and as CLI commands in your shell. On Claude Code a hook also calls the CLI to push the relevant slice into context on every turn, so the graph gets used whether or not the agent thinks to ask. Every tool returns file:line, never pasted source. Exactly one writes.

Tool	Shell	What it's for
`blast_radius`	`koragraph blast`	Run before editing. Everything that depends on this, across repos, and what has no test coverage.
`explore`	`koragraph explore " "`	Ranked declarations, source, callers, callees, in one call.
`search_code`	`koragraph search`	Find a name in the graph, not raw text.
`neighbours`	`koragraph neighbours`	Callers and callees of one symbol.
`changes_with`	`koragraph cochange`	What has historically shipped together with a symbol.
`file_symbols`	`koragraph symbols`	Declarations in one file.
`overview`	`koragraph overview`	Orient on turn one, across every repo.
`recall`	`koragraph recall`	A past failure and its fix, a hazard, an open loop.
`remember`	`koragraph remember " "`	Save a durable, code-anchored fact. The only writer.

Every query verb takes --format compact|json|paths and --budget , so a result can be trimmed before it ever enters an agent's context. Plus the operational CLI: ingest, serve, status, doctor, diff, trace, hooks, practice, report.

Languages

c · c++ · c# · go · java · javascript · php · python · ruby · rust · swift · typescript / tsx, fully resolved, tree-sitter throughout. Plus experimental kotlin · scala · elixir · solidity · vue · zig · objective-c · ocaml · rescript.

License

BUSL-1.1. Free to use, including at work. Converts to Apache-2.0 on the change date.

Built by Akhil Katakam · Ethan Faleiro · founders@koragraph.in