原型 · 预览版:收录官方注册中心里的全部服务器,每 30 分钟同步一次。评价和账户功能将在后续阶段推出。
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Codeledger

作者:codeledgerECF版本 0.10.82i★ –i在你的电脑上运行
注册名称io.github.codeledgerECF/codeledger

安装

概览

作者提供的说明(英文原文)

Local context and engineering evidence for AI coding agents.

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。

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: 其他

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?

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": {
    "codeledger": {
      "command": "npx",
      "args": [
        "-y",
        "@codeledger/cli",
        "mcp",
        "start"
      ]
    }
  }
}

在终端中运行这条命令

claude mcp add codeledger -- npx -y @codeledger/cli mcp start

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": {
    "codeledger": {
      "command": "npx",
      "args": [
        "-y",
        "@codeledger/cli",
        "mcp",
        "start"
      ]
    }
  }
}

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": {
    "codeledger": {
      "type": "stdio",
      "command": "npx",
      "args": [
        "-y",
        "@codeledger/cli",
        "mcp",
        "start"
      ]
    }
  }
}

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6日

  • ✓ 通过

    作者与仓库一致

    注册名称已通过 GitHub 账户 codeledgerECF 验证,该账户拥有此仓库

  • … 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“其他”中的其他服务器比较i

  • 星标数多于此分类中其他 32461 个服务器的 0%
  • 发布到注册中心的时间比此分类中其他 32461 个服务器的 82% 更新
  • 基础检查结果等于或优于此分类中其他 32461 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

Codeledger 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(0.10.82)于7天前进入注册中心。

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:Spec Driven Development, Remote Desktop Commander, dotnet-mcp

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

Spec Driven Development

作者:formulahendry

MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.

在你的电脑上运行★ 440MIT14个月前更新
安装

Remote Desktop Commander

作者:desktop-commander

Remote Desktop Commander: use files, terminal and processes on your own computers from any AI app.

在云端运行★ 211昨天更新
安装

dotnet-mcp

作者:Skymly

MCP server for .NET symbols, XAML, source generators, and restricted workspace edit

在你的电脑上运行今天更新
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。

CodeLedger

Give AI coding agents the right repo context before they start - then verify what changed.

CodeLedger is local-first context control for AI coding agents. It scans a repository, selects a bounded task-relevant set of files, and writes an evidence-backed context bundle before the agent begins work.

Works with Claude Code, Codex, Cursor, GitHub Copilot, Gemini CLI, and other CLI or MCP-compatible coding agents.

Try It

npm install -g @codeledger/cli

cd your-project codeledger ready --task "Fix null handling in user service"

CodeLedger initializes the repo if needed, refreshes the index, and creates the task-specific bundle at .codeledger/active-bundle.md. Your agent reads that artifact first so it starts with the files most relevant to the task.

Runtime analysis is local by default. Installing or updating may fetch packages or release artifacts from npm and GitHub Releases; CodeLedger runtime analysis does not send your source code through CodeLedger telemetry by default.

Example Benchmark

Example result from a mid-sized Node.js service. Results vary by repository, task, agent, and scenario.

MetricWithout CodeLedgerWith CodeLedgerChange
Tests Passed78%94%+16%
Iterations42-50%
Files Changed179-47%
Time to Finish6m 12s3m 40s-41%
Token Usage28k18k-36%

Do not take the benchmark on faith - measure CodeLedger on your own repo:

codeledger compare \

--scenario .codeledger/harness/scenarios/auth-rate-limit.json \ --guided

If CodeLedger improves your coding-agent workflow, star the repo to follow releases and help other developers discover it.

Start Here

How It Works

  1. CodeLedger scans the repo for deterministic local signals such as dependency structure, churn, tests, contracts, and task keywords.
  2. It ranks and packs a bounded set of task-relevant files.
  3. It writes .codeledger/active-bundle.md for your coding agent.
  4. After work, verification, receipts, and session summaries help show what changed and whether the selected context was useful.

Same task plus same repo state produces the same file ranking behavior.

Core Capabilities

  • Give agents the right context: deterministic file selection, scope inference, bounded budgets, blast-radius hints, and co-change context.
  • Keep work continuous: session summaries, checkpoints, mid-session refine, and handoff/recovery commands.
  • Keep agents inside the task: scope contracts, intent governance, loop detection, and multi-agent conflict checks.
  • Prove what happened: review intelligence, receipts, provenance, audit exports, and release evidence.

For the full command surface, see the CLI Reference.

Agent Integration

Claude Code can use CodeLedger hooks after codeledger ready initializes the repo. Cursor, Codex, GitHub Copilot, Gemini CLI, Aider, Windsurf, and other agents can read CLAUDE.md plus .codeledger/active-bundle.md, or use the repo-local wrappers when available.

CodeLedger also includes an MCP server for supported tiers:

codeledger mcp start

codeledger mcp status

See MCP Server and Feature Tiers for setup and tier details.

Trust And Verification

  • Runtime source analysis runs locally by default.
  • Source code is not sent through CodeLedger telemetry by default.
  • No account is required for the local CLI flow.
  • Public releases include SHA256SUMS and release-evidence artifacts.
  • codeledger doctor checks the local install, hooks, config, index, and ledger health.
  • The public wrapper, docs, harness, and scanning surface are inspectable in this repo; the protected hardened runtime is covered by LICENSE-CORE.

Install

npm install -g @codeledger/cli

codeledger --version

Or use the release zip:

  1. Download the latest release.
  2. Extract it.
  3. Run install.sh.

The installer uses the bundled package from the zip, so the installed wrapper version matches the release. The wrapper then fetches the matching hardened binary from the GitHub release unless your environment already provides it.

Everyday Flow

cd your-project

codeledger ready codeledger ready --task "Fix null handling in user service"

Inside an initialized repo, you can also use:

codeledger activate --task "Fix null handling in user service"

codeledger doctor

Browser, cloud, and sandboxed environments can use the repo-local runtime deployed under .codeledger/bin/ after initialization or vendoring.

Architecture

CodeLedger has an open public surface and a protected hardened runtime:

PUBLIC:    CLI wrapper, types, repo scanner, harness, reports, docs, hooks

PROTECTED: Scoring engine, selection algorithm, confidence internals

Use codeledger about, codeledger doctor, and command-specific --explain output to inspect behavior and evidence without exposing protected implementation internals.

Privacy

  • Installation may use npm and GitHub Releases.
  • Runtime analysis runs on your local machine by default.
  • Runtime analysis makes zero source-code telemetry calls by default.
  • Your source code is not required to leave your machine for the local CLI flow.
  • Uninstall at any time.

License

  • Public wrapper, types, repo scanning, harness, reports, docs, and examples: MIT
  • Downloaded hardened binary: CodeLedger Core License

GitHub may classify the combined licensing structure as "Other" because the repo includes both MIT-covered public files and separately licensed protected runtime terms. Changing the license files should be a human legal decision.

Part Of ContextECF

CodeLedger applies Intelligent Context AI's context-control architecture to software engineering. For enterprise-wide governed context across applications and agents, see ContextECF.

CodeLedger is produced by Intelligent Context AI, Inc. See codeledger.dev.

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