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。
PopNx MCP为使用 AI 的人准备的 MCP 服务器 · 用大白话讲清楚

DevTime

作者:Shakargy版本 0.7.0i★ –i在你的电脑上运行
注册名称io.github.Shakargy/devtime

安装

概览

作者提供的说明(英文原文)

Local-first, read-only MCP server for evidence-backed repository memory.

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: 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

  • PyPI已安装 Python 的 uv(用于 uvx 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": {
    "devtime": {
      "command": "uvx",
      "args": [
        "devtime-ei"
      ]
    }
  }
}

在终端中运行这条命令

claude mcp add devtime -- uvx devtime-ei

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": {
    "devtime": {
      "command": "uvx",
      "args": [
        "devtime-ei"
      ]
    }
  }
}

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": {
    "devtime": {
      "type": "stdio",
      "command": "uvx",
      "args": [
        "devtime-ei"
      ]
    }
  }
}

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 Shakargy 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“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 7231 个服务器的 0%
  • 发布到注册中心的时间比此分类中其他 7231 个服务器的 48% 更新
  • 基础检查结果等于或优于此分类中其他 7231 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

DevTime 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(0.7.0)于42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 Python (uv)。

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★ 64,224MIT3天前更新
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★ 48,148MIT20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★ 5,213MIT44天前更新
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。

DevTime

DevTime verifies what your repository can actually prove.

A file named stripe/webhook.ts looks like proof that a repo handles Stripe webhooks. It might be a handler that only returns 404. DevTime checks statements about a repository against its implementation, tests, configuration, and recorded decisions, then reports what is supported, what is contradicted, what is missing, and what went stale.

No cloud. No telemetry. No code execution. No AI required.

Prefer video? Watch the 2-minute demo: DevTime scans a repo locally, explains concepts from evidence, surfaces uncertainty, catches a risky diff, and shows how a corroborated decision improves understanding.


Try DevTime in 60 seconds

pipx install devtime-ei

dtc demo init cd devtime-demo-saas dtc init dtc scan dtc verify

On the demo repo that ends with billing webhook signature verification SUPPORTED, JWT authentication SUPPORTED, and route test association WEAK, naming the routes with no test importing them. Point it at your own repository and the answers change:

cd your-repo

dtc init && dtc scan && dtc verify

The PyPI distribution is devtime-ei. The Python package remains devtime, and the CLI command remains dtc. dtc demo init copies a small static example repo into ./devtime-demo-saas so you can try DevTime without cloning this repository.

From source
git clone https://github.com/Shakargy/devtime.git

cd devtime python -m venv .venv source .venv/bin/activate pip install -e ".[dev]" cd examples/demo-saas dtc init dtc scan dtc concepts dtc explain "Billing Webhooks"

On Windows PowerShell:

git clone https://github.com/Shakargy/devtime.git

cd devtime python -m venv .venv .venv\Scripts\Activate.ps1 pip install -e ".[dev]" cd examples/demo-saas dtc init dtc scan dtc concepts dtc explain "Billing Webhooks"

You should see Billing Webhooks explained from evidence, including supported claims, file references, uncertainty, Understanding Score, and Understanding Debt.

To test risk review, make a local change first, then run:

dtc risk --diff

A full, copy-pasteable walkthrough (including the risk-diff and corroborated-decision steps) is in [DEMO_SCRIPT.md](DEMO_SCRIPT.md).

Verify claims (experimental)

A claim is a statement about the repository. Verification answers it with a status and receipts, never with confidence the evidence cannot back.

Status: CONTRADICTED

Contradictions:

  • The billing webhook endpoint cannot verify signatures because it is a disabled stub. claimed: pages/api/stripe/webhook.ts is named and routed as a billing webhook endpoint. observed: The handler's only behavior is a 404/501 response.
  • SUPPORTED - required behavior evidence exists in the current scan
  • WEAK - the surface exists, but the proving evidence is missing
  • CONTRADICTED - credible evidence conflicts with the claim, both sides shown
  • UNKNOWN - the surface exists but coverage cannot responsibly decide
  • NOT_APPLICABLE - the repository has no surface this claim is about

Four built-in claims ship: route test association, admin authorization, billing webhook signatures, and JWT authentication. dtc verify leads with what it can actually verify in your repository, and when nothing applies it says what would make a claim verifiable instead of dead-ending.

Truth and freshness are separate: when a file behind a verified claim changes, the claim goes STALE and names the file.

To review a change, compare claims at two commits:

dtc review --base origin/main

It reports what the change did to each claim (a regression, a claim that newly applies, evidence that changed under a claim that held) from isolated snapshots of both commits, without touching your working tree. It runs in GitHub Actions as an advisory job summary.

See [VERIFICATION.md](VERIFICATION.md) for the full model and its limits.

Why this exists

Git records what changed, but it does not preserve the reasoning behind those changes. When you return to a repository - or review one you did not write - you often have to reconstruct why a behavior exists, what evidence supports it, and what is still uncertain.

DevTime builds evidence-backed repository memory: a local layer that helps a codebase explain itself from code, tests, configs, routes, and recorded decisions. It shows what the repository can support with evidence - and, just as importantly, what it cannot support yet.

Who it is for

DevTime is for people who need to understand a repository from evidence rather than memory.

It is especially useful if you:

  • are onboarding to an unfamiliar codebase and need to understand how a feature is implemented;
  • are reviewing a pull request and want to see what evidence supports a behavior;
  • are returning to a project after weeks or months and cannot remember why something exists;
  • maintain a long-lived project where design decisions are easily lost;
  • want repository understanding to be backed by code and recorded decisions instead of generated summaries.

Questions DevTime helps answer include:

  • Can this repository actually prove the thing its file names imply?
  • Where is authentication actually implemented?
  • What files prove that Billing Webhooks exist?
  • What is still uncertain?
  • Did this diff touch a risky concept?
  • Is there a decision explaining this behavior?

What DevTime does

  • Verifies claims about a repository and reports status, evidence, and both sides of any contradiction.
  • Tracks freshness, so a verified claim goes stale when the evidence behind it changes.
  • Detects concepts from routes, tests, configs, dependencies, and docs.
  • Explains from evidence by linking claims to files and signals.
  • Surfaces uncertainty when evidence is missing or weak.
  • Scores understanding with an Understanding Score and Understanding Debt label.
  • Reviews narrow risky diffs with advisory findings, including which verified claims a diff destabilizes.
  • Records decisions locally so rationale can reduce uncertainty when corroborated by code.

Supported concepts

Underneath verification is a scanner that builds local, evidence-backed memory:

DevTime detects six supported concept families. It does not discover arbitrary domain concepts yet:

  • Authentication
  • Billing Webhooks
  • Background Jobs
  • Data Export
  • Admin Permissions
  • File Uploads

Anything outside these six is out of scope for now. See LIMITATIONS.md.

What DevTime does not do

  • It does not execute your code.
  • It does not send code or data over the network.
  • It does not require or call an AI model.
  • It does not guarantee correctness or safe changes.
  • It does not replace code review or architecture decisions.
  • It is not a documentation generator, a static analyzer, an observability tool, a productivity tracker, or an AI coding agent.

Trust model

  • DevTime stores local repository memory in .devtime/ (a local SQLite database).
  • No network access during a scan.
  • No code execution during a scan.
  • Ignored directories are pruned *before* scanning; ignored files and secrets must never become evidence or claims.
  • Every claim must link to evidence - *no claim without evidence*.
  • Weak evidence produces uncertainty, not confidence.
  • *Usage is not decision*: that a dependency is used does not mean someone decided why.
  • Risk review is advisory by default - it does not block PRs.

Commands

CommandPurpose
dtc initCreate local .devtime memory.
dtc scanScan the current repository and extract evidence-backed signals.
dtc conceptsList detected concepts with confidence and Understanding Debt.
dtc explain Explain a concept: claims, evidence, confidence, uncertainty, Understanding Debt.
dtc context Create a governed Context Pack for agents or humans.
dtc risk --diffReview a git diff for risky changes using local evidence (advisory).
dtc decision addAdd a local decision record that can reduce uncertainty.
dtc verify [claim]Verify repository claims against evidence: status, contradictions, freshness (experimental).
dtc review --base Compare claims at two commits and report what the change did to them (advisory).

(Also available: dtc evidence, dtc debt, dtc status, dtc doctor --privacy, dtc export, dtc reset, dtc mcp start.)

Requires Python >= 3.11 and git. See [QUICKSTART.md](QUICKSTART.md) for a step-by-step first run and troubleshooting.

Use with coding agents (MCP)

Your coding agent starts every session amnesiac about your repository and then guesses, confidently. DevTime gives it memory it can trust: a local, read-only MCP server that answers only with claims the repository can prove, plus explicit uncertainty for what it cannot.

Install with MCP support and scan your repo:

pipx install "devtime-ei[mcp]"

cd your-repo dtc init dtc scan

Add DevTime to Claude Code:

claude mcp add devtime -- dtc mcp start

Or in any MCP client that reads .mcp.json:

{

"mcpServers": { "devtime": { "command": "dtc", "args": ["mcp", "start"] } } }

The agent gets four read-only tools: list_concepts, explain_concept, get_context_pack (governed context with do-not-change-without-review paths, tests to run, and agent guidance), and verify_claim (claim status, contradictions, and missing evidence, computed fresh and never persisted). Local stdio only - no network listener, no write tools, no source code returned, only evidence file paths.

DevTime is listed in the official MCP Registry as io.github.Shakargy/devtime.

Installation

Recommended: install from PyPI with pipx so the dtc command is available on your PATH in an isolated environment:

pipx install devtime-ei

Or with pip:

pip install devtime-ei

The PyPI distribution is devtime-ei. The Python package remains devtime, and the CLI command remains dtc. After installing, run dtc demo init to create a local example repo to try it on.

From source
git clone https://github.com/Shakargy/devtime.git

cd devtime python -m venv .venv source .venv/bin/activate pip install -e ".[dev]"

Windows PowerShell:

git clone https://github.com/Shakargy/devtime.git

cd devtime python -m venv .venv .venv\Scripts\Activate.ps1 pip install -e ".[dev]"

Example output

$ dtc explain "Billing Webhooks"

Concept: Billing Webhooks

Supported claims:

  • Billing Webhooks is present and supported by behavior evidence. type: concept confidence: 0.86 evidence: src/billing/stripe-webhook.ts, tests/stripe-signature.test.ts
  • Billing Webhooks has active route handling. type: behavior confidence: 0.82 evidence: src/billing/stripe-webhook.ts
  • Billing Webhooks verifies webhook signatures. type: behavior confidence: 0.85 evidence: src/billing/stripe-webhook.ts

Uncertainty:

  • No decision was found explaining key choices for Billing Webhooks.

Understanding Score: 58 / 100 Understanding Debt: medium causes:

  • missing or uncorroborated decision evidence
  • no confirmed owner

Understanding Score is higher = better understanding; Understanding Debt is a

label (low/medium/high), not the same number.

Proof

DevTime runs on examples/demo-saas and on real repositories. During Reality Validation it detected - and then learned from - real failures (Next.js App Router blindness, a false Billing Webhooks

只显示了开头部分;其余内容请在仓库中阅读

问 PopNx