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PopNx MCPMCP servers for people who use AI · explained in plain words

DevTime

by Shakargyversion 0.7.0i★ 11iRuns on your computer
Registry nameio.github.Shakargy/devtime

How to install

What it does

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

  • Connects Runs on your computer
  • Account or key No key needed
  • Category Search & AI memory

Install

Pick the AI app you use, then copy the settings.

Passed 3/3 checks · Runs on your computer · ✓ Commands checked Nov 13, 2026

First: which AI do you use?

Pick your app and the steps appear below.

Works with Claude, with some setup first

Install Python (uv) on your computer first (one time) · Only the Claude desktop app (Windows or Mac), not the web or phone

  1. Install Python (uv)

    One time only; it works for every server that needs Python (uv)

    Open the Python (uv) download page ↗

  2. Open the Claude desktop app’s settings file

    SettingsDeveloperEdit Config

  3. Paste these settings and save the file

    {
      "mcpServers": {
        "devtime": {
          "command": "uvx",
          "args": [
            "devtime-ei"
          ]
        }
      }
    }
  4. Quit Claude and open it again

  5. Try it

    Use DevTime and tell me what you can do for me, then show me one thing

    ✓ If Claude says it is using DevTime or shows a DevTime tool in the answer, you are connected

Menu names checked against Anthropic’s help page on Nov 11, 2026 · your screen may differ slightly by app version

ChatGPT cannot connect DevTime yet

DevTime runs on your computer, but ChatGPT can only connect servers that run on the web

What you can do instead

A · Use an app that can connect DevTime

  • Install Python (uv) on your computer first (one time) · Only the Claude desktop app (Windows or Mac), not the web or phone
  • Install Python (uv) on your computer first (one time)
  • Install Python (uv) on your computer first (one time)
  • Install Python (uv) on your computer first (one time)

B · Others in Search & AI memory that work with ChatGPT

Picked from the most used in the same category, only ones that connect by address with no key

Works with Claude Code, with some setup first

Install Python (uv) on your computer first (one time)

  1. Install Python (uv)

    One time only; it works for every server that needs Python (uv)

    Open the Python (uv) download page ↗

  2. Open Terminal

    Mac: press Command+Space and type Terminal · Windows: open PowerShell

  3. Paste this command and press Enter

    claude mcp add --scope user devtime -- uvx devtime-ei
  4. Type /mcp in Claude Code

    You should see DevTime listed as connected

  5. Try it

    Use DevTime and tell me what you can do for me, then show me one thing

    ✓ If Claude Code says it is using DevTime or shows a DevTime tool in the answer, you are connected

Menu names checked against Anthropic’s help page on Nov 11, 2026 · your screen may differ slightly by app version

Works with Cursor, with some setup first

Install Python (uv) on your computer first (one time)

  1. Install Python (uv)

    One time only; it works for every server that needs Python (uv)

    Open the Python (uv) download page ↗

  2. Click this button to open Cursor

    Open in Cursor

    Cursor asks you to confirm; click Install

  3. Open the AI chat in Cursor in Agent mode

  4. Try it

    Use DevTime and tell me what you can do for me, then show me one thing

    ✓ If Cursor says it is using DevTime or shows a DevTime tool in the answer, you are connected

Menu names checked against Cursor’s help page on Nov 11, 2026 · your screen may differ slightly by app version

Works with VS Code, with some setup first

Install Python (uv) on your computer first (one time)

  1. Install Python (uv)

    One time only; it works for every server that needs Python (uv)

    Open the Python (uv) download page ↗

  2. Click this button to open VS Code

    Open in VS Code

    VS Code asks you to confirm; click Install

  3. Open the AI chat in VS Code in Agent mode

  4. Try it

    Use DevTime and tell me what you can do for me, then show me one thing

    ✓ If VS Code says it is using DevTime or shows a DevTime tool in the answer, you are connected

Menu names checked against VS Code’s help page on Nov 11, 2026 · your screen may differ slightly by app version

Other apps that use MCP, such as Windsurf, Zed or Gemini CLI, each add servers differently. See how in the app list.

See every app that uses MCP →

JSON settings are under “For developers” below

Stuck? Ask people who use DevTime💬 Discussion →
For developers: Terminal commands and JSON settings

Installed on your computer

Claude Code

claude mcp add --scope user devtime -- uvx devtime-ei

Claude Desktop (claude_desktop_config.json)

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

Cursor (~/.cursor/mcp.json)

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

VS Code (mcp.json)

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

These settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.

At a glance

Downloads per weeki
28/wk
Licencei
Apache-2.0
Connection
Runs on your computer
Latest versioni
0.7.0
Published to registryi
Sep 25, 2026
Code last changedi
Sep 25, 2026
Maker
Shakargy
Packages
pypi: devtime-ei
Website
github.com
Registry status
Active

Which apps can use it

Based on how this server connects and on each app’s own docs, checked Nov 10, 2026.

Run on your computer in

ClaudeGooseLM StudioMsty StudioCherry StudioCursorVS Code + GitHub CopilotVisual StudioWindsurf (Devin Desktop)ZedKiroClineContinueJetBrains AI AssistantClaude CodeCodex CLIGemini CLIOpenCodenodecodeWarpLibreChatRaycast

All apps, with pros and cons →

Related guides

What it can do

Runs on your computer; the tool list appears in your AI app after you install it.

Basic checksi

We check information anyone can see; we have not read the code. Checks that do not apply are left out of the count. · Checked Nov 14, 2026

  • ✓ Pass

    Maker matches the repo

    The registry name was verified with the GitHub account Shakargy, which owns the repo

  • ✓ Pass

    Still maintained

    Code last changed 2 months ago

  • ✓ Pass

    Has a licence

    Uses Apache-2.0

  • – Not applicable

    Endpoint responds

    This one runs on your computer; there is no internet endpoint

  • – Not applicable

    Sign-in with OAuth

    Runs on your computer and uses local settings instead

  • … Not checked yet

    No hidden instructions in tool descriptions

    Runs on your computer; we can only read tool lists from internet endpoints

Discussion

Ask, share a tip or report that it does not work. Sorted by what people marked helpful.

No posts yet. Be the first to ask or share.

Posts here are written by users, not the PopNx team.

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User reviews

No reviews yet

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Compared with others in Search & AI memoryi

  • More stars than 92% of the other 6128 servers in this category
  • Published to the registry more recently than 43% of the other 6128 servers in this category
  • Basic checks equal to or better than 100% of the other 6128 servers in this category

Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.

Common questions

Is DevTime safe?

It passed 3 of 3 applicable basic checks. We have not read the code. Before adding a key or token, see what access the server asks for and use a key with only the permissions you need.

What keys or codes does it need?

The registry does not list a required key, though some servers ask you to sign in on first use.

Does it run on my computer or in the cloud?

It runs on your computer. Your AI app starts it when needed, and data does not pass through the maker’s servers (unless it calls an online service itself).

Is it still maintained?

The GitHub repo last changed 2 months ago, and the latest version (0.7.0) reached the registry 2 months ago.

Which apps can use it?

Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. You also need Python (uv) on your computer.

What can I use instead?

In the same category: Context7, Codebase Memory, OpenSEO

Others in the same category

Servers in the same category from other makers, sorted by stars.

Reading a card:↓ Downloads per weeki★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi

Context7

Feeds AI the latest docs for libraries and frameworks before it answers, so code it writes does not use outdated, removed functions.

by upstashWidely used↓ 1.2M/wk★ 64.8KUpdated 2 days ago

Computer or cloud

Codebase Memory

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

by DeusDataWidely used↓ 16.8K/wk★ 48.6KUpdated 28 days ago

Runs on your computer

OpenSEO

Keyword research, site audits, rank tracking and AI visibility for your AI agent.

by every-appWidely used★ 27.6KUpdated today

Runs in the cloud✓ everyapp.com

README from the maker

Open the README

Copied from the maker’s repo as written. PopNx MCP has not reviewed or endorsed it. HTML, images and scripts are removed. Links lead off this site.

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

Only the beginning is shown; read the rest in the repo