Context7
Feeds AI the latest docs for libraries and frameworks before it answers, so code it writes does not use outdated, removed functions.
Description from the maker (original English)
Local-first, read-only MCP server for evidence-backed repository memory.
These three are never merged into one score: opinions, measurements and popularity are different things.
We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.
Pick the AI app you use, then copy the settings.
You need
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Open Claude Desktop → Settings → Developer → Edit Config, and paste this into claude_desktop_config.json
{
"mcpServers": {
"devtime": {
"command": "uvx",
"args": [
"devtime-ei"
]
}
}
}Run this in your terminal
claude mcp add devtime -- uvx devtime-eiPaste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"devtime": {
"command": "uvx",
"args": [
"devtime-ei"
]
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
Paste into .vscode/mcp.json in your project
{
"servers": {
"devtime": {
"type": "stdio",
"command": "uvx",
"args": [
"devtime-ei"
]
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
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These settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.
Runs on your computer; the tool list appears in your AI app after you install it.
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 6, 2026
The registry name was verified with the GitHub account Shakargy, which owns the repo
We have not read this repo from GitHub yet
We have not read this repo from GitHub yet
This one runs on your computer; there is no internet endpoint
Runs on your computer and uses local settings instead
Runs on your computer; we can only read tool lists from internet endpoints
Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.
It passed 1 of 1 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.
The registry does not list a required key, though some servers ask you to sign in on first use.
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).
The GitHub repo last changed –, and the latest version (0.7.0) reached the registry 42 days ago.
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. You also need Python (uv) on your computer.
In the same category: Context7, Codebase Memory, Exa
Servers in the same category from other makers, sorted by stars.
Reading a card:★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi
Feeds AI the latest docs for libraries and frameworks before it answers, so code it writes does not use outdated, removed functions.
Codebase knowledge graph for AI agents — 162 languages, sub-ms queries, 99% fewer tokens.
Connect AI agents to Exa for web search, content fetching, and multi-step research.
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 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.
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.
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).
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:
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.
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.
DevTime is for people who need to understand a repository from evidence rather than memory.
It is especially useful if you:
Questions DevTime helps answer include:
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:
Anything outside these six is out of scope for now. See LIMITATIONS.md.
.devtime/ (a local SQLite database).| Command | Purpose |
|---|---|
dtc init | Create local .devtime memory. |
dtc scan | Scan the current repository and extract evidence-backed signals. |
dtc concepts | List 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 --diff | Review a git diff for risky changes using local evidence (advisory). |
dtc decision add | Add 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.
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.
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.
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]"
$ dtc explain "Billing Webhooks"
Concept: Billing Webhooks
Supported claims:
Uncertainty:
Understanding Score: 58 / 100 Understanding Debt: medium causes:
Understanding Score is higher = better understanding; Understanding Debt is a
label (low/medium/high), not the same number.
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