Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Description from the maker (original English)
Local-first MCP server: version-correct library docs, code map, and offline drift for your repo.
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
Which app do you use?
Pick your app above. We remember it, so next time the button says “Install in …”.
Open Claude Desktop → Settings → Developer → Edit Config, and paste this into claude_desktop_config.json
{
"mcpServers": {
"ai-context": {
"command": "npx",
"args": [
"-y",
"@vibgrate/cli",
"vg",
"serve"
]
}
}
}Run this in your terminal
claude mcp add ai-context -- npx -y @vibgrate/cli vg servePaste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"ai-context": {
"command": "npx",
"args": [
"-y",
"@vibgrate/cli",
"vg",
"serve"
]
}
}
}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": {
"ai-context": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"@vibgrate/cli",
"vg",
"serve"
]
}
}
}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.
This one runs on your computer, and ChatGPT can only connect to servers on the internet. Pick another app.
Your choice stays on this device in a cookie; no account needed.
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 7, 2026
The registry name was verified against the domain vibgrate.com (the registry checks domain ownership)
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 (2026.1103.2) reached the registry 3 days ago.
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. You also need Node.js on your computer.
In the same category: Spec Driven Development, Remote Desktop Commander, FlyDocs
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
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Remote Desktop Commander: use files, terminal and processes on your own computers from any AI app.
Spec-driven development workflow: your agent works issues, sessions and the status lifecycle.
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.
@vibgrate/cli
Local codebase intelligence for AI coding agents — graph, drift, and version-correct docs on your machine
Want to help? See CONTRIBUTING.md and good first issues.
npx @vibgrate/cli scan # drift score + upgrade priorities
npm install -D @vibgrate/cli # install for repeat runs
vg answers three questions for any repo:
vg code and as the VG Code panel in Vibgrate for VS Code — plus vg fix, ranked upgrade plans it can apply.Everything runs on your machine. No API key, no network call, no data leaving your repo unless you explicitly push. The vibgrate command is an alias for vg — they are interchangeable.
A real vg scan replay — drift score, breakdown, and ranked priorities in one command. Animation plays right here on GitHub; nothing runs in your browser.
▶ Try the live, interactive CLI simulator →
Step through every command ( scan , build , ask , why , …) against real sample repos.
No install, no signup:
npx @vibgrate/cli scan # drift score + upgrade priorities
npx @vibgrate/cli build # build the code graph npx @vibgrate/cli ask "what does AuthService do?" npx @vibgrate/cli code # a coding agent — it asks before every edit
Install for repeat runs:
npm install -D @vibgrate/cli
npx vg scan # vg is the primary command; vibgrate is an alias
Local binaries live in
node_modules/.bin— usenpx vg(or an npm script) unless you install globally.
Windows is supported with Node.js 24 or newer. PowerShell is the preferred shell for the Windows installer:
irm https://vibgrate.com/install.ps1 | iex
If you prefer npm, install the CLI globally:
npm install -g @vibgrate/cli
For a one-off run without changing PATH, use:
npx @vibgrate/cli scan
A global npm install places the vg.cmd and vibgrate.cmd shims in npm's global prefix. Check the exact location with npm config get prefix; if vg is not found, add that directory to your user PATH, then open a new PowerShell window. Verify the installation with:
vg --help
vg doctor
vg doctor is a read-only diagnostic command. If vg conflicts with another command on your system, use the identical vibgrate command instead. Command examples elsewhere in this README use POSIX path syntax; adapt paths to PowerShell on Windows.
vg serve starts [Vibgrate AI Context](https://vibgrate.com/library) — a local-first MCP server that gives any MCP-compatible assistant (Claude, Cursor, Windsurf, Copilot, Gemini CLI, …) your code map, offline drift, local models, and version-correct library docs, all from your machine (no account, nothing uploaded; thin local docs fall through to the hosted catalog unless you pass --local). No context-window stuffing, no hallucinated APIs. The map keeps itself fresh: when files change — including edits the assistant itself just made — the next tool call rebuilds it incrementally before answering, with no watcher or daemon involved.
node-turborepo/serve — vg serve --http starts Vibgrate AI Context. Live simulator .
Wire it up in one command:
vg install # interactive: pick your assistant(s) and done
vg install --all # install for every detected assistant at once
This writes the MCP config for your chosen tool(s) and installs a skill that teaches the assistant how to query the graph. After reloading your assistant you get graph-aware answers: call trees, impact analysis, drift findings, version-correct library docs — all from local data. The token savings are measured and published, methodology included, at vibgrate.com/cli/benchmarks/token-savings.
Browse all 21+ supported assistants and their skill descriptions at [vibgrate.com/skills](https://vibgrate.com/skills).
Every turn, your AI assistant re-sends the whole conversation — including the 20,000-line test log, the 400-row JSON payload, and the grep output it has already acted on. You pay for that context again on every step. Vibgrate CLI compresses tool output and older turns before they reach the model, keeps the originals retrievable on your machine, and reports what it saved.
vg install claude --compress # point Claude Code at the listener and start it (undo with `vg uninstall claude`)
vg savings # tokens and estimated dollars saved, today / 7 days / 30 days
There is no separate command to learn: compression is a mode of the server you already run and a flag on the installer you already use. vg install --compress writes the agent's own base-URL config, starts the listener in the background (or reuses one already running) and, for Claude Code, adds a SessionStart hook that brings it back after a reboot. vg serve --compress serves the code map and compresses in one foreground process; vg serve --compress --background starts only the listener and returns. For a single session without writing any config, vg serve --compress claude runs one agent through it and restores your environment when it exits. Inside vg code it is already on — bulky tool results are compressed before they re-enter the loop, and the model can pull any original back with vg_retrieve.
What it does, in the order it runs:
vg serve retrieve ) can pull back the original or just the slice it needs. Originals live in a short-lived local store — nothing is uploaded.cache mode compresses only the newest turn so your provider's prompt cache keeps hitting; token mode compresses everything eligible for the largest saving.vg install --compress supports Claude Code, Codex, Cursor, Aider, Copilot, OpenCode, Cline, Continue, Goose, OpenHands, Gemini CLI, Kimi, Grok and more; vg uninstall restores their config byte-for-byte. Or use the SDK wrappers for the Anthropic, OpenAI and Vercel AI SDK shapes.Everything runs locally and offline. The listener binds to loopback, forwards your provider credentials untouched, redacts secret shapes before anything is written to disk, and never phones home. vg serve config lists every knob and vg serve config set KEY VALUE changes one.
vg serve exposes 24 MCP tools (plus two memory tools with --memory):
calls_only follows calls and gives each call-site line.vg scan --vulns: CVE, severity, CVSS, fixed version, and EPSS or known-exploited fields when that scan recorded them.Only the beginning is shown; read the rest in the repo