Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Description from the maker (original English)
Scored, maintainable locators from a live page for AI coding agents, with checks and repairs.
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": {
"corlabs": {
"command": "npx",
"args": [
"-y",
"@corlabsdev/mcp"
]
}
}
}Run this in your terminal
claude mcp add corlabs -- npx -y @corlabsdev/mcpPaste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"corlabs": {
"command": "npx",
"args": [
"-y",
"@corlabsdev/mcp"
]
}
}
}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": {
"corlabs": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"@corlabsdev/mcp"
]
}
}
}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.
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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 publisher (corlabs.dev) is not the repo owner (kushshah12); someone else may have listed it
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 0 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 (0.1.7) reached the registry 10 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, Toggl 2.0
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.
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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.
An MCP server that lets a coding agent open a page, pick an element, and get ranked, graded locators for it in the test framework you use.
More at corlabs.dev.
Requires Node 18+ and Google Chrome (Microsoft Edge, or Playwright's Chromium, also work). Nothing is installed globally: your agent runs the server with npx.
Add COR to your client. Every client runs the same command, npx -y @corlabsdev/mcp.
Claude Code
claude mcp add cor -- npx -y @corlabsdev/mcp
To share it with your team, put it in .mcp.json at the project root instead:
{ "mcpServers": { "cor": { "command": "npx", "args": ["-y", "@corlabsdev/mcp"] } } }
GitHub Copilot (VS Code) — create .vscode/mcp.json (or run MCP: Add Server from the Command Palette):
{ "servers": { "cor": { "type": "stdio", "command": "npx", "args": ["-y", "@corlabsdev/mcp"] } } }
Then open Copilot Chat, switch to Agent mode, and enable cor in the tools list.
Codex (CLI and IDE extension)
codex mcp add cor -- npx -y @corlabsdev/mcp
or add this to ~/.codex/config.toml:
[mcp_servers.cor]
command = "npx" args = ["-y", "@corlabsdev/mcp"]
Cursor — .cursor/mcp.json, and Claude Desktop — claude_desktop_config.json:
{ "mcpServers": { "cor": { "command": "npx", "args": ["-y", "@corlabsdev/mcp"] } } }
Any other MCP client: register a stdio server whose command is npx with arguments -y @corlabsdev/mcp.
Restart the client (or reload the window), then ask your agent to open your page: *"Use COR to open https://example.com/login and write the locators for the sign-in form."*
If no browser is found the server says so; install Chrome, or run npx playwright-core install chromium.
Options (append to args, or after -- in claude mcp add):
| Flag | Effect |
|---|---|
--headless | Run the browser without a window (default: visible) |
--idle-minutes | Close the browser after n idle minutes |
--no-records | Write no entry records into your project (see below) |
| Tool | Does |
|---|---|
cor_open | Open a page; lists its controls with refs |
cor_snapshot | Text, controls and entries within one region of a large page |
cor_inspect | Ranked, graded locators for the elements you name, as entries to place in your code |
cor_click, cor_fill, cor_press | Act on the page and report what changed |
cor_check | Fail any locator in your files that did not come from COR |
cor_grade | Score a locator you wrote yourself |
cor_heal | Propose a repair for a locator that stopped matching |
cor_close | Close the browser |
cor_open the page, then cor_inspect every element the test touches, in one call.// COR cor:… comment included, in the file it names.cor_check before the tests. When a test breaks on a locator, cor_grade it and cor_heal if it is broken.npx -y @corlabsdev/mcp runs the latest version each time it starts. To pin one, use npx -y @corlabsdev/mcp@0.1.0.
Configure COR MCP instead of Playwright MCP for test authoring, not alongside it: COR drives the browser (open, click, fill, press), returns locators as entries for your locator files, checks them (cor_check) and repairs them (cor_heal). With a second browser server attached, an agent falls back to its snapshots and types its own selectors — which cor_check will then fail.
Settings are optional. COR infers your test framework and conventions from the repo; to override them, add a cor.config.js at the project root. framework names the test framework and the rest go under locators. Every field is optional; cor_open reports what was inferred and what was overridden:
module.exports = {
framework: 'playwright', // 'playwright' | 'cypress' | 'webdriverio' locators: { order: 'framework', // 'framework' (default: each framework's published guidance, after uniqueness) or 'testid-first' testIdAttribute: 'data-test', // what getByTestId reads (default: playwright.config's testIdAttribute, else data-testid) store: 'page-object-class', // 'page-object-class' | 'constants' | 'json' | 'yaml' storeDir: 'tests/pages', }, }
Every cor_inspect that recommends a locator also gives it an entry: the code to place in your locator file, the file and member it belongs in, and a comment carrying a short id, // COR cor:7f3a2c · … (in a YAML map, # COR cor:…). Keep that comment: cor_check uses the id to tell COR's locators from typed ones, and a later repair uses it to find what the locator pointed at. COR never edits your files — the agent places the entry.
Where: .cor/records/ .json in your project root (where your test framework's package.json is), one small file per element. Inspecting the same element again reuses its id and refreshes its file. For a JSON locator map, which cannot hold comments, COR also keeps .cor/ids.json ("file#key": "id") — it never adds keys to your map.
Commit them. They are how a repair works on a teammate's machine or in a CI checkout: the id travels in your code and the record travels with the repo. Add .cor/records/ to .gitignore if you would rather keep them on one machine.
What each record holds: the page (origin and path, masked), the element's position as a tag path, the entry's member name, the element's fingerprint — its tag; aria-label, aria-labelledby, name, placeholder, type, role, title, alt, href, for if present; up to 80 characters of its own text; its first five class names — and up to 12 locators ranked for it, stored as data ({ "kind": "testId", "value": "[data-test=\"…\"]" }), not as code to paste. COR never shows a record's contents to the agent.
What is never stored: what anyone typed into a field (input values), cookies, local storage, or anything from a storage-state file you pass to cor_open.
Masking. On an authenticated page the fields above can contain account data, so before anything is written:
| Found in text, attributes, classes or locators | Stored as |
|---|---|
| an email address | [email] |
| a run of 6 or more digits (order numbers, phone and card numbers; spaces and dashes allowed) | [number] |
| a long string of 24+ mixed letters and digits (tokens, session ids) | [token] |
the query string or fragment of an href | removed |
Short numbers and ordinary words are kept, because a heal needs them ("Step 2", "Qty 12", "Pay now"). Values are masked, not hashed. A heal compares stored values with the live page as plain text, so a hashed value could never match again.
Turning it off: start the server with --no-records or set COR_RECORDS=off (the old --no-fingerprints / COR_FINGERPRINTS=off still work): no record is written; entries still carry an id, and cor_check then checks ids for presence only. The ~/.cor/fingerprints/ store of earlier versions is no longer written or read; deleting it is safe.
The server sends anonymous usage metrics to help us see how COR is installed and used. Two events:
mcp_installed, once per install, on the first start: package version, Node version, OS platform.mcp_tool_called, once per tool call: tool name, duration in milliseconds, outcome (ok, tool_error, exception, or timeout), package version.Each install has a random anonymous ID, stored in ~/.cor/install-id. The first start prints one line on stderr saying so.
Never sent: page URLs or origins, element text, locators, file paths, input values, cookies, storage, record contents, error messages, or any email address. Every field is listed in the code (src/telemetry.js), and nothing else is added.
Turning it off: set COR_TELEMETRY=off (or COR_OFFLINE=true, which stops all outbound data). Nothing is sent and no ID file is written.