Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Description from the maker (original English)
Strict AI code reviewer powered by Groq. Finds bugs and vulnerabilities.
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.
GROQ_API_KEYValues marked secret are keys to your account. Never share them or paste them into a chat.
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": {
"code-sanitizer": {
"command": "uvx",
"args": [
"mcp-code-sanitizer"
],
"env": {
"GROQ_API_KEY": "your-value"
}
}
}
}Run this in your terminal
claude mcp add code-sanitizer --env GROQ_API_KEY=your-value -- uvx mcp-code-sanitizerFill in the empty values before running it.
Paste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"code-sanitizer": {
"command": "uvx",
"args": [
"mcp-code-sanitizer"
],
"env": {
"GROQ_API_KEY": "your-value"
}
}
}
}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": {
"code-sanitizer": {
"type": "stdio",
"command": "uvx",
"args": [
"mcp-code-sanitizer"
],
"env": {
"GROQ_API_KEY": "your-value"
}
}
}
}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 registry name was verified with the GitHub account notasandy, 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.
You need to fill in: GROQ_API_KEY
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 (0.1.0) reached the registry 6 months 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: Spec Driven Development, Remote Desktop Commander, Fomu MCP
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.
Kenya government form guides: checklists, draft letters, eCitizen, Huduma, timelines. Sample data.
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.
Strict AI-powered code reviewer for Claude Desktop, Cursor, VS Code, and Claude Code CLI.
Finds bugs, vulnerabilities, and security issues — powered by Groq (free API).
Claude / Cursor / VS Code ──MCP──► code-sanitizer ──REST──► Groq API
(server.py) (llama-3.3-70b)
| Tool | What it does |
|---|---|
analyze_code | Strict review — bugs, security issues, score 0–100 |
compare_code | Compares two versions, detects regressions, recommends merge/request_changes |
explain_code | Step-by-step explanation for junior / middle / senior audience |
generate_tests | Generates pytest / jest / go test — happy path, edge cases, security |
analyze_file | Analyzes a whole file from disk with parallel chunking |
generate_report | Builds an HTML report from any analysis result |
cache_info | Cache statistics and clearing |
{
"summary": "Critical SQL injection and secret exposed in logs", "score": 23, "issues": [ { "severity": "critical", "line": 2, "title": "SQL Injection", "description": "f-string directly interpolates user_id into query", "fix": "cursor.execute('SELECT * FROM users WHERE id = %s', (user_id,))" } ], "warnings": [{"title": "No exception handling", "description": "..."}], "suggestions": ["Consider using an ORM instead of raw SQL"] }
Prerequisite: Get a free Groq API key at console.groq.com/keys — no credit card required.
claude mcp add code-sanitizer -e GROQ_API_KEY=gsk_your_key -- uvx mcp-code-sanitizer
| OS | Config file |
|---|---|
| macOS | ~/Library/Application Support/Claude/claude_desktop_config.json |
| Windows | %APPDATA%\Claude\claude_desktop_config.json |
| Linux | ~/.config/Claude/claude_desktop_config.json |
{
"mcpServers": { "code-sanitizer": { "command": "uvx", "args": ["mcp-code-sanitizer"], "env": { "GROQ_API_KEY": "gsk_your_key_here" } } } }
Create .cursor/mcp.json in your project (or ~/.cursor/mcp.json globally):
{
"mcpServers": { "code-sanitizer": { "command": "uvx", "args": ["mcp-code-sanitizer"], "env": { "GROQ_API_KEY": "gsk_your_key_here" } } } }
Requires VS Code 1.99+ with GitHub Copilot. Create .vscode/mcp.json in your project:
{
"servers": { "code-sanitizer": { "command": "uvx", "args": ["mcp-code-sanitizer"], "env": { "GROQ_API_KEY": "gsk_your_key_here" } } } }
Or add globally via Ctrl+Shift+P → "MCP: Add Server".
Don't have `uvx`? Install it with
pip install uv, then use the commands above.
If you prefer cloning the repo:
git clone https://github.com/notasandy/mcp-code-sanitizer
cd mcp-code-sanitizer pip install -r requirements.txt cp .env.example .env # add your GROQ_API_KEY python server.py
Then point the client config to:
{
"command": "python", "args": ["/full/path/to/server.py"], "env": { "GROQ_API_KEY": "gsk_your_key_here" } }
Add AI code review to any repository in 5 lines. The action posts a structured comment on every PR with score, issues, and fix suggestions.
# .github/workflows/ai-review.yml
name: AI Code Review on: pull_request: types: [opened, synchronize]
permissions: contents: read pull-requests: write
jobs: review: runs-on: ubuntu-latest steps:
Add GROQ_API_KEY to your repository secrets → Settings → Secrets → Actions.
The action automatically:
After connecting, just write naturally:
Review this code for vulnerabilities:
def get_user(user_id): query = f"SELECT * FROM users WHERE id = {user_id}" return db.execute(query)
Or call tools explicitly:
analyze_file /path/to/my_script.py
generate_tests for this function: ... compare_code — before vs after refactor, did it get better? generate_report and save to /tmp/report.html
mcp-code-sanitizer/
├── server.py # FastMCP entry point ├── config.py # Constants — keys, limits, extension map ├── groq_client.py # Async Groq client with auto-retry on 429 ├── cache.py # In-memory LRU cache with TTL ├── prompts.py # System prompts for all tools └── tools/ ├── analyze.py # analyze_code ├── compare.py # compare_code ├── explain.py # explain_code ├── tests.py # generate_tests ├── file_tool.py # analyze_file — chunking + parallel analysis ├── cache_tool.py # cache_info └── report.py # generate_report — HTML output
All settings via .env or environment variables:
| Variable | Default | Description |
|---|---|---|
GROQ_API_KEY | — | Required. Get at console.groq.com |
GROQ_MODEL | llama-3.3-70b-versatile | Groq model to use |
CACHE_TTL | 3600 | Cache TTL in seconds |
CACHE_MAX | 200 | Max cached entries |
| Model | Speed | Quality |
|---|---|---|
llama-3.3-70b-versatile | Fast | Best (default) |
llama-3.1-8b-instant | Fastest | Good |
mixtral-8x7b-32768 | Fast | Great |
PRs and Issues are welcome. Most wanted:
MIT — do whatever you want. A star would be appreciated.