Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Description from the maker (original English)
Size an entire sports betting slate as one portfolio, using fractional Kelly and exposure limits.
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You need
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This address needs a key in a request header, which the add-connector menu cannot set. Use Claude Code, Cursor or VS Code instead.
Run this in your terminal
claude mcp add --transport http kellyiq https://api.kellyiq.com/mcp --header 'Authorization: your-value'Fill in the empty values before running it.
Paste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"kellyiq": {
"url": "https://api.kellyiq.com/mcp",
"headers": {
"Authorization": "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": {
"kellyiq": {
"type": "http",
"url": "https://api.kellyiq.com/mcp",
"headers": {
"Authorization": "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 address needs a key in a request header, which the add-connector menu cannot set. Use Claude Code, Cursor or VS Code instead.
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Authorization secret HTTP headerThese settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.
We have not read this server’s tool list yet; we check endpoints in rotation.
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 against the domain kellyiq.com (the registry checks domain ownership)
We have not read this repo from GitHub yet
We have not read this repo from GitHub yet
Not checked yet; we check endpoints in rotation
Not checked yet; we check endpoints in rotation
Not checked yet; we read the tool list when we check the endpoint
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You need to fill in: Authorization
It runs in the maker’s cloud. Connect over the internet with nothing to install, but what you send passes through the maker’s servers.
The GitHub repo last changed –, and the latest version (1.0.0) reached the registry 8 days ago.
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. It connects by URL, so apps that accept remote MCP servers work too, such as ChatGPT in developer mode.
In the same category: Spec Driven Development, Remote Desktop Commander, Fomu MCP
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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.
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Working examples for the KellyIQ API: size a whole sports betting slate as one portfolio from your own scripts, models, spreadsheets and AI assistants.
You send your bankroll and the bets you have chosen, with your view of each. KellyIQ removes the bookmaker's margin from each price, applies your view, and returns a dollar stake for every bet, sized across the slate together under per-bet and total-exposure limits.
Create an API key in the KellyIQ app under Settings → API. Every plan includes API access, Free included, each with its own daily allowance. Then:
export KELLYIQ_API_KEY="kiqa_..."
Each recipe is a complete script in Python (requests) and JavaScript (Node 18+, no packages).
| Recipe | What it shows |
|---|---|
first-optimize | Size a three-bet slate and read every part of the result |
slate-from-csv | Keep your slate in a spreadsheet: CSV in, CSV of stakes out (slate.csv) |
reproducible-results | Get exactly the same answer again with the returned seed |
handling-limits | Back off and retry on rate limits and a busy server |
cd recipes
python first-optimize.py # or: node first-optimize.mjs
Each recipe has a walkthrough in the docs: Recipes.
pip install kellyiq (kellyiq-python): the same API with specific exceptions for each error and automatic retries when the server is busy.
| Example | What it shows |
|---|---|
python/size-a-slate.ipynb | A notebook: stakes, the probabilities behind them, and the risk at each Kelly fraction, as tables |
python/slate_from_csv.py | CSV in, CSV of stakes out, with each error handled (slate.csv) |
python/size_from_model.py | Your model's probabilities in, stakes merged back into the DataFrame (model_output.csv); needs pandas |
python/nba_home_teams.py | A real NBA slate (DraftKings prices, Oct 30, 2026) sized with every home team at the same assumed Moderate Edge (nba_2026-10-30.csv); needs pandas |
Guide: Python SDK.
spreadsheets/kellyiq-slate.xlsx: enter your bankroll and your bets, press Ctrl+Alt+F5, and get a stake for every bet with a summary of the slate. No macros, and your API key stays in a file on your computer, never in the workbook. Excel for Windows. Setup: spreadsheets/.
benchmarks/slate-sizing: three NBA slates sized by cap-then-scale, by the exact constrained optimum and by KellyIQ, scored by exact expected log growth. The slates, the scoring script and every stake are included so you can rerun it.
KellyIQ runs a hosted MCP server at https://api.kellyiq.com/mcp, so your assistant can size a slate as one of its tools. Claude connects by signing in; coding tools use an API key, with ready-to-use configs in mcp/:
| Assistant | Setup |
|---|---|
| Claude (web, desktop, mobile) | Settings, Connectors, Add custom connector, paste the URL, then Connect and sign in |
| Claude Code | mcp/claude-code.md |
| Cursor | mcp/cursor.json |
| VS Code (GitHub Copilot) | mcp/vscode.json |
| Gemini CLI | mcp/gemini-cli.md |
Full guide: AI assistants (MCP).
skills/analyze-my-slate teaches the assistant to collect your slate in one message, confirm before using an optimize, and explain the stakes and the risk. Install steps for Claude and Claude Code: skills/.
requestId from any error)Keep your key out of code you commit or share; every example here reads it from the environment.
KellyIQ sizes the bets you choose; it does not choose bets or predict outcomes. Results are calculations, not betting advice. 21+, where legal.
The examples are MIT licensed. The KellyIQ optimizer itself runs as a hosted service.