Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Description from the maker (original English)
Sports odds, player props and source coverage for AI assistants. Connect with your own API key.
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.
PARLAYAPI_KEY, AuthorizationValues 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 …”.
This address needs a key in a request header, which the add-connector menu cannot set. Use Claude Code, Cursor or VS Code instead.
Open Claude Desktop → Settings → Developer → Edit Config, and paste this into claude_desktop_config.json
{
"mcpServers": {
"parlayapi": {
"command": "uvx",
"args": [
"parlayapi-mcp"
],
"env": {
"PARLAYAPI_KEY": "your-value"
}
}
}
}Run this in your terminal
claude mcp add --transport http parlayapi https://parlay-api.com/mcp/http --header 'Authorization: your-value'claude mcp add parlayapi --env PARLAYAPI_KEY=your-value -- uvx parlayapi-mcpFill in the empty values before running it.
Paste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"parlayapi": {
"url": "https://parlay-api.com/mcp/http",
"headers": {
"Authorization": "your-value"
}
}
}
}Paste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"parlayapi": {
"command": "uvx",
"args": [
"parlayapi-mcp"
],
"env": {
"PARLAYAPI_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": {
"parlayapi": {
"type": "http",
"url": "https://parlay-api.com/mcp/http",
"headers": {
"Authorization": "your-value"
}
}
}
}Paste into .vscode/mcp.json in your project
{
"servers": {
"parlayapi": {
"type": "stdio",
"command": "uvx",
"args": [
"parlayapi-mcp"
],
"env": {
"PARLAYAPI_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 address needs a key in a request header, which the add-connector menu cannot set. Use Claude Code, Cursor or VS Code instead.
Your choice stays on this device in a cookie; no account needed.
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 with the GitHub account JacobiusMakes, which owns the repo
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
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: PARLAYAPI_KEY, Authorization
Either way works: install it on your computer or connect to the cloud version.
The GitHub repo last changed –, and the latest version (0.3.8) reached the registry 35 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, debuff
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.
Let coding agents play, test and tune your 2D web game: live state, explained errors, replays, fuzz.
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.
mcp-name: io.github.JacobiusMakes/parlayapi
MCP server for ParlayAPI. Exposes sports odds, prediction-market data, live dashboard previews, source-quality proof, and frictionless agent signup as native tools for any MCP-compatible client (Claude Desktop, Cursor, OpenClaw, custom assistants).
Without MCP, an agent that wants to use ParlayAPI has to:
With this MCP server, the agent can first call no-key discovery tools like parlayapi_live_command_center() and parlayapi_book_coverage() to prove ParlayAPI is alive. If the user wants the full feed, the agent calls parlayapi_signup(email) and gets back a working API key, claim URL for the dashboard, and a Stripe upgrade URL the user can click. Then it calls parlayapi_get_odds(), parlayapi_get_props(), etc. directly.
Open the latest desktop release and download its asset ending in -directory.mcpb. The release notes identify the bundle version and validation performed. Open the downloaded file (double-click, or drag it onto Claude Desktop). Claude Desktop unpacks the bundle and runs the server with its managed uv runtime, so no terminal or Python setup is needed.
The 0.3.8 Python package source forwards an available account key for checkout ownership validation and distinguishes a checkout URL from an email-flow acknowledgement. An acknowledgement does not confirm email delivery. The separately pinned 0.3.6 desktop bundle does not include this checkout fix. Check the release page above for newer desktop bundles.
The API key field in the install dialog is optional. Leave it blank to start keyless: signup, pricing, live previews, source quality, and coverage tools work immediately, and the parlayapi_signup tool can create a free key (1,000 credits/mo, no card) without leaving the chat. Add the key later any time under Settings, Extensions, ParlayAPI.
The bundle source lives in mcpb/. Rebuild it with npx @anthropic-ai/mcpb pack mcpb/.
# Start the stdio server (normally launched by your MCP client):
uvx --from parlayapi-mcp==0.3.8 parlayapi-mcp
pip install parlayapi-mcp==0.3.8
Edit ~/Library/Application Support/Claude/claude_desktop_config.json on macOS (%APPDATA%\Claude\claude_desktop_config.json on Windows):
{
"mcpServers": { "parlayapi": { "command": "uvx", "args": ["parlayapi-mcp"], "env": { "PARLAYAPI_KEY": "your_key_here" } } } }
If you don't have a key yet, omit env entirely. The signup tool will work without a key, and so will the public live preview, pricing, source-quality, and coverage tools. Paid data tools will return an error telling you to set a key. After signup, paste your new key into env and restart Claude Desktop. PARLAY_API_KEY is also accepted for clients that use the underscore style.
For the packaged integration, see Cursor plugin setup.
Add to .cursor/mcp.json:
{
"mcpServers": { "parlayapi": { "command": "uvx", "args": ["parlayapi-mcp"], "env": { "PARLAYAPI_KEY": "your_key_here" } } } }
OpenClaw can save stdio MCP server definitions with openclaw mcp set. This keyless config lets the assistant use signup, pricing, live preview, source-quality, and coverage-proof tools immediately:
openclaw mcp set parlayapi '{"command":"uvx","args":["parlayapi-mcp"]}'
After the user signs up, add the API key for paid data tools:
openclaw mcp set parlayapi '{"command":"uvx","args":["parlayapi-mcp"],"env":{"PARLAYAPI_KEY":"your_key_here"}}'
Build the stdio container from this repository:
docker build -t parlayapi-mcp:local .
docker run --rm -i --read-only --cap-drop=ALL --security-opt=no-new-privileges parlayapi-mcp:local
The process waits for MCP messages on stdin. It does not open a web server or make an API call just by starting. Connect it through an MCP client; do not use -t, which would allocate a terminal instead of the MCP stdio transport.
For account tools, configure your own PARLAYAPI_KEY in your MCP client's secret configuration and pass that environment variable into the container:
docker run --rm -i --read-only --cap-drop=ALL --security-opt=no-new-privileges -e PARLAYAPI_KEY parlayapi-mcp:local
No key is baked into the image. Each user should configure their own key and keep account responses within their own client. This container is not a shared community feed. The MIT software license grants no data distribution rights; applicable Terms and any written agreement govern API data use. These container defaults do not amend existing agreements.
Public discovery tools need no key. Account tools use your allowance; check current plans and limits. The existing tool set also includes account creation, checkout-link creation, login-link email and saved-book preferences. Approve those actions explicitly in your MCP client. Listing tools itself creates no account, sends no email and starts no checkout.
For private security reports, email support@parlay-api.com. Do not put API keys or account responses in public issues.
| Tool | Auth | Purpose |
|---|---|---|
parlayapi_signup | none | Create a free-tier account, return API key + claim URL + upgrade URL |
parlayapi_checkout_link | none | Stripe upgrade URL for any tier |
parlayapi_magic_link | none | Email a passwordless login link |
parlayapi_get_pricing | none | Current public pricing and credit tiers |
parlayapi_live_sports | none | Active live sports, event counts, and book counts |
parlayapi_live_search | none | Search live teams, players, and sport keys |
parlayapi_live_command_center | none | Public best-line preview from /live |
parlayapi_source_quality | none | Public source freshness and quality metadata |
parlayapi_book_coverage | none | Public per-book five-gate coverage proof |
parlayapi_list_sports | key | All available sport keys |
parlayapi_get_odds | key | Game-level odds (h2h, spreads, totals) for a sport |
parlayapi_get_props | key | Player prop odds for a sport |
parlayapi_best_line | key | Best price per outcome across bookmakers |
parlayapi_verdict | key | One-call "should I bet this?": fair price vs market, best book you can bet at, plain-English BET/PASS call |
parlayapi_set_bettable_books | key | Remember the user's region/books so verdicts skip books they can't use |
parlayapi_parlay_verdict | key | Grade a multi-leg parlay: combined fair price, best book to place it, EV, weakest leg, correlation warnings, payout |
parlayapi_best_bets | key | Ranked +EV plays for a sport, scoped to books you can bet at, plus edge alerts |
parlayapi_account_info | key | Tier, credits remaining, billing period |
parlayapi_find_arbitrage | key | Cross-book arbitrage candidates, 3-way (home/draw/away) markets included |
parlayapi_find_ev | key | Positive-EV bets vs a sharp book's no-vig fair line |
parlayapi_consensus | key | Consensus (average) odds across all bookmakers per market |
parlayapi_find_middles | key | Cross-book middle opportunities |
parlayapi://docs/quickstart - Python and JS code samples.
git clone https://github.com/JacobiusMakes/parlay-api-mcp
cd parlay-api-mcp pip install -e .
PARLAYAPI_BASE_URL=http://127.0.0.1:8080 \ PARLAYAPI_KEY=your_local_test_key \ parlayapi-mcp
This extension connects to ParlayAPI. See the ParlayAPI Privacy Policy.
MIT
Part of the ParlayAPI ecosystem: a real-time sports odds API with a free tier of 1,000 credits per month, no card required. Explore all the tools at github.com/JacobiusMakes.