Spec Driven Development
by formulahendry
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Runs on your computer★ 440MITUpdated 14 months ago
Install
DunkAPI
Overview
Description from the maker (original English)
NBA player props by sportsbook since 2023, plus play-by-play, shot locations and odds. REST and MCP.
PopNx MCP’s three pillars
These three are never merged into one score: opinions, measurements and popularity are different things.
- User voiceiNo reviews yetReviews open together with accounts in a later step
- Our basic checksi1 of 1 passedChecked from public information; code not scanned yet
- UsageiNot measured yet★ –
What you can do with it
We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.
- Connection: Runs in the cloud
- Transport: Streamable HTTP
- Category: Other
- You need to fill in: x-api-key
Install
Pick the AI app you use, then copy the settings.
Before you install
- Basic checks: 1 of 1 passed
- Runs on the maker’s server: what you ask it goes through their server.
- You fill in yourself:
x-api-key
Values marked secret are keys to your account. Never share them or paste them into a chat.
You need
- Runs in the cloudNothing to install; it connects over the internet
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.
Run this in your terminal
claude mcp add --transport http dunkapi https://mcp.dunkapi.com/mcp --header 'x-api-key: your-value'Fill in the empty values before running it.
Or copy the settings yourself
Paste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"dunkapi": {
"url": "https://mcp.dunkapi.com/mcp",
"headers": {
"x-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.
Or copy the settings yourself
Paste into .vscode/mcp.json in your project
{
"servers": {
"dunkapi": {
"type": "http",
"url": "https://mcp.dunkapi.com/mcp",
"headers": {
"x-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 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.
Values you fill in
x-api-keysecret required HTTP headerYour DunkAPI API key. Get a free key (500 credits every month) at dunkapi.com/signup
These settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.
What it can do
We have not read this server’s tool list yet; we check endpoints in rotation.
Basic checksi
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
- ✓ Pass
Maker matches the repo
The registry name was verified with the GitHub account noahowsh, which owns the repo
- … Not checked yet
Still maintained
We have not read this repo from GitHub yet
- … Not checked yet
Has a licence
We have not read this repo from GitHub yet
- … Not checked yet
Endpoint responds
Not checked yet; we check endpoints in rotation
- … Not checked yet
Sign-in with OAuth
Not checked yet; we check endpoints in rotation
- … Not checked yet
No hidden instructions in tool descriptions
Not checked yet; we read the tool list when we check the endpoint
Compared with others in Otheri
- More stars than 0% of the other 32398 servers in this category
- Published to the registry more recently than 65% of the other 32398 servers in this category
- Basic checks equal to or better than 100% of the other 32398 servers in this category
Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.
Common questions
Is DunkAPI safe?
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.
What keys or codes does it need?
You need to fill in: x-api-key
Does it run on my computer or in the cloud?
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.
Is it still maintained?
The GitHub repo last changed –, and the latest version (1.1.6) reached the registry 20 days ago.
Which apps can use it?
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.
What can I use instead?
In the same category: Spec Driven Development, Remote Desktop Commander, AI Deprecations
Alternatives
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
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Runs in the cloud★ 211Updated yesterday
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AI Deprecations
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Runs in the cloudUpdated today
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README from the maker
Open the README
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.
DunkAPI MCP server
The basketball data API. NBA play-by-play with the location of every shot, box scores, win probability, standings, injuries, our own team Elo ratings, sportsbook lines and player prop lines, plus the WNBA and men's and women's Division I college basketball. REST API and MCP server. 500 free credits every month, no card.
Website: https://dunkapi.com · Docs: https://dunkapi.com/docs · Get a key: https://dunkapi.com/signup
You: "What was each sportsbook's closing spread for every Celtics home game in 2023-24?"Claude: [calls get_odds]
You: "Which players took the most shots at the rim in the 2025 playoffs?" Claude: [calls get_shot_chart]
You: "How often has Jalen Brunson gone over his points line this season?" Claude: [calls get_prop_history]
Run it locally (stdio)
Most clients connect to https://mcp.dunkapi.com/mcp directly. For a client that launches a local process instead:
git clone https://github.com/noahowsh/dunkapi-mcp.git && cd dunkapi-mcp && npm installDUNKAPI_API_KEY=your_key node index.js
{ "mcpServers": { "dunkapi": { "command": "node", "args": ["/path/to/dunkapi-mcp/index.js"], "env": { "DUNKAPI_API_KEY": "your_key" } } } }It forwards to the hosted server with your key, so every tool and credit cost is the same.
Skills
skills/ holds 16 free Claude skills that turn Claude into a basketball analyst for the NBA, WNBA and men's and women's college basketball. A skill is a markdown file: when to use it, which DunkAPI tools it calls and what they cost, the method (shot zones and expected points, pace and efficiency, rolling game logs, prop modeling, devigging, backtesting), and examples taken from real API responses.
git clone https://github.com/noahowsh/dunkapi-mcp.gitOr install them as a Claude Code plugin:
/plugin marketplace add noahowsh/dunkapi-mcp/plugin install dunkapi-skills@dunkapi
Or with the skills CLI: npx skills add noahowsh/dunkapi-mcp.
Point Claude at the skills/ folder, connect the MCP server below, and ask a question. Start with the dispatch skill if you are not sure which one applies. Skills also work on your own CSV or JSON files, with no key. Full list: skills/README.md.
Python
The official Python client is on PyPI: dunkapi.
pip install dunkapiexport DUNKAPI_API_KEY=sk_live_...
from dunkapi import Client, to_dataframeclient = Client()
props = client.get_player_props( game_id="401810726", market="player_points", bookmaker="draftkings", ) df = to_dataframe(props, key="props") print(df[["player_name", "line", "over_odds", "under_odds"]].head(10))
Typed errors for a bad key, no credits left, not found and rate limits, automatic retries, and to_dataframe for pandas.
Quick start
This is a hosted (remote) MCP server over Streamable HTTP. There is nothing to install.
Claude Code
claude mcp add --transport http dunkapi "https://mcp.dunkapi.com/mcp?key=YOUR_API_KEY"Claude Desktop, Cursor and other clients
{"mcpServers": { "dunkapi": { "url": "https://mcp.dunkapi.com/mcp?key=YOUR_API_KEY" } } }
The key can also be sent as an x-api-key header or Authorization: Bearer. Connecting and listing tools works without a key; calling a tool needs one.
REST
curl -X POST https://mcp.dunkapi.com/v1/list_teams -H "x-api-key: YOUR_API_KEY"Every tool is POST /v1/{tool} with a JSON body.
Examples
Runnable Python (standard library only) and Node 18+ (no dependencies) examples live in examples/:
examples/python/quickstart.pyandexamples/node/quickstart.mjs: schedule plus a headline call.examples/python/nba_player_props.py: Player prop lines against results.
export DUNKAPI_API_KEY=your_keypython3 examples/python/quickstart.py node examples/node/quickstart.mjs
See examples/README.md for details. Get a free key (500 credits a month, no card) at https://dunkapi.com/signup.
Tools (18)
| Tool | What it returns |
|---|---|
list_teams | Team ids, abbreviations and colours for a season |
search_players | Find players by name |
list_games | Games with scores by season, date, range or team |
get_schedule | Upcoming games with the median line across sportsbooks |
get_standings | Standings from every final game: overall, conference, home, away, last 10 |
get_injuries | The latest injury report: status, injury and expected return (NBA, WNBA) |
get_ratings | Our team Elo ratings, ranked |
get_game | One game: both box scores, every player's line, each book's line, win probability |
get_player | Profile, per-season averages and shooting splits, last 10 games |
get_player_games | A player's full game log |
get_leaders | Season leaders per game, by percentage or in total |
get_team_stats | Pace, offensive, defensive and net rating, and the four factors |
get_odds | Every sportsbook's moneyline, spread and total for a game (5) or a day (10), with results against the line |
get_plays | Play-by-play with shot locations, zones, expected points and win probability |
get_shot_chart | Shot profile by zone for a player, team or defence, with every shot's x/y |
get_line_movement | Snapshots of each sportsbook's line before tip-off |
get_player_props | Player prop lines by sportsbook, opening and closing |
get_prop_history | A player's prop lines against the result, game by game |
Leagues: nba (default), wnba, ncaam, ncaaw (pass league to any tool).
Data
- NBA games since 2003-04 with play-by-play and shot locations (x/y, zone, expected points, win probability)
- The WNBA and men's and women's Division I college basketball through the same tools
- Team Elo ratings, standings from every final game, injury report (NBA, WNBA)
- Per-sportsbook moneylines, spreads and totals: 4 to 12 books per regular-season NBA game from 2013-14 to 2023-24 (10 to 12 from 2020-21), plus opening and closing lines since July 2020 (a median of 7 books per NBA game in 2020-21 to 2022-23, 8 since); pre-game line snapshots from launch: once a day, and every hour for games in the next two days
- Player prop lines by sportsbook (points, rebounds, assists, threes, points + rebounds + assists, blocks, steals) from May 2023 for the NBA and WNBA and from the 2023-24 season for men's college basketball, with the result against each line (
get_player_props,get_prop_history) - Women's college basketball: opening and closing lines from November 2024 (a median of 4 books); no player props
Coverage by season, read live from the database: https://dunkapi.com/docs
Useful pages
- Live odds and lines: https://dunkapi.com/odds
- Player props today (best price per player across books, live from the 2026-27 opener): https://dunkapi.com/props
- College basketball player props today (live from the 2026-27 season): https://dunkapi.com/props/college-basketball
- College props history guides: points, rebounds
- Props guides: points prop history, threes prop history
- Guides (Python, run against the live API): https://dunkapi.com/guides
- NBA play-by-play, shot chart by zone, backtest closing lines, team pace and efficiency, player game log and rolling average
- Docs and endpoint reference: https://dunkapi.com/docs
- Coverage by season: https://dunkapi.com/docs/atlas
- Datasets: https://dunkapi.com/data (play-by-play, shot charts, odds history, player props)
- Pricing: https://dunkapi.com/pricing
- Comparisons: BallDontLie, nba_api and stats.nba.com, Basketball Reference, Sportradar, SportsDataIO
- Leagues: WNBA, men's college, women's college
Pricing
500 free credits every month, no card. Plans: Starter $19/mo (10,000 credits), Pro $49/mo (30,000), Scale $149/mo (125,000). Wallet top-ups from $5, never expire. https://dunkapi.com/pricing
Attribution
Ratings are ours. Not affiliated with the NBA, WNBA, NCAA or any team.
License
MIT for the contents of this repository. Data terms as above.
Use with Codex
Add this repo as a Codex plugin marketplace, then install the plugin:
codex plugin marketplace add noahowsh/dunkapi-mcpThen open the plugin directory in Codex and install dunkapi-skills from the dunkapi marketplace. The plugin bundles the skills in skills/ and the DunkAPI MCP server (https://mcp.dunkapi.com/mcp). Set your key first (free at https://dunkapi.com/signup):
export DUNKAPI_API_KEY=your_keyCodex sends it as a bearer token.
Use with Gemini CLI
export DUNKAPI_API_KEY=your_keygemini extensions install https://github.com/noahowsh/dunkapi-mcp
The extension adds the DunkAPI MCP server (https://mcp.dunkapi.com/mcp) and sends the key in the x-api-key header. Get a free key (500 credits a month) at https://dunkapi.com/signup.