Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Description from the maker (original English)
ATP and WTA tennis since 2007: sets, draws, rankings, head to head, surface Elo, sportsbook lines.
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.
x-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 …”.
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 acesapi https://mcp.acesapi.com/mcp --header 'x-api-key: your-value'Fill in the empty values before running it.
Paste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"acesapi": {
"url": "https://mcp.acesapi.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.
Paste into .vscode/mcp.json in your project
{
"servers": {
"acesapi": {
"type": "http",
"url": "https://mcp.acesapi.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.
x-api-key secret required 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 noahowsh, 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: x-api-key
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 (1.1.6) reached the registry 21 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, FOGA node
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.
The tennis data API. ATP and WTA singles matches with every set and tiebreak score, tournament draws round by round, player profiles, weekly rankings, head to head, surface splits, our own Elo by surface, and sportsbook moneylines on Grand Slam and Masters / WTA 1000 matches. REST API and MCP server. 500 free credits every month, no card.
Website: https://acesapi.com · Docs: https://acesapi.com/docs · Get a key: https://acesapi.com/signup
You: "What is Carlos Alcaraz's record on clay against top-10 players?"
Claude: [calls get_surface_splits]
You: "Who leads the Sinner and Alcaraz head to head, and how many of their meetings were finals?" Claude: [calls get_head_to_head]
You: "Which moneylines were posted for the 2025 US Open men's final?" Claude: [calls get_matches, then get_match]
Most clients connect to https://mcp.acesapi.com/mcp directly. For a client that launches a local process instead:
git clone https://github.com/noahowsh/acesapi-mcp.git && cd acesapi-mcp && npm install
ACESAPI_API_KEY=your_key node index.js
{ "mcpServers": { "acesapi": { "command": "node", "args": ["/path/to/acesapi-mcp/index.js"], "env": { "ACESAPI_API_KEY": "your_key" } } } }
It forwards to the hosted server with your key, so every tool and credit cost is the same.
This repo also ships 16 free Claude skills in skills/ that turn Claude into a tennis analyst on top of the tools below: match and player lookup, surface Elo, head to head, ranking history, set-score modeling, odds math, edge detection and backtesting. They call the AcesAPI tools and keep to what the data holds (no serve statistics, moneylines on Slams, Masters and WTA 1000 only).
git clone https://github.com/noahowsh/acesapi-mcp.git
Or install them as a Claude Code plugin:
/plugin marketplace add noahowsh/acesapi-mcp
/plugin install acesapi-skills@acesapi
Or with the skills CLI: npx skills add noahowsh/acesapi-mcp.
Point Claude at the skills/ folder, add the MCP server (see Quick start), and ask a question such as "who is favored in tomorrow's Shanghai match and why?". Full catalog: skills/README.md. The skills also work on your own CSV or JSON without a key.
The official Python client is on PyPI: acesapi.
pip install acesapi
export ACESAPI_API_KEY=sk_live_...
from acesapi import Client
client = Client()
ranks = client.get_rankings(limit=5) for row in ranks["rankings"]: print(row["rank"], row["name"], row["points"])
Typed errors for a bad key, no credits left, not found and rate limits, automatic retries, and to_dataframe for pandas.
This is a hosted (remote) MCP server over Streamable HTTP. There is nothing to install.
Claude Code
claude mcp add --transport http acesapi "https://mcp.acesapi.com/mcp?key=YOUR_API_KEY"
Claude Desktop, Cursor and other clients
{
"mcpServers": { "acesapi": { "url": "https://mcp.acesapi.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.acesapi.com/v1/list_tournaments -H "x-api-key: YOUR_API_KEY"
Every tool is POST /v1/{tool} with a JSON body.
Runnable Python (standard library only) and Node 18+ (no dependencies) examples live in examples/:
examples/python/quickstart.py and examples/node/quickstart.mjs: schedule plus a headline call.examples/python/tennis_head_to_head_surface_elo.py: Two players side by side.export ACESAPI_API_KEY=your_key
python3 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://acesapi.com/signup.
| Tool | What it returns |
|---|---|
list_tournaments | A season's tournaments with dates, surface, status and champion |
search_players | Find players by name or country |
get_tournament | A tournament's draw and results, round by round, with every set |
get_matches | Match results by day, tournament or season, with set and tiebreak scores |
get_schedule | Upcoming and in-progress matches for the next days |
get_match | One match: sets, tiebreak points, seeds, ratings and what the score says |
get_rankings | Weekly ranking lists since 2007, or one player's ranking history |
get_ratings | Our Elo ratings, overall or by surface |
get_head_to_head | Two players' meetings, wins by surface and in finals |
get_surface_splits | A player's record by surface: sets, games, tiebreaks, deciding sets |
get_player_stats | A player's season statistics from scores, by round and opponent rank |
get_player | Profile, ranking, ratings, career record, titles and recent matches |
get_player_matches | A player's matches with scores and ratings, filtered by season, surface or opponent |
Leagues: tennis (default, ATP), wta (pass league: "wta" to any tool).
odds array of get_match (there is no separate odds tool): Grand Slam matches from mid-2020 and ATP Masters and WTA 1000 matches from August 2024, pre-match, refreshed hourly; the array is empty for other tournamentsCoverage by season, read live from the database: https://acesapi.com/docs
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://acesapi.com/pricing
Surfaces and ratings are ours. Not affiliated with the ATP, WTA, ITF or any tournament.
MIT for the contents of this repository. Data terms as above.
Add this repo as a Codex plugin marketplace, then install the plugin:
codex plugin marketplace add noahowsh/acesapi-mcp
Then open the plugin directory in Codex and install acesapi-skills from the acesapi marketplace. The plugin bundles the skills in skills/ and the AcesAPI MCP server (https://mcp.acesapi.com/mcp). Set your key first (free at https://acesapi.com/signup):
export ACESAPI_API_KEY=your_key
Codex sends it as a bearer token.
export ACESAPI_API_KEY=your_key
gemini extensions install https://github.com/noahowsh/acesapi-mcp
The extension adds the AcesAPI MCP server (https://mcp.acesapi.com/mcp) and sends the key in the x-api-key header. Get a free key (500 credits a month) at https://acesapi.com/signup.