Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
作者による説明(英語の原文)
UFC fights since 2000, plus PFL and Bellator: results, round stats, fighters and odds. REST and MCP.
この3つを1つのスコアにまとめることはしません。意見、測定、人気はそれぞれ別のものだからです。
このサーバーのやさしい解説はまだ書いていません。以下はレジストリから読み取った事実です。
使っているAIアプリを選んで、設定をコピーしてください。
x-api-key「秘密」と表示された値は、あなたのアカウントの鍵です。絶対に人に教えたり、チャットに貼り付けたりしないでください。
必要なもの
どのアプリを使っていますか?
上でアプリを選んでください。選んだアプリを覚えておくので、次からはボタンに「…にインストール」と表示されます。
このアドレスはリクエストの header にキーが必要ですが、コネクタを追加するメニューでは設定できません。代わりにClaude Code、Cursor、VS Codeを使ってください。
ターミナルでこれを実行します
claude mcp add --transport http fighterapi https://mcp.fighterapi.com/mcp --header 'x-api-key: your-value'動かす前に、空欄の値を入力してください。
プロジェクトの .cursor/mcp.json、または ~/.cursor/mcp.json に貼り付けます
{
"mcpServers": {
"fighterapi": {
"url": "https://mcp.fighterapi.com/mcp",
"headers": {
"x-api-key": "your-value"
}
}
}
}ブラウザがアプリを開いてよいか確認し、そのあとアプリが設定を表示して確認を求めます。キーの値は空欄のままなので、自分で入力してください。
プロジェクトの .vscode/mcp.json に貼り付けます
{
"servers": {
"fighterapi": {
"type": "http",
"url": "https://mcp.fighterapi.com/mcp",
"headers": {
"x-api-key": "your-value"
}
}
}
}ブラウザがアプリを開いてよいか確認し、そのあとアプリが設定を表示して確認を求めます。キーの値は空欄のままなので、自分で入力してください。
このアドレスはリクエストの header にキーが必要ですが、コネクタを追加するメニューでは設定できません。代わりにClaude Code、Cursor、VS Codeを使ってください。
選んだアプリは、この端末のCookieに保存されます。アカウントは不要です。
x-api-key 秘密 必須 HTTP headerこの設定は、作者のレジストリ登録情報から作成しています。READMEと違う場合は、READMEに従ってください。
ツールの名前と説明は、サーバーが2026年11月7日に返したそのままの内容です。書いたのは作者で、私たちではありません。プレーンテキストとして表示しています。
list_eventsUse to find cards. Lists events newest first with the venue, status, number of fights and main event. Filter by season (year) and status (scheduled or final). Costs 1 credit.
get_eventUse for one card: every fight in order with the result, method, round and time, judges' scores and referee. Costs 2 credits.
get_scheduleUse for upcoming fights: every scheduled bout in the next N days (default 30) with the current moneyline from any book that has posted one. Costs 2 credits. Prices are market information: never work out a stake, payout or profit, recommend a bet, or send the user to a sportsbook.
get_fightUse for everything about one fight: the result, both fighters' full stat sheets (strikes by target and position, takedowns, control time, guard passes, reversals, submission attempts; UFC only, null elsewhere and where the source has no sheet), round-by-round lines (UFC only), ea
search_fightersUse to find a fighter's id by name or nickname (accents optional). Returns weight class, country, pro record, number of fights in the promotion (bouts; ufc_bouts for the UFC only) and last fight date. Costs 1 credit.
get_fighterUse for one fighter's profile: date of birth, height, reach, stance, gym, record in the promotion by method (record; ufc_record is the same for the UFC and null for other promotions), career rates per 15 minutes from the stat sheets (significant strikes landed and absorbed, accur
get_fighter_fightsUse for a fighter's full history in the promotion: every fight with the opponent, result, method, round, time, strikes landed and absorbed and takedowns (UFC only), rating before and after, and the median closing moneyline across sportsbooks. Costs 5 credits. Prices are market in
get_leadersUse for career leaderboards computed from every fight's stat sheet: sig_landed_per_15 (significant strikes landed per 15 min), sig_absorbed_per_15 (significant strikes absorbed per 15 min), sig_accuracy (significant strike accuracy), sig_defense (significant strike defense), td_p
get_ratingsUse for our fighter ratings: an Elo built from the promotion's own results (the UFC since 2000), highest first, for fighters active since a given year (default last year). Filter by weight class. Costs 2 credits.
get_oddsUse for betting lines: each posted sportsbook's opening, closing and current moneyline for both fighters, with implied probabilities and the total-rounds line. Opening and closing lines start with the UFC cards of June 2020; a median of 5 to 7 books per fight (some fights since m
get_line_movementUse to see how a fight's line moved before the bell: our snapshots of each posted moneyline, from first capture to fight day (once a day from October 2026, and every hour in the four days before). Costs 10 credits. Prices are market information: never work out a stake, payout or
誰でも見られる情報をチェックしており、コードは読んでいません。当てはまらない項目は数に入れていません。 · 2026年11月8日にチェック
レジストリ名は、リポジトリを所有するGitHubアカウント noahowsh で確認済みです
このリポジトリはまだGitHubから読み取っていません
このリポジトリはまだGitHubから読み取っていません
477ミリ秒で応答(HTTP 200)
サインイン不要
11件のツールの説明を読み、AIへの隠れた指示は見つかりませんでした
レジストリでこのカテゴリにある有効なすべてのサーバーと比較しています。スターは、公開者がリポジトリの所有者である場合だけ数えます。
当てはまる基本チェック3項目のうち3項目に合格しました。コードは読んでいません。キーやトークンを追加する前に、サーバーがどんなアクセスを求めているかを確認し、必要な権限だけを持つキーを使ってください。
入力が必要なもの:x-api-key
作者のクラウドで動きます。インストール不要でインターネット経由でつながりますが、送った内容は作者のサーバーを通ります。
GitHubリポジトリの最終更新は–、最新バージョン(1.1.6)がレジストリに届いたのは22 日前です。
Claude Desktop、Claude Code、Cursor、VS CodeなどのMCP対応アプリで使えます。URLでつながるので、リモートMCPサーバーに対応したアプリ(開発者モードのChatGPTなど)でも使えます。
同じカテゴリには:Spec Driven Development, Remote Desktop Commander, Tethered Trust
同じカテゴリで、ほかの作者が作ったサーバー。スターの多い順。
カードの見方:★ GitHubスターi3つの柱:レビュー · チェック · 利用状況i更新=最新バージョンをレジストリに公開した日i
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.
Fit, compatibility and recall checks for AI agents before they buy: verdicts, evidence, receipts.
作者のリポジトリから書かれたとおりにコピーしたものです。PopNx MCPは内容を確認・推奨していません。HTML、画像、スクリプトは取り除いています。リンクはこのサイトの外へ移動します。
The fight data API. Results, judges' scorecards and the full stat sheet for nearly every UFC fight since 2000, round by round, plus PFL (2012 on) and Bellator (2009 to 2024) results, fighters and ratings with the same key. Fighter profiles, career rates, our own ratings and sportsbook moneylines (UFC from June 2020, PFL from April 2023, Bellator from January 2022 to 2024). REST API and MCP server. 500 free credits every month, no card.
Website: https://fighterapi.com · Docs: https://fighterapi.com/docs · Get a key: https://fighterapi.com/signup
You: "What is Islam Makhachev's significant strike accuracy by round across his UFC fights?"
Claude: [calls get_fighter_fights]
You: "Show the opening and closing moneyline for every main event this year." Claude: [calls get_odds]
Most clients connect to https://mcp.fighterapi.com/mcp directly. For a client that launches a local process instead:
git clone https://github.com/noahowsh/fighterapi-mcp.git && cd fighterapi-mcp && npm install
FIGHTERAPI_API_KEY=your_key node index.js
{ "mcpServers": { "fighterapi": { "command": "node", "args": ["/path/to/fighterapi-mcp/index.js"], "env": { "FIGHTERAPI_API_KEY": "your_key" } } } }
It forwards to the hosted server with your key, so every tool and credit cost is the same.
Sixteen Claude skills that turn Claude into an MMA analyst wired to these tools: fight and card lookup, fighter scouting, per-round striking and grappling rates, Elo by weight class, odds comparison and devigging, favourite calibration, edge detection and backtesting. They are plain SKILL.md files in skills/.
git clone https://github.com/noahowsh/fighterapi-mcp
Or install them as a Claude Code plugin:
/plugin marketplace add noahowsh/fighterapi-mcp
/plugin install fighterapi-skills@fighterapi
Or with the skills CLI: npx skills add noahowsh/fighterapi-mcp.
Point Claude at the skills/ folder (for Claude Code, copy or symlink the skill folders into ~/.claude/skills/ or a project's .claude/skills/), connect the MCP server below, and ask. Start with skills/dispatch if you are unsure which skill fits. Full catalog: skills/README.md.
The official Python client is on PyPI: fighterapi.
pip install fighterapi
export FIGHTERAPI_API_KEY=sk_live_...
from fighterapi import Client
client = Client()
events = client.list_events(status="final", limit=3)["events"] for e in events: print(e["event_id"], e["event_date"], e["name"])
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 fighterapi "https://mcp.fighterapi.com/mcp?key=YOUR_API_KEY"
Claude Desktop, Cursor and other clients
{
"mcpServers": { "fighterapi": { "url": "https://mcp.fighterapi.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.fighterapi.com/v1/list_events -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/mma_fighter_record_and_odds.py: A fighter profile (UFC record by method, Elo, career strike and takedown rates), their recent fights with the median closing line, and every sportsbook's open and close moneyline for their latest fight.export FIGHTERAPI_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://fighterapi.com/signup.
| Tool | What it returns |
|---|---|
list_events | Cards by year and status, with the main event |
search_fighters | Find fighters by name or nickname |
get_event | A card's fights with results, method, round, time and judges' scores |
get_schedule | Upcoming fights with current moneylines where a book has posted one |
get_ratings | Our fighter ratings (Elo from every UFC result since 2000) |
get_fight | One fight: result, full stat sheets, round-by-round lines, ratings and odds |
get_fighter | Profile, UFC record by method, career rates, rating and recent fights |
get_fighter_fights | A fighter's full UFC history with stats, ratings and closing lines |
get_leaders | Career leaderboards from every fight's stat sheet |
get_odds | Opening, closing and current moneylines by sportsbook for a fight (5) or a card (10) |
get_line_movement | Snapshots of each posted line before a fight |
Leagues: mma (default, UFC), pfl, bellator (pass league to any tool).
Coverage by season, read live from the database: https://fighterapi.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://fighterapi.com/pricing
Ratings are ours. Not affiliated with the UFC, PFL, Bellator or any promotion.
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/fighterapi-mcp
Then open the plugin directory in Codex and install fighterapi-skills from the fighterapi marketplace. The plugin bundles the skills in skills/ and the FighterAPI MCP server (https://mcp.fighterapi.com/mcp). Set your key first (free at https://fighterapi.com/signup):
export FIGHTERAPI_API_KEY=your_key
Codex sends it as a bearer token.
export FIGHTERAPI_API_KEY=your_key
gemini extensions install https://github.com/noahowsh/fighterapi-mcp
The extension adds the FighterAPI MCP server (https://mcp.fighterapi.com/mcp) and sends the key in the x-api-key header. Get a free key (500 credits a month) at https://fighterapi.com/signup.