Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
제작자가 쓴 설명(영어 원문)
UFC fights since 2000, plus PFL and Bellator: results, round stats, fighters and odds. REST and MCP.
이 세 가지는 절대 하나의 점수로 합치지 않아요. 의견, 측정, 인기는 서로 다른 것이니까요.
이 서버는 아직 쉬운 말로 된 요약을 쓰지 못했어요. 아래는 레지스트리에서 읽어 온 사실이에요.
쓰고 있는 AI 앱을 고른 다음 설정을 복사하세요.
x-api-key비밀로 표시된 값은 내 계정의 열쇠예요. 절대 다른 사람과 공유하거나 채팅에 붙여 넣지 마세요.
필요한 것
어떤 앱을 쓰세요?
위에서 앱을 고르세요. 기억해 두었다가 다음부터는 버튼에 “…에 설치”라고 표시해요.
이 주소는 요청 header에 키가 필요한데, 커넥터 추가 메뉴에서는 넣을 수 없어요. 대신 Claude Code, Cursor, VS Code를 쓰세요.
터미널에서 이 명령어를 실행하세요
claude mcp add --transport http fighterapi https://mcp.fighterapi.com/mcp --header 'x-api-key: your-value'실행하기 전에 빈 값을 채워 주세요.
프로젝트의 .cursor/mcp.json 또는 ~/.cursor/mcp.json에 붙여 넣으세요
{
"mcpServers": {
"fighterapi": {
"url": "https://mcp.fighterapi.com/mcp",
"headers": {
"x-api-key": "your-value"
}
}
}
}브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
프로젝트의 .vscode/mcp.json에 붙여 넣으세요
{
"servers": {
"fighterapi": {
"type": "http",
"url": "https://mcp.fighterapi.com/mcp",
"headers": {
"x-api-key": "your-value"
}
}
}
}브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
이 주소는 요청 header에 키가 필요한데, 커넥터 추가 메뉴에서는 넣을 수 없어요. 대신 Claude Code, Cursor, VS Code를 쓰세요.
선택한 앱은 이 기기의 쿠키에만 저장돼요. 계정은 필요 없어요.
x-api-key 비밀 필수 HTTP header이 설정은 제작자의 레지스트리 정보로 만들었어요. README와 다르면 README를 따르세요.
도구 이름과 설명은 서버가 2026년 11월 7일에 알려 준 그대로예요. 우리가 아니라 제작자가 쓴 글이고, 일반 텍스트로만 보여 드려요.
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
누구나 볼 수 있는 정보를 점검했고, 코드는 읽지 않았어요. 해당하지 않는 항목은 개수에서 뺐어요. · 2026년 11월 8일 점검
레지스트리 이름이 GitHub 계정 noahowsh 기준으로 확인되었고, 이 계정이 저장소를 소유하고 있어요
아직 GitHub에서 이 저장소를 읽어 오지 않았어요
아직 GitHub에서 이 저장소를 읽어 오지 않았어요
477ms 만에 응답(HTTP 200)
로그인 필요 없음
도구 설명 11개를 읽었고, AI에게 보내는 숨겨진 지시는 없었어요
레지스트리에서 이 카테고리의 활성 서버 전체와 비교했어요. 스타는 게시자가 저장소를 소유한 경우에만 세요.
해당하는 기본 점검 3개 중 3개를 통과했어요. 코드는 읽지 않았어요. 키나 토큰을 넣기 전에 서버가 어떤 권한을 요구하는지 확인하고, 꼭 필요한 권한만 있는 키를 쓰세요.
입력해야 할 값: x-api-key
제작자의 클라우드에서 실행돼요. 설치 없이 인터넷으로 연결하지만, 보내는 내용은 제작자의 서버를 거쳐요.
GitHub 저장소는 마지막으로 – 변경됐고, 최신 버전(1.1.6)은 22일 전 레지스트리에 올라왔어요.
Claude Desktop, Claude Code, Cursor, VS Code처럼 MCP를 지원하는 앱에서 쓸 수 있어요. URL로 연결되기 때문에, 원격 MCP 서버를 지원하는 앱(예: 개발자 모드의 ChatGPT)에서도 쓸 수 있어요.
같은 카테고리에는: Spec Driven Development, Remote Desktop Commander, A1RO — Irish employment tools
같은 카테고리에서 다른 제작자가 만든 서버예요. 스타 순으로 정렬했어요.
카드 보는 법:★ GitHub 스타i세 기둥: 리뷰 · 점검 · 사용 정도i업데이트 = 최신 버전을 레지스트리에 공개한 날i
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.
Irish temp worker cost, public holiday pay and holidays, and SafeHandle certificate checks.
제작자의 저장소에서 쓰인 그대로 가져왔어요. PopNx MCP가 검토하거나 보증한 내용이 아니에요. HTML, 이미지, 스크립트는 제거했어요. 링크를 누르면 이 사이트를 벗어나요.
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.