Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Descripción del creador (original en inglés)
UFC fights since 2000, plus PFL and Bellator: results, round stats, fighters and odds. REST and MCP.
Estos tres nunca se combinan en una sola puntuación: las opiniones, las mediciones y la popularidad son cosas distintas.
Todavía no escribimos un resumen sencillo para este. Abajo están los datos que leímos del registro.
Elige la app de IA que usas y copia la configuración.
x-api-keyLos valores marcados como secretos son llaves de tu cuenta. Nunca los compartas ni los pegues en un chat.
Necesitas
¿Qué app usas?
Elige tu app arriba. La recordamos, así que la próxima vez el botón dirá “Instalar en …”.
Esta dirección necesita una clave en un header de la solicitud, y el menú para agregar conectores no puede ponerla. Usa Claude Code, Cursor o VS Code.
Ejecuta esto en tu terminal
claude mcp add --transport http fighterapi https://mcp.fighterapi.com/mcp --header 'x-api-key: your-value'Completa los valores vacíos antes de ejecutarlo.
Pégalo en .cursor/mcp.json de tu proyecto, o en ~/.cursor/mcp.json
{
"mcpServers": {
"fighterapi": {
"url": "https://mcp.fighterapi.com/mcp",
"headers": {
"x-api-key": "your-value"
}
}
}
}Tu navegador te pide permiso para abrir la app; luego la app muestra la configuración y te pide confirmar. Los valores de las claves quedan vacíos para que los completes tú.
Pégalo en .vscode/mcp.json de tu proyecto
{
"servers": {
"fighterapi": {
"type": "http",
"url": "https://mcp.fighterapi.com/mcp",
"headers": {
"x-api-key": "your-value"
}
}
}
}Tu navegador te pide permiso para abrir la app; luego la app muestra la configuración y te pide confirmar. Los valores de las claves quedan vacíos para que los completes tú.
Esta dirección necesita una clave en un header de la solicitud, y el menú para agregar conectores no puede ponerla. Usa Claude Code, Cursor o VS Code.
Tu elección se guarda en una cookie en este dispositivo; no necesitas cuenta.
x-api-key secreto obligatorio HTTP headerEsta configuración se genera a partir de la ficha del creador en el registro. Si el README dice otra cosa, sigue el README.
Nombres y descripciones de las herramientas tal como los informó el servidor el 7 nov 2026. Los escribió el creador, no nosotros; los mostramos como texto sin formato.
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
Revisamos información que cualquiera puede ver; no hemos leído el código. Las revisiones que no aplican no se cuentan. · Revisado el 8 nov 2026
El nombre en el registro se verificó con la cuenta de GitHub noahowsh, dueña del repo
Todavía no hemos leído este repo en GitHub
Todavía no hemos leído este repo en GitHub
Respondió en 477 ms (HTTP 200)
No hace falta iniciar sesión
Leímos 11 descripciones de herramientas y no encontramos instrucciones ocultas para la IA
Comparado con todos los servidores activos de esta categoría en el registro. Las estrellas solo cuentan cuando quien lo publica es dueño del repo.
Superó 3 de 3 revisiones básicas aplicables. No hemos leído el código. Antes de agregar una clave o un token, revisa qué acceso pide el servidor y usa una clave que tenga solo los permisos que necesitas.
Debes completar: x-api-key
Se ejecuta en la nube del creador. Te conectas por internet sin instalar nada, pero lo que envías pasa por los servidores del creador.
El repo de GitHub cambió por última vez –, y la última versión (1.1.6) llegó al registro hace 22 días.
Las apps compatibles con MCP, como Claude Desktop, Claude Code, Cursor y VS Code. Se conecta por URL, así que también funcionan las apps que aceptan servidores MCP remotos, como ChatGPT en modo desarrollador.
En la misma categoría: Spec Driven Development, Remote Desktop Commander, NexusWindows
Servidores de la misma categoría hechos por otros creadores, ordenados por estrellas.
Cómo leer una tarjeta:★ Estrellas de GitHubiTres pilares: reseñas · revisiones · usoiActualizado = fecha en que se publicó la última versión en el registroi
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.
Windows computer use in the background: desktop apps driven without your mouse or keyboard.
Copiado tal cual del repo del creador. PopNx MCP no lo ha revisado ni lo respalda. Se quitaron HTML, imágenes y scripts. Los enlaces llevan fuera de este sitio.
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.