Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Description from the maker (original English)
UFC fights since 2000, plus PFL and Bellator: results, round stats, fighters and odds. REST and MCP.
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
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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 fighterapi https://mcp.fighterapi.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": {
"fighterapi": {
"url": "https://mcp.fighterapi.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": {
"fighterapi": {
"type": "http",
"url": "https://mcp.fighterapi.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.
Tool names and descriptions exactly as the server reported them on Nov 7, 2026. The maker wrote them, not us; we show them as plain text.
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
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 8, 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
Responded in 477 ms (HTTP 200)
No sign-in needed
Read 11 tool descriptions and found no hidden instructions to the AI
Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.
It passed 3 of 3 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 22 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, Tethered Trust
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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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 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.