Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Description from the maker (original English)
Unofficial Fitatu calorie counter: read and log food, weight, water and workouts.
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.
FITATU_SESSIONYou need
Which app do you use?
Pick your app above. We remember it, so next time the button says “Install in …”.
Open Claude Desktop → Settings → Developer → Edit Config, and paste this into claude_desktop_config.json
{
"mcpServers": {
"fitatu-api": {
"command": "uvx",
"args": [
"fitatu-api",
"mcp"
],
"env": {
"FITATU_SESSION": "your-value"
}
}
}
}Run this in your terminal
claude mcp add fitatu-api --env FITATU_SESSION=your-value -- uvx fitatu-api mcpFill in the empty values before running it.
Paste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"fitatu-api": {
"command": "uvx",
"args": [
"fitatu-api",
"mcp"
],
"env": {
"FITATU_SESSION": "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": {
"fitatu-api": {
"type": "stdio",
"command": "uvx",
"args": [
"fitatu-api",
"mcp"
],
"env": {
"FITATU_SESSION": "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 one runs on your computer, and ChatGPT can only connect to servers on the internet. Pick another app.
Your choice stays on this device in a cookie; no account needed.
FITATU_SESSION envThese settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.
Runs on your computer; the tool list appears in your AI app after you install it.
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 7, 2026
The registry name was verified with the GitHub account Jezue, which owns the repo
We have not read this repo from GitHub yet
We have not read this repo from GitHub yet
This one runs on your computer; there is no internet endpoint
Runs on your computer and uses local settings instead
Runs on your computer; we can only read tool lists from internet endpoints
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.
The registry does not list a required key, though some servers ask you to sign in on first use.
It runs on your computer. Your AI app starts it when needed, and data does not pass through the maker’s servers (unless it calls an online service itself).
The GitHub repo last changed –, and the latest version (0.6.0) reached the registry 22 days ago.
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. You also need Python (uv) on your computer.
In the same category: Spec Driven Development, Remote Desktop Commander, OpenTakeoff
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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Construction takeoff for AI agents: load plans, set scale, measure, count, export with provenance.
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.
An unofficial Python client for the API of Fitatu, the calorie counter, built to be driven by AI agents and scripts. It reads and writes the food diary, activities, body measurements and water, reads and sets goals, and reads summaries and the food catalog. FitatuTools turns the diary into tools a language model can call. The session handling follows python-garminconnect: log in once, keep one session file, let the client refresh it.
Unofficial. This project is not affiliated with or endorsed by Fitatu Sp. z o.o. The API
was reverse-engineered from the Fitatu apps and can change without notice. Automated access
may break Fitatu's Terms of Service; check them, and use the library only with your own
account and at your own risk. The MIT licence covers this code, not the Fitatu service, its
API or its data.
Python 3.11 or newer; the only dependency is requests (and tzdata on Windows).
pip install fitatu-api # the library and the fitatu-api command
pip install "fitatu-api[mcp]" # plus fitatu-mcp, the MCP server pip install "git+https://github.com/Jezue/fitatu_library" # unreleased changes from main
To work on the library or run its tests offline, clone it instead: git clone https://github.com/Jezue/fitatu_library && cd fitatu_library && pip install -e ".[dev]".
fitatu-api login # asks for e-mail and password, writes ~/.fitatu/session.json
Signed up with Apple or Facebook? Then the account has no password: copy the session from the web app with fitatu-api import-session instead, as described under Authentication & session file.
from datetime import date
from fitatu_api import FitatuApiClient
with FitatuApiClient.from_session() as client: # closes the HTTP connections at the end user_id = client.auth.fitatu_user_id today = date.today()
day = client.planner.get_day(user_id, today) for meal_key, meal in day["dietPlan"].items(): for row in meal["items"]: print(meal_key, row["name"], row["energy"], row["planDayDietItemId"])
egg = client.search_food("jajko kurze", limit=1)[0] # search rows carry the id as foodId added = client.planner.add_product_to_day_meal( user_id, today, meal_type="breakfast", product_id=egg["foodId"], measure_id=egg"measure", measure_quantity=2, # 2 of the hit's measure ) print("added row", added["row_id"])
How writes, row ids and removals work: docs/PLANNER.md.
To copy a catering diet's menu into the diary (safe to run again), use catering_sync.py from the repository: Importing a catering menu.
FitatuTools exposes 47 tools (read the day, search food, log food, weight, water, workouts, private recipes and products, ...) with JSON Schema inputs and read-only / destructive / idempotent annotations. call() never raises: it returns {"ok": true, "data": ...} or {"ok": false, "error": {"error_type", "message", "retryable", "hint", ...}}, so the model can read what went wrong. SYSTEM_PROMPT is the recommended system prompt: the rules the model needs on top of the tool descriptions (read before writing, users' own meal names, data.ok, confirmations). The model asks get_today for the date, in the account's time zone.
import json
import anthropic
from fitatu_api import FitatuTools from fitatu_api.agent import READ_ONLY_TOOLS, SYSTEM_PROMPT, anthropic_tools # openai_tools() for OpenAI
client = anthropic.Anthropic() messages = [{"role": "user", "content": "How many kcal did I eat today?"}]
with FitatuTools.from_session(tools=READ_ONLY_TOOLS) as tools: while True: response = client.messages.create( model="claude-opus-5-5", max_tokens=16000, system=SYSTEM_PROMPT, tools=anthropic_tools(READ_ONLY_TOOLS), messages=messages, ) messages.append({"role": "assistant", "content": response.content}) if response.stop_reason != "tool_use": break results = [ { "type": "tool_result", "tool_use_id": block.id, "content": json.dumps(tools.call(block.name, block.input)), } for block in response.content if block.type == "tool_use" ] messages.append({"role": "user", "content": results}) if response.stop_reason != "end_turn": # max_tokens or refusal: the answer is cut or missing raise RuntimeError(f"the model stopped early: {response.stop_reason}") print("".join(block.text for block in response.content if block.type == "text"))
The write tools (log food, update, move, copy and delete rows, weight, water, workouts, private recipes and products) need a loop that asks the user before destructive calls; it is in docs/AGENTS.md, with the tool table, the calls never to expose (session tokens, catalog writes), how to make writes safe to repeat, what to do per error_type, the OpenAI variant, long-running hosts, and how to try the tools without an account against the offline test backend.
fitatu-mcp serves the same tools to Claude Code, Claude Desktop and other MCP hosts over stdio, with SYSTEM_PROMPT as its instructions and three Polish slash commands (podsumowanie_dnia, przeglad_tygodnia, zaloguj_posilek):
pipx install "fitatu-api[mcp]"
fitatu-api login claude mcp add fitatu --scope user -- fitatu-mcp # fitatu-mcp --read-only: the read tools only
fitatu-mcp --http serves the same tools over HTTP, with a token, for n8n, another computer or Docker (the repository has a Dockerfile): docs/AGENTS.md.
Without an account, fitatu-mcp --demo (or FitatuTools.demo()) serves a small made-up diary kept in memory. For Claude Desktop, each GitHub release has fitatu- .mcpb, installed with a double click (log in with fitatu-api login first). Without installing anything, uvx --from "fitatu-api[mcp]" fitatu-mcp runs the server. It is listed in the MCP Registry as io.github.Jezue/fitatu-api (server.json). For Hermes Agent and other hosts that read Agent Skills, skills/fitatu-diary/SKILL.md tells the agent how to set the server up and use its tools well.
The host's permission prompt is the confirmation step, so keep it on for the destructive tools. Claude Desktop, uvx and what the server does: docs/AGENTS.md.
| Area | Client (FitatuApiClient) | Agent tools |
|---|---|---|
| Food diary | client.planner: read a day, add products, recipes, custom rows and search hits, update, move, copy, remove; the day's note | get_day, add_food, add_foods, add_custom_item, update_item, move_item, copy_meal, preview_removal, remove_items, set_note |
| Activities | planner.add_activity / remove_activity, client.activities (catalog, search, recent) | search_activity, add_activity, remove_activity |
| Foods | search_food, get_product_details, get_recipe, recipe catalog and its search, client.foods (favourites, recent) | search_food, search_recipes, get_recipe, find_by_barcode, get_food_measures, get_recent_foods, get_favorite_foods, set_favorite |
| The user's own foods | search_user_food, create_product, update_product, delete_product, create_recipe, update_recipe, delete_recipe | get_my_foods; create_food, update_food, delete_food and the recipe tools for the user's own private foods only |
| Measurements | client.measurements: weight and body sizes per day, history, charts | get_weight_history, get_body_measurements, get_measurement_history, log_weight, log_measurements |
| Water | client.water | get_water, set_water |
| Summary and export | client.summary: range totals, nutrient per day, top products, diary export | get_range_summary, get_progress, get_top_foods, get_report, get_shopping_list (worked out from the planned rows) |
| Fasting and habits | client.fasting (schemes, eating periods per day), client.habits (catalog, the user's habits, good days); read only | get_fasting, get_habits, get_good_days |
| Goals and settings | client.user_settings: targets, BMR/TMR, profile | get_targets, set_targets (the manual or automatic goal, macro split, glass size), get_profile (height, weight, goal, BMI, Premium; nothing that identifies the user) |
| Catalog writes | create_recipe(shared=True), set_product_proposal, duplicate cleanup | none, on purpose |
FitatuLibrary, which wraps most of these as *_via_api methods that return {"status": ...} instead of raising, is deprecated and will be removed in 1.0: for results that never raise use FitatuTools ({"ok": true, "data": ...}), otherwise the client. Every public call with its stability is listed in docs/API_REFERENCE.md.
| Free account | Premium | |
|---|---|---|
| Diary: read, log, update, move, copy, remove food, notes, activities, water, weight, body measurements | ✅ | ✅ |
Search, barcode, food measures, recipe search by words and max_energy_kcal, recipes in full, private recipes and products, favourites, recent foods | ✅ | ✅ |
Recipe search filters (min_protein_g, max_carbohydrate_g, max_cooking_time, diets, meal) and premium catalog recipes (get_recipe, get_food_measures, add_food, add_foods; the shopping list leaves out their ingredients) | ❌ "needs Fitatu Premium": the tools follow the app | ✅ |
Goals: read and set (get_targets, set_targets), progress (get_progress), reports (get_report), range totals (get_range_summary) | ✅ (progress: a request per day, at most 31 days) | ✅ |
| Weight and body measurement history, profile, fasting and habits (read), shopping list | ✅ | ✅ |
Top foods (get_top_foods, summary.get_top_products()) | ❌ 403: needs Fitatu Premium | ✅ |
Diary export (fitatu-api export, summary.export_diary()) | ❌ 403: "needs Fitatu Premium" | ✅ |
Protein / fat / carbohydrate day by day (summary.get_nutrient_by_day(); energy works on both) | ❌ 403 (get_progress reads around it) | ✅ |
Nearly everything works on an account without Fitatu Premium. Fitatu answers 403 without it to (checked live 2026-10-15):
Only the beginning is shown; read the rest in the repo