pandough
Registry code: 04d531dd664ddc03
Flour-first dough plans: yeast, hydration, schedule from flour you own. No API key for plan tools.
from a public catalogue that lists it, not from the operator
- endpoint
- https://pandough.app/api/mcp
- protocol
- http-sse ·2025-06-18
- authentication
- none observed
- public key
- none — nobody has proven they own this listing · is it yours? claim it
- karma
- 0 · newcomer
- Is pandough live?
- Yes — it answered the hub's last check (checked 3m ago). It answered 100% of checks over the last 30 days.
- Is pandough free to use?
- Partly — some of its tools are open, others need a key or payment.
- What tools does pandough have?
- 7 tools: get_flour_details, troubleshoot, plan_bake, search_ovens, list_recipes, search_flours, list_active_bakes.
- Is pandough safe to connect?
- The hub found no text in its card or tool descriptions aimed at the agent reading them. It measures what the server answers, not its code — grant it only the access its tools need.
90 days 99%· all time 99.1%
last good check
of 7 tools
- degraded → live
- degraded → live
- live → degraded· timeout after 20000ms
- degraded → live
- live → degraded· timeout after 20000ms
- topic
- lifestyle & home food & drink
- used for
- plan a dough recipe from your flour
- search flour specs
- find oven specs
- troubleshoot baking problems
- takes → gives
- text → data, text
- tools
- 7 reads
Calls placed through this hub's router, from its own receipts. Every caller and every payer counts the same; the chain total is counted from three payers.
through this hub
successful
what callers paid
Price is per tool, not per server. An agent whose handshake is open can hold tools that demand a key or a payment, and one figure for the whole agent sends callers into a wall.
search_ovens reads open 14h ago
Search the Pandough oven database. Returns oven specs (max temperature, type, fuel) plus recommended bake settings — top/deck heat, bake time, and deck material — computed for a Neapolitan pizza by the same heat engine the site uses.
{ "type": "object", "$schema": "http://json-schema.org/draft-07/schema#", "properties": { "type": { "type": "string", "maxLength": 50, "description": "Oven type filter (e.g. 'pizza-oven', 'home-oven', 'outdoor')" }, "query": { "type": "string", "maxLength": 200, "description": "Search term (oven name, brand)" } } }arguments 16 lineslist_recipes reads open 3m ago
List the dough recipe styles plan_bake supports. Call this when a user names a style (Neapolitan, classica, focaccia, bread, baguette) so you pass the correct recipeSlug instead of guessing — and so you never confuse a style word like 'classica' with a flour whose name contains it.
{ "type": "object", "$schema": "http://json-schema.org/draft-07/schema#", "properties": {} }arguments 5 linessearch_flours reads open 3m ago
Search the Pandough flour database. Returns flour names, protein %, W strength, hydration ranges, and types. Use this to help users find the right flour for their bake.
{ "type": "object", "$schema": "http://json-schema.org/draft-07/schema#", "properties": { "tag": { "type": "string", "maxLength": 50, "description": "Filter by tag (e.g. 'pizza', 'bread', 'pastry')" }, "query": { "type": "string", "maxLength": 200, "description": "Search term (name, brand, or type)" } } }arguments 16 lineslist_active_bakes reads auth-required 3m ago
List the signed-in baker's scheduled and active bakes plus live temperature-sensor readings when a device is reporting. The first call prompts the chat app to authorize a Pandough account (OAuth scope bakes:read). Needs Pro (or cancelled-Pro). Returns ids, flour, hydration, schedule, a calculator session link, and probe temps (air around the dough, not dough core).
{ "type": "object", "$schema": "http://json-schema.org/draft-07/schema#", "properties": {} }arguments 5 linesget_flour_details reads unknown 14h ago
Get detailed information about a specific flour by its slug. Returns full profile including protein, W strength, hydration curve, maturation profiles, and description.
{ "type": "object", "$schema": "http://json-schema.org/draft-07/schema#", "required": [ "slug" ], "properties": { "slug": { "type": "string", "maxLength": 120, "minLength": 1, "description": "Flour slug (e.g. 'caputo-pizzeria', 'manitoba-oro')" } } }arguments 15 linestroubleshoot reads unknown 7h ago
Search the Pandough baking knowledge base for troubleshooting advice, technique guides, and flour science. Returns curated expert content about common baking issues.
{ "type": "object", "$schema": "http://json-schema.org/draft-07/schema#", "required": [ "issue" ], "properties": { "issue": { "type": "string", "maxLength": 300, "minLength": 1, "description": "The baking issue or question (e.g. 'sticky dough', 'no oven spring', 'cold proof technique')" } } }arguments 15 linesplan_bake reads unknown 14h ago
Create a bake plan with ingredient calculations. Returns exact ingredient amounts in grams, an auto-sized yeast amount, a fermentation schedule, dough warnings, and a calculator URL the user can open in Pandough with all parameters prefilled. Before calling this, gather the inputs that actually determine a good plan (skip any the user already volunteered): (1) Strongly ask which oven model they use — call search_ovens and pass ovenSlug. If it is unlisted, ask for ovenType plus ovenMaxCelsius. Oven capability materially changes the hydration band and bake feasibility; if the user declines, proceed but say the result is not oven-adapted. (2) Which flour(s) do they have? — call search_flours to resolve a flourSlug (or pass flourBlend for a 2–5 flour cut, e.g. a Pulcinella base with 30% Manitoba); this is what makes hydration and warnings flour-aware. (3) Their room temperature and fridge temperature — pass roomTempCelsius/fridgeTempCelsius; temperature is the dominant driver of yeast amount and timing. (4) How they mix/knead (by hand, stand mixer, no-knead) — plan_bake does not return technique guidance, so pair it with a troubleshoot call for method advice. (5) Do they want a preferment? — pass `preferment` for a biga, poolish, tiga, cold/long biga, or a natural sourdough starter. The yeast figure accounts for the preferment, and the calculator link opens with the build already set up, so recommending a biga in prose without passing this param hands the user a direct dough. Don't interrogate a user who already gave a full brief.
{ "type": "object", "$schema": "http://json-schema.org/draft-07/schema#", "required": [ "recipeSlug" ], "properties": { "locale": { "enum": [ "en", "pl", "de", "es", "it", "nl", "fr", "ja", "ko", "sv", "pt", "hu", "cs" ], "type": "string", "description": "UI locale for the returned calculator link (e.g. 'en', 'pl', 'it'). Defaults to 'en'." }, "stages": { "type": "array", "items": { "type": "object", "required": [ "durationHours", "tempCelsius" ], "properties": { "tempCelsius": { "type": "number", "maximum": 35, "minimum": 0, "description": "Temperature of this stage in °C (the fridge temperature for a cold stage)" }, "durationHours": { "type": "number", "maximum": 168, "minimum": 0.25, "description": "Length of this stage in hours" } } }, "maxItems": 6, "minItems": 1, "description": "The full main-dough fermentation schedule as ordered stages (1–6), e.g. [{durationHours:1,tempCelsius:22},{durationHours:21,tempCelsius:4},{durationHours:2,tempCelsius:22}] for 1h at room temperature, 21h in the fridge, then a 2h warm-up. Use it when the user describes more than a room leg and a fridge leg, an order other than room then fridge, or a stage at its own temperature. The stages are the whole schedule: nothing is added (include the warm-up after the fridge yourself) and the calculator link opens on exactly these stages. Mutually exclusive with roomTempHours / fridgeTempHours. Room-temperature stages above 14h are clamped with a warning." }, "bakeTime": { "type": "string", "format": "date-time", "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))T(?:(?:[01]\\d|2[0-3]):[0-5]\\d(?::[0-5]\\d(?:\\.\\d+)?)?(?:Z|([+-](?:[01]\\d|2[0-3]):[0-5]\\d)))$", "description": "Target bake time as an ISO 8601 datetime with the user's UTC offset for that date, e.g. '2026-06-10T18:00:00+02:00' for 18:00 in Warsaw in June (+01:00 in winter: the offset follows daylight saving time). 'Z' means UTC, not the user's local time. Must be in the future." }, "ovenSlug": { "type": "string", "maxLength": 120, "minLength": 1, "description": "Exact oven model slug from search_ovens. Strongly preferred: the engine uses the model's real ceiling and oven class to adapt hydration and bake feasibility. Mutually exclusive with manual ovenType/ovenMaxCelsius." }, "ovenType": { "enum": [ "home-electric", "home-gas", "portable-gas", "portable-electric", "wood-fired", "pellet", "hybrid", "kamado" ], "type": "string", "description": "Oven class for an unlisted model. Pass together with ovenMaxCelsius; prefer ovenSlug when search_ovens finds the model." }, "servings": { "type": "integer", "maximum": 50, "minimum": 1, "description": "Number of portions/pizzas (1–50, default: 4)" }, "flourSlug": { "type": "string", "maxLength": 120, "description": "Flour slug from search_flours (e.g. 'caputo-pizzeria'). For a single flour. Mutually exclusive with flourBlend." }, "flourBlend": { "type": "array", "items": { "type": "object", "required": [ "flourSlug", "percent" ], "properties": { "percent": { "type": "number", "maximum": 99, "minimum": 1, "description": "This flour's share of the blend (1–99); the set must sum to 100" }, "flourSlug": { "type": "string", "maxLength": 120, "minLength": 1, "description": "Component flour slug from search_flours" } } }, "maxItems": 5, "minItems": 2, "description": "A weighted flour blend (2–5 flours summing to 100%), e.g. [{flourSlug:'caputo-pizzeria',percent:70},{flourSlug:'manitoba-oro',percent:30}]. Mutually exclusive with flourSlug." }, "preferment": { "type": "object", "required": [ "type" ], "properties": { "type": { "enum": [ "poolish", "biga", "biga-fredda", "biga-lunga", "tiga", "sourdough", "old-dough" ], "type": "string", "description": "Preferment style. poolish = 100% hydration, fast, extensible. biga = stiff (~45-50%). biga-fredda = one long cold hold. biga-lunga = 24h cold then 24h warm. tiga = tiga-style build. sourdough = natural starter (no commercial yeast)." }, "stages": { "type": "array", "items": { "type": "object", "required": [ "durationHours", "tempCelsius" ], "properties": { "tempCelsius": { "type": "number", "maximum": 40, "minimum": 0, "description": "Temperature of this leg in °C (use ~4 for the fridge)" }, "durationHours": { "type": "number", "maximum": 96, "minimum": 0.25, "description": "Length of this leg in hours" } } }, "maxItems": 6, "minItems": 1, "description": "The build program, leg by leg — e.g. [{durationHours:24,tempCelsius:4},{durationHours:24,tempCelsius:18}] for a long biga. Omit to use the style's default program." }, "flourSlug": { "type": "string", "maxLength": 120, "description": "Build the preferment from a specific flour (slug from search_flours). Omit to use the main flour." }, "percentFlour": { "type": "number", "maximum": 100, "minimum": 1, "description": "Share of the TOTAL flour that goes into the preferment (1-100). Defaults: 30 for biga/poolish/tiga, 15 for sourdough." }, "hydrationPercent": { "type": "number", "maximum": 200, "minimum": 40, "description": "Preferment hydration % (40-200). Defaults to the style's canonical value (poolish 100, biga ~45)." } }, "description": "Plan the bake around a preferment (biga, poolish, tiga, sourdough…). The yeast figure returned accounts for it, and the calculator link opens with the build already set up." }, "recipeSlug": { "type": "string", "maxLength": 120, "minLength": 1, "description": "Recipe type slug. Supported: neapolitan-pizza, classica-pizza, focaccia, artisan-bread, baguette (call list_recipes for the full list). When the user names a style like 'classica', pass that style here — do NOT confuse it with a flour whose name happens to contain the word." }, "roomTempHours": { "type": "number", "maximum": 168, "minimum": 0, "description": "Room-temperature fermentation hours (0–168). Pass BOTH this and fridgeTempHours to lock the split; naming only a total lets the engine choose. These hours are the bulk before the fridge: when the fridge leg is above 0 the plan adds the recipe's final proof at room temperature after the fridge (a warm-up) on top of them, and says so. Room legs above 14h are clamped with a warning." }, "ovenMaxCelsius": { "type": "number", "maximum": 600, "minimum": 100, "description": "The real maximum temperature in °C for an unlisted oven (100–600). This is what constrains hydration and bake time." }, "ovenMinCelsius": { "type": "number", "maximum": 400, "minimum": 0, "description": "Optional minimum set temperature in °C for an unlisted oven." }, "fridgeTempHours": { "type": "number", "maximum": 168, "minimum": 0, "description": "Cold fermentation hours (0–168). Pass BOTH this and roomTempHours to lock the split. A locked fridge leg above 0 is followed by a warm-up at room temperature (the recipe's final proof), shown as its own schedule line." }, "roomTempCelsius": { "type": "number", "maximum": 40, "minimum": 2, "description": "The user's real kitchen temperature in °C (2–40). The single biggest driver of yeast amount and timing — ask the user for it." }, "hydrationPercent": { "type": "number", "maximum": 110, "minimum": 40, "description": "Target hydration percentage (40–110)" }, "fridgeTempCelsius": { "type": "number", "maximum": 12, "minimum": 0, "description": "The user's real fridge temperature in °C (0–12). Ask the user for it when a cold ferment is involved." } } }arguments 233 lines
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