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Pandough

R0· no sign-in

Flour-first dough plans: yeast, hydration, schedule from flour you own. No API key for plan tools.

v1.0.0 · active · repository · website · descriptor JSON · versions

An agent can connect right now, no human step.Remote endpoint, no authentication, reachable on the last probe.
Quality82good
Trust93of 100
Uptime, 30 days100%
Latency p501039 ms

Connect

8 clients · secrets stay placeholders
{
  "mcpServers": {
    "pandough": {
      "type": "http",
      "url": "https://pandough.app/api/mcp"
    }
  }
}
claude mcp add --transport http pandough https://pandough.app/api/mcp
[mcp_servers.pandough]
url = "https://pandough.app/api/mcp"
{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "pandough": {
      "type": "remote",
      "url": "https://pandough.app/api/mcp",
      "enabled": true
    }
  }
}
{
  "mcpServers": {
    "pandough": {
      "type": "http",
      "url": "https://pandough.app/api/mcp"
    }
  },
  "deeplink": "cursor://anysphere.cursor-deeplink/mcp/install?name=pandough&config=eyJ0eXBlIjoiaHR0cCIsInVybCI6Imh0dHBzOi8vcGFuZG91Z2guYXBwL2FwaS9tY3AifQ%3D%3D"
}
{
  "servers": {
    "pandough": {
      "type": "http",
      "url": "https://pandough.app/api/mcp"
    }
  }
}
{
  "mcpServers": {
    "pandough": {
      "httpUrl": "https://pandough.app/api/mcp"
    }
  }
}
extensions:
  "pandough":
    enabled: true
    name: "pandough"
    type: streamable_http
    uri: "https://pandough.app/api/mcp"
    timeout: 300

Quality 82 / 100good

protocol75 · weight 25
  • warn
    protocol.modernnewest supported version is 2025-11-25; 2026-07-28 not supported, older versions are deprecated until 2027-07-28
  • n/a
    protocol.statelessonly applies to 2026-07-28 servers
  • pass
    protocol.transportstreamable HTTP
  • n/a
    protocol.list_ttlonly applies to 2026-07-28 servers
authorizationn/a · weight 15
  • n/a
    auth.prm, auth.as_metadata, auth.cimdno remote uses OAuth
  • n/a
    auth.secret_in_urlno templated URL
tool hygiene79 · weight 30
  • pass
    tools.descriptionsevery tool has a description
  • warn
    tools.description_length1 tools have descriptions over 1,024 characters, which crowds the context
  • pass
    tools.schemasevery tool has an object input schema
  • pass
    tools.annotations7 of 7 tools declare readOnlyHint or destructiveHint
  • fail
    tools.directory_hintsno tool declares all four of readOnlyHint, destructiveHint, idempotentHint and openWorldHint; missing: get_flour_details (destructiveHint, idempotentHint, openWorldHint); list_recipes (destructiveHint, idempotentHint, openWorldHint); plan_bake (destructiveHint, idempotentHint, openWorldHint); …
  • pass
    tools.token_costabout 2,869 tokens to load every tool
  • pass
    tools.api_dumptools are not a one-to-one API dump
stability100 · weight 15
  • pass
    stability.changes2 tool changes in 30 days
  • pass
    stability.rug_pullno tool changed its meaning under the same name
dependenciesn/a · weight 15
  • n/a
    deps.known_vulns, deps.mcp_sdk_version, deps.resolvableno npm or PyPI package

7 tools, about 2,869 tokens to load them all · tool set 7e4343a76695 · tools last changed 2026-10-12 · checked 2026-10-20 19:10 UTC

Tool changes

  • plan_bakechangedinput schema
  • plan_bakechangedinput schema

Full history: list_changes · trend: quality JSON.

Checks run on what our credential-free, read-only probes observe; tools are never called and no code audit is performed. How it is computed.

Trust 93 / 100

provenance85
liveness100
freshness85
hygiene100

+repository +dns-namespace +website +reachable +uptime-100% ~updated-48d-ago

Derived from observable signals (official registry feed and our own credential-free probes); no code audit performed. How it is computed.

Endpoints

remoteauthreachableuptime 30dp50protocollast ok
https://pandough.app/api/mcp streamable-httpnoneyes100%1039 ms2025-11-252026-10-20

Tools (7)

get_flour_detailsread-onlyGet detailed information about a specific flour by its slug. Returns full profile including protein, W strength, hydration curve, maturation profiles, and description.
list_active_bakesread-onlyList 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).
list_recipesread-onlyList 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.
plan_bakeread-onlyCreate 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.
search_floursread-onlySearch 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.
search_ovensread-onlySearch 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.
troubleshootread-onlySearch the Pandough baking knowledge base for troubleshooting advice, technique guides, and flour science. Returns curated expert content about common baking issues.

Schemas: list_tools.

Similar MCP servers

Official server.json
{
  "name": "app.pandough/mcp",
  "icons": [
    {
      "src": "https://pandough.app/icons/icon-512.png",
      "sizes": [
        "512x512"
      ],
      "mimeType": "image/png"
    }
  ],
  "title": "Pandough",
  "$schema": "https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json",
  "remotes": [
    {
      "url": "https://pandough.app/api/mcp",
      "type": "streamable-http"
    }
  ],
  "version": "1.0.0",
  "repository": {
    "id": "1099608298",
    "url": "https://github.com/mikepiechota/pandough",
    "source": "github"
  },
  "websiteUrl": "https://pandough.app/connect",
  "description": "Flour-first dough plans: yeast, hydration, schedule from flour you own. No API key for plan tools."
}