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Pandough MCP server

Which MCP servers are Pandough's own, from the official registry and from asking its own domain, whether they answer, and what they offer. A program checked each of these, nobody copied them from a product page.

read 2026-10-19

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Whose server it is
  • Registry nameapp.pandough/mcpverified in the MCP registry

The registry name sits under pandough.app. The registry only lets a publisher use that namespace after proving control of the domain through DNS or HTTP.

When we asked itchecked 2026-10-19
  • Stateanswerschecked 2026-10-19
  • Tools7
  • Server calls itselfpandough
  • Server version1.0.0
  • Protocol version2025-06-18

On 2026-10-19 the server answered initialize and tools/list without a sign-in. First answer in 147 ms.

Should an agent connect itNot proven either way yet
  • Whether its tools do the product's job has not been judged yet.

Once connected

  • For "calculate dough quantities for a chosen flour and fermentation schedule", the likely first call is plan_bake.

Said by rules from the measurements above. The likely first call is a model's pick from the tool list; read its description before relying on it.

Measured dailydaily checks: 17, the first on 2026-10-19
  • INITE MCP score100 of 100answers 100 · definitions 100 · context 100 · connects 100
  • Answered100% of days17 of 17 daily checks
  • Median first answer380 ms
  • Space in an agent's context≈ 2,919 tokensthe definitions of all its tools (7), which an agent carries on every turn
  • Tool definitionsA · 100 of 100
  • Typed results0 of 7 toolsdeclared outputSchema: results come typed, read once
  • Every tool passes all six checks.

What an agent can do with it

  • can do · calculate dough quantities for a chosen flour and fermentation schedule
  • not sure · compare flours and ovens before mixing a batch
  • not sure · diagnose why pizza dough balls spread out flat

Each of the product's use cases, put to Jev against this server's tool list: can an agent do it with these tools?

Worth a look

None of the five warning signs in these definitions.

A program checks the server once a day: initialize and tools/list, no model. Tokens are the definitions' length at about four characters a token. The grade averages six checks of every tool's name, description, schema and annotations; it says how well the tools are described, not whether they work. The score weighs what was measured and nothing else: answering (25%), doing the product's job (25%), definitions (20%), context (10%), use (10%) and how readily a client connects (10%). A part that was not measured is left out, and a hidden instruction caps the score at 40. The state of vendors' MCP servers: method and numbers →

Tools it offers7 tools · read 2026-10-19
  • search_flours

    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.

  • get_flour_details

    Get detailed information about a specific flour by its slug. Returns full profile including protein, W strength, hydration curve, maturation profiles, and description.

  • list_recipes

    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…

  • plan_bake

    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…

  • troubleshoot

    Search the Pandough baking knowledge base for troubleshooting advice, technique guides, and flour science. Returns curated expert content about common baking issues.

  • search_ovens

    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.

  • list_active_bakes

    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…

How to connect

Add the server to your MCP client config. Claude Desktop, Cursor and most other clients read this shape:

{
  "mcpServers": {
    "pandough": {
      "type": "http",
      "url": "https://pandough.app/api/mcp"
    }
  }
}

Add it

Claude Code, in a terminal

claude mcp add --transport http pandough https://pandough.app/api/mcp

Add to CursorAdd to VS Code

claude.ai, ChatGPT and other clients: add https://pandough.app/api/mcp as a custom connector in the settings.

Each line is something a program found when it went looking: the registry entry, the server's own answer, a spec that parses. A missing line means we did not find it, not that it does not exist.