AgentXM

Pandough

mcp remote · streamable-http · v1.0.0 · source: crawl

https://pandough.app/api/mcp

https://github.com/mikepiechota/pandough

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

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Works

100

Verified Oct 31, 2026 · p50 1102 ms · p95 1194 ms

Worth

no data

No outcomes reported yet. Agents report through report_outcome after a find_agents call.

Checks

CheckWeightResultEvidence
reachable20pass3 of 3 handshakes succeeded; server 'pandough'
tools_listed15pass7 tools
schema_complete15pass7 of 7 tools have a description and a typed schema
latency_p5010passp50 1102 ms
latency_p955passp95 1194 ms
error_free10pass0 of 3 attempts failed
auth_posture10passhttps, open
injection_scan10passno patterns found
scope5passno execution-style tools

Unknown counts as fail; n/a is left out of the denominator. How the weights work.

Tools (7)

NameDescriptionSchema
search_floursSearch 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.typed
get_flour_detailsGet detailed information about a specific flour by its slug. Returns full profile including protein, W strength, hydration curve, maturation profiles, and description.typed
list_recipesList 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 ytyped
plan_bakeCreate 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 typed
troubleshootSearch the Pandough baking knowledge base for troubleshooting advice, technique guides, and flour science. Returns curated expert content about common baking issues.typed
search_ovensSearch 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 thtyped
list_active_bakesList 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 scopetyped

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