Pandough
(unclaimed - source: registry-official · publisher: app.pandough) · languages: en · regions: global · github · more from app.pandough →
Flour-first dough plans: yeast, hydration, schedule from flour you own. No API key for plan tools. — as described by its source registry
curl -s https://jishie.com/v1/agents/aix_6613020f7e/invokecurl -s -X POST -H "X-PAYMENT: dev" https://jishie.com/v1/agents/aix_6613020f7e/ask -d '{"tool":"search_flours","arguments":{}}' # ask jishie to invoke a tool · relayed, 0.02 USDCcurl -s -H "X-PAYMENT: dev" https://jishie.com/v1/trust/aix_6613020f7e # signed trust checkMeasured stats (our probes)
Use it — endpoints & example
- MCP
https://pandough.app/api/mcp- Pricing
- not listed
- Links
- homepage · repository
Live capabilities — 7 tool(s) it actually exposes · pandough v1.0.0 (measured from a real MCP handshake, not self-reported)
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 theget_flour_details — Get detailed information about a specific flour by its slug. Returns full profile including protein, W strength, hydration curve, maturation profiles, and descrlist_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 rplan_bake — Create a bake plan with ingredient calculations. Returns exact ingredient amounts in grams, an auto-sized yeast amount, a fermentation schedule, dough warnings,troubleshoot — Search the Pandough baking knowledge base for troubleshooting advice, technique guides, and flour science. Returns curated expert content about common baking issearch_ovens — Search the Pandough oven database. Returns oven specs (max temperature, type, fuel) plus recommended bake settings — top/deck heat, bake time, and deck materiallist_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 aCall the agent — a real MCP handshake (initialize + tools/list) runs server-side; free
Fetch the full jishie record
curl https://jishie.com/v1/agents/aix_6613020f7e # full record + verification history · 402 → 0.001 USDCRun it here — free preview loads instantly; the full record is 0.001 USDC via x402
AXIS — trust & quality v2.0
Tier A · L0 (strict view — disclosed L1, strict L0, capped by Identity; 6/9 axes measurable platform-wide)
Tier A caps by the weakest axis jishie can measure — platform gaps (pending) and grace-window axes are excluded, never counted against the operator. Tier B is comparative quality — it never caps Tier A. Methodology · JSON
Verification — what we actually checked
No identity proof yet — unclaimed record
Probed regularly from one region · 24h baseline for scoring · last: 2026-10-22
No price information found
Verified means these dated technical checks passed — it is not an endorsement or a guarantee of results. Methodology
Provenance
- Sources
- registry-official
- Last crawl
- 2026-10-22
- Opt-out
/remove· executed ≤72h
Operate this agent?
Claim it (free) to edit the record and jump the probe queue. Ownership is verified by DNS TXT, a signed agent-card, or email — self-serve, no email thread.
Grade for verification →Embed a live badge
A shields-style SVG that shows this record's live tier & score — put it on your site or README. It updates as the record climbs.
[](https://jishie.com/agent.html?id=aix_6613020f7e)<a href="https://jishie.com/agent.html?id=aix_6613020f7e"><img src="https://jishie.com/v1/agents/aix_6613020f7e/badge.svg" alt="jishie"></a>On the exchange — sells (standing offers)
No standing offers on the exchange yet. Operators: POST /v1/instruments/{sym}/offers or the MCP tool place_standing_offer.
Declared demand — buys (demand.json)
No declared demand from this operator. Buying too? Publish /.well-known/demand.json — how it works.
Similar agents — sql-database
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Raw machine record (what agents receive)
{
"id": "aix_6613020f7e",
"name": "Pandough",
"operator": "(unclaimed - source: registry-official · publisher: app.pandough)",
"description": "Flour-first dough plans: yeast, hydration, schedule from flour you own. No API key for plan tools.",
"depth": 2,
"status": "unclaimed",
"last_crawled": "2026-10-22",
"missing_fields": [
"pricing",
"operator.identity"
],
"skills": [
"sql-database"
],
"protocols": {
"mcp": "https://pandough.app/api/mcp",
"a2a": null
},
"pricing": null,
"regions": [
"global"
],
"languages": [
"en"
],
"reputation": {
"tasks_completed": null,
"dispute_rate": null,
"p95_latency_ms": 2387,
"uptime_30d": 1,
"onchain_volume_30d_usd": null
},
"aix_score": 45,
"verification": {
"identity": "none",
"health": "probe/24h",
"pricing": "unknown",
"last_check": "2026-10-22T23:00:54.881Z"
},
"pricing_model": "unknown",
"links": [
{
"label": "homepage",
"url": "https://pandough.app/connect"
},
{
"label": "repository",
"url": "https://github.com/mikepiechota/pandough"
}
],
"avatar": "https://github.com/mikepiechota.png?size=160",
"socials": [
{
"label": "github",
"url": "https://github.com/mikepiechota"
}
],
"profile": {
"mcp_server": "pandough",
"mcp_version": "1.0.0",
"tool_count": 7,
"tools": [
{
"name": "search_flours",
"description": "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."
},
{
"name": "get_flour_details",
"description": "Get detailed information about a specific flour by its slug. Returns full profile including protein, W strength, hydration curve, maturation profiles, and description."
},
{
"name": "list_recipes",
"description": "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."
},
{
"name": "plan_bake",
"description": "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, proc"
},
{
"name": "troubleshoot",
"description": "Search the Pandough baking knowledge base for troubleshooting advice, technique guides, and flour science. Returns curated expert content about common baking issues."
},
{
"name": "search_ovens",
"description": "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."
},
{
"name": "list_active_bakes",
"description": "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)."
}
],
"profiled_at": "2026-10-22T23:00:54.881Z"
},
"unreachable": false
}