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Evidence for your next connection.

Independent measurements of remote MCP servers. Every observation has a timestamp.

Read-only probes

MCP server · Code & DevOps

Pandough

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

Checks passed
15 / 22

0 failed · 7 not measured

Median response
295 ms

Median of successful probes over 7 days

30-day uptime
Not measured

Share of countable probes over 30 days, including daily rollups. Auth challenges are excluded.

Discovered tools
7

Tool definitions returned by this server

Independent monitoring

Health & checks

Status history

Responded

The server completed its last measured handshake. This is an observation, not a guarantee.

Last checked
Check summary by test group
Test areaPassedFailedUnmeasured
ConnectionCan a client connect and discover tools?
500
Reliability & speedDoes it respond consistently and quickly?
103
Access & authenticationWhat is required to use this server?
102
Tool qualityAre the tool definitions usable by an agent?
400
Publisher identityCan the publisher be traced to its source?
402

Unmeasured means there is not enough evidence to decide. How these checks work

Inspect individual checks 22 recorded

Core

  • Pass
    Reachable

    Latest probe returned HTTP 200 in 313 ms.

  • Pass
    Valid handshake

    protocolVersion 2025-11-25, serverInfo.name pandough.

  • Pass
    Lists tools

    tools/list returned 7 tools.

  • Pass
    Current protocol

    Negotiated 2025-11-25. The bar is 2025-06-18 or newer.

  • Pass
    HTTPS

    The endpoint URL is https.

Performance

  • Not measured
    Fast (p50)

    Median latency 295 ms over 2 samples in 7 days. The bar is 1000 ms. Need at least 5 samples.

  • Not measured
    Consistent (p95)

    95th percentile 311 ms over 2 samples in 7 days. The bar is 3000 ms. Need at least 20 samples.

  • Not measured
    Reliable (uptime)

    2 of 2 attempts returned a tool list in 30 days (100%). The bar is 99%. Need at least 30 samples.

  • Pass
    Stable tool list

    No tool was removed and no required parameter was added in the last 30 days.

Access

  • Pass
    Open access

    tools/list succeeded with no credential, and the record declares none.

  • Not measured
    Standard auth

    Auth is not required, so the OAuth metadata check does not apply.

  • Not measured
    Free tier cited

    No publisher quote has been checked.

Tools

  • Pass
    Tools described

    Every tool description is at least 20 characters.

  • Pass
    Valid input schemas

    Every inputSchema is a JSON Schema object.

  • Pass
    Parameters documented

    28 of 28 parameters have a description (100%). The bar is 80%.

  • Pass
    Safety hints

    Every tool sets readOnlyHint or destructiveHint.

Publisher

  • Pass
    Verified namespace

    Listed in the Official MCP Registry.

  • Pass
    Website matches publisher

    The website host matches the reverse-domain namespace.

  • Pass
    Source repo linked

    A repository URL is on file.

  • Not measured
    Repo owner matches

    This namespace is not an io.github login, so the owner comparison does not apply.

  • Pass
    Recently updated

    Updated 2026-09-03T04:46:04.190139Z, within 180 days.

  • Not measured
    Open-source licence

    The GitHub licence lookup has not returned an OSI result yet.

Start using Pandough

Connect to this server

Choose your client, copy the configuration, then enable the server in your client’s MCP settings.

Run this command in your terminal, then restart Claude Code.

Claude Code

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

Capabilities

Tools 7

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.

Discovered
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 cancelled-Pro). Returns ids, flour, hydration, schedule, a calculator session link, and probe temps (air around the dough, not dough core).

Discovered
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 'classica' with a flour whose name contains it.

Discovered
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 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.

Discovered
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.

Discovered
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.

Discovered
troubleshoot

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

Discovered

Recent measurements

Probe history

View status
Latest stored probes. Raw probe rows are kept for 14 days.
CheckedResultResponseTools
Connected313 ms7
Connected277 ms7