MCP HeartbeatTHE MCP OBSERVATORY
Public workspace

Explore

Evidence for your next connection.

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

Read-only probes

MCP server · Other

Dreambooth Studio

Ask about your Dreambooth Studio photobooths: sessions, revenue, credits, projects, device status.

Checks passed
14 / 22

1 failed · 7 not measured

Median response
681 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
22

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?
310
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 684 ms.

  • Pass
    Valid handshake

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

  • Pass
    Lists tools

    tools/list returned 22 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 681 ms over 2 samples in 7 days. The bar is 1000 ms. Need at least 5 samples.

  • Not measured
    Consistent (p95)

    95th percentile 684 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.

  • Fail
    Parameters documented

    100 of 142 parameters have a description (70%). 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 2026-08-11T10:01:57.616817Z, within 180 days.

  • Not measured
    Open-source licence

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

Start using Dreambooth Studio

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 dreambooth-studio https://mcp.dreamboothstudio.com/mcp

Capabilities

Tools 22

check_generation

Report on background work started by start_frame, refine_frame, start_booth, refine_booth or create_booth. Always pass the jobId that the start/refine/create call returned — keep it for the rest of the conversation, because an id keeps working for the full 15 minutes even if the connection re-authenticates partway through, and calling with no arguments does not. With no arguments it reports the most recent job of any kind, which is a convenience for when the id was lost, not the normal way to call it. Designing a booth takes 1-3 minutes, a redraw about a minute, creating a booth 2-6 minutes: tell the operator that, then poll about every 15 seconds. While it says 'running', nothing exists yet — relay the progress line if there is one, tell the operator it is still going, and wait 10-15 seconds before calling again rather than polling tightly. When it says 'done': a frame job carries imageUrl, threadId and generationId (a preview — nothing saved until save_frame); a booth design carries draft{…} (a draft — nothing created until create_booth); a booth creation carries booth{slug, boothUrl, projectId} — the one case where something now exists. This reads a status and creates nothing, so it is always safe to call.

Discovered
connect_account

Connect this conversation to the person's Dreambooth Studio account. The answer's status says what happened. already_connected: an account is connected; nothing to do. awaiting_approval: it returns a link the person opens in their own browser to sign in with Google and approve. A Google account with the same email as an existing Dreambooth account connects that account. Ask them to open it and say when they are done; do not call this tool again while waiting. use_client_sign_in: this client connects accounts through its own app or connector settings, where they can sign in with an email and password or with Google, so no link is returned. Ask them to connect Dreambooth there (the client also asks by itself when a tool needs an account), then repeat their question. Either way, someone who has no Dreambooth account yet gets one when they sign in. Call this when another tool reports that no account is connected, or when someone asks to connect or switch accounts.

Discovered
connection_status

Whether this conversation currently has a Dreambooth account connected, and which one. Call this if you are unsure whether to run connect_account first. Cheap and read-only — it does not contact Dreambooth.

Discovered
create_booth

Create the booth from a finished draft — the step that makes something real, live at its public link. Call it only after the operator has seen the draft via check_generation and agreed to create it; the title and link name (slug) default to the draft's unless the operator chose others. It reads the draft first (so everything set with update_booth_draft — settings, frames, filters, AI effect — is carried), checks the link name, draws the booth's own three photo-strip frames (3 images, up to five minutes), adds three starter frames from the catalogue and the Studio's default 'Normal' filter the way dreambooth.app/new does, then creates the booth with the draft's welcome design, background, colour theme and capture mode. Frames saved with save_frame and filters made with create_filter on this connection are carried automatically; ids can also be passed. Tell the operator it takes 2-6 minutes. Returns a job id; check_generation reports progress and, when done, the booth's public link, id and a dashboard link. If the link name is taken it stops before drawing anything — ask for another and call again. Creating twice with different link names makes two booths. The booth is live (unlisted) at once; there is no tool that edits or deletes a booth — changes happen in the dashboard.

Discovered
create_filter

Create a new photo filter on this operator's account from a description of the look they want — 'warm and slightly faded', 'high contrast black and white'. Translate the description into the adjustment numbers yourself; the ranges are in the schema. Call this only when the operator asks for a filter to be CREATED. It does not change an existing filter, and there is no tool that does — to edit or delete one, send them to the dashboard. Creating the same filter twice makes two filters, so do not retry a call that may have gone through.

Discovered
duplicate_project

Copy one of this operator's existing booths, with all of its settings, into a new one. Use it when they want another booth 'like' one they already run — a second location, a one-off event, a variant to experiment on. Call list_projects first to get the project id; the operator will name the booth, not its id. The copy is named after the original and is not published at the original's public address, so it is safe to make and they can rename it in the dashboard. To design a NEW booth from a description, use start_booth instead of this; there is no tool that edits or deletes a booth that already exists.

Discovered
get_booth_draft

Read a booth draft by its draftId — the same summary check_generation gives for a finished design, plus everything the draft has been given since (settings, chosen frames, filters, AI effect). Use it when the job from start_booth is no longer tracked, to show the draft again before create_booth, or to confirm what update_booth_draft applied. Reads only; nothing is generated or created. A draft lives 7 days on the operator's account.

Discovered
get_credits

This operator's remaining AI credit balance and their current subscription plan, including when it ends. Call this when they ask how many credits are left, whether they can still run AI effects, or what plan they are on. Credits are separate from wallet money — do not confuse the two.

Discovered
get_gallery_stats

How much media this operator's booths have produced: total, still active, and expired past the retention window. Call this when the operator asks how many photos or videos a booth has taken, or whether media is being lost to retention. Returns counts only, not the media itself.

Discovered
get_project

Full detail for a single booth: its name, public link, currency, screen size, and the live status of the device running it — whether it is online, when it was last seen, app version, and camera/printer/internet state. Call this when the operator asks about one specific booth, or whether a booth is working. Get the project id from list_projects first.

Discovered
get_revenue_summary

Business revenue from this operator's photobooth sessions across EVERY payment channel — gateway payments, cash vouchers (cash collected at the booth) and discount vouchers — grouped by month or day and by currency, with extra-print revenue and AI-effect purchases reported separately. Use this for any question about income, revenue or omzet. It is also the right tool when wallet earnings look too small: cash and voucher money never reaches the wallet ledger, so for operators who take cash the wallet figure legitimately understates income.

Discovered
get_sessions

List the photo sessions recorded on this operator's booths, with totals. Call this when the operator asks how busy a booth has been, how many sessions ran in a period, or wants to inspect individual sessions. Supports date ranges, per-booth filtering, payment status and payment channel. For money totals rather than session counts, use get_revenue_summary instead.

Discovered
get_wallet_transactions

This operator's wallet ledger: gateway earnings, withdrawals and refunds, newest first. Use for questions about the wallet, payouts or withdrawals. Do NOT use it to answer 'how much did I earn' — the wallet excludes cash and voucher income entirely, so for operators who take cash it understates real revenue. Use get_revenue_summary for income.

Discovered
list_projects

List the photobooth projects this operator owns, with id, name, public link slug, whether it is active, and its currency. Call this first whenever the operator names a booth — you need the project id to filter any other tool by booth. Does not return booth designs or page layouts.

Discovered
preview_filter

Show what a filter would look like BEFORE creating it: the Studio renders its sample photo (or the operator's own preview photo, if they set one in the dashboard) through the exact pipeline the booth uses, and returns an image URL. Free and read-only — call it whenever the operator is designing a filter, adjust the numbers from their reaction ('warmer', 'less contrast'), preview again, and call create_filter with the same adjustments only once they are happy. Some adjustments (shadows, highlights, whites, blacks, clarity, dehaze, vibrance, texture) are applied by the booth but cannot be shown here; the result lists them as notPreviewed so you can say so. Nothing is created by this tool.

Discovered
refine_booth

Change a booth draft from start_booth, using the draftId check_generation returned. what='welcome' redraws the welcome screen from an instruction ('warmer colours', 'bigger headline', 'less clutter') while keeping the design; add orientation 'phone' or 'laptop' to redraw only that screen (1 redraw) — without it both screens are redrawn (2). To change the words on the welcome screen (the couple's names, a new headline), pass headline with the exact new words: it is stored on the draft and both screens are repainted with it (2 redraws). Never use orientation for that, or the phone and laptop screens say different things. what='app-background' redraws the calmer backdrop behind the rest of the booth (1 redraw). what='everything' rebuilds the whole draft from a NEW full description (spends 1 of the draft's 3 full generations) — only when the operator wants a different booth, not a tweak. A draft has 5 redraws in total; check_generation reports what is left. Title, headline, link name and colours cannot be edited directly: they change only through a redraw instruction, or at create time (title, slug). Returns a job id; call check_generation. Call only when the operator asks for a change — never iterate on your own.

Discovered
refine_frame

Ask for a changed version of a frame in an existing design thread — 'darker', 'less ornament', 'make the flowers smaller', 'more gold'. Call it with the threadId that check_generation returned for start_frame, and ONLY when the operator asks for a change: every call spends part of the account's free daily allowance, so never iterate on your own initiative. It returns immediately with a job id; call check_generation for the new preview. Earlier versions in the thread stay available to save_frame, so a change the operator dislikes loses nothing.

Discovered
save_frame

Save one generation from a design thread as a real frame in this operator's frame list, with its photo windows cut out. Call it only when the operator has chosen a result — pass the threadId and generationId that check_generation returned for it. This CREATES a frame: saving the same generation twice makes two frames, so do not retry a call that may have gone through. The frame is private to the account unless the operator explicitly asks for it to be shared. After saving, the operator picks the frame in a booth's frame settings; this tool does not assign it to a booth, and there is no tool that edits or deletes a frame.

Discovered
search_docs

Search the Dreambooth Studio documentation and FAQ. Call this before answering any question about the product, hardware, printing, booth setup, guest payments, or troubleshooting — answer from the docs rather than from memory. Pages about Dreambooth's own plans and billing come back as a link only: share the link, and do not quote prices, plans or trials in the conversation. Works without a connected account.

Discovered
start_booth

Design a complete photobooth (a 'booth') for this operator from a description — the Studio designs the welcome screen for phone and laptop, the in-booth background, the colour theme, the capture mode, a title and a link name, exactly as dreambooth.app/new does. Before calling, gather in chat what /new would ask and put ALL of it in the prompt: the occasion or business, the vibe or style, colours, and the language the booth should speak — there is no separate questions step. It returns a job id immediately; call check_generation, and do NOT describe the booth as designed or created until that says done. The result is a DRAFT with a draftId: nothing is in the operator's booth list until create_booth. Every call makes a new draft and spends 1 of its 3 full generations, and an account may start 10 drafts an hour — never call it speculatively or twice for one request; change a draft with refine_booth instead.

Discovered
start_frame

Start designing a new photo frame for this operator's booths from a description of the look they want — 'batik motifs in warm gold', 'minimal Scandinavian, lots of white space'. It opens a design thread and makes the FIRST version. It returns immediately with a job id; call check_generation to see the result, and do NOT describe the frame as made until that says so. The result is a preview in the thread — nothing is in the operator's frame list until save_frame is called with the generation they choose. To change a result, call refine_frame with the threadId that check_generation returns, rather than starting again. Every generation spends part of the account's free daily allowance, so do not call this speculatively, twice for the same request, or while another generation is still running.

Discovered
update_booth_draft

Change a booth draft without a redraw: its title, link name, welcome button text, colours, capture mode, language, which frames and filters it carries, its AI effect, and the page settings the dashboard editor offers (photo count, countdown, timeouts, GIF/recording, retake, checkout, payment, result). Use it after check_generation shows the draft and the operator asks for one of these; what it sets is applied when create_booth runs. It cannot change the welcome headline or subtext of an AI-designed welcome (those are painted into the image — use refine_booth with what='welcome' and headline), and prices or packages are set in the dashboard. Answers at once with the updated draft, `applied` (what landed) and `rejected` (what did not, and why) — relay a rejection as a sentence, never as success. It never touches a booth that already exists.

Discovered

Recent measurements

Probe history

View status
Latest stored probes. Raw probe rows are kept for 14 days.
CheckedResultResponseTools
Connected684 ms22
Connected678 ms22