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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 · Other

ShotPulled

Espresso dialing: log a shot, say how it tasted, get one change in your grinder's own clicks.

Checks passed
12 / 22

2 failed · 8 not measured

Median response
469 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
44

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?
004
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?
312

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 469 ms.

  • Pass
    Valid handshake

    protocolVersion 2025-06-18, serverInfo.name shotpulled.

  • Pass
    Lists tools

    tools/list returned 44 tools.

  • Pass
    Current protocol

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

  • Pass
    HTTPS

    The endpoint URL is https.

Performance

  • Not measured
    Fast (p50)

    Median latency 469 ms over 1 samples in 7 days. The bar is 1000 ms. Need at least 5 samples.

  • Not measured
    Consistent (p95)

    95th percentile 469 ms over 1 samples in 7 days. The bar is 3000 ms. Need at least 20 samples.

  • Not measured
    Reliable (uptime)

    1 of 1 attempts returned a tool list in 30 days (100%). The bar is 99%. Need at least 30 samples.

  • Not measured
    Stable tool list

    Fewer than two successful probes in 30 days, so tool-list stability is not measured.

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

    247 of 416 parameters have a description (59%). 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.

  • Fail
    Source repo linked

    No 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 2026-10-26T11:42:43.40748Z, within 180 days.

  • Not measured
    Open-source licence

    No GitHub repository to ask about a licence.

Start using ShotPulled

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 shotpulled https://mcp.shotpulled.com/mcp

Capabilities

Tools 44

compute_age

Compute a bag's age in days off roast and its resting/staling verdict, for the coffee's current bag by default or for the bag named.

Discovered
delete_shot

Delete a logged shot from history. Restores the bean's remaining weight (which is derived from logged doses). Hard delete: there is no undo. To fix a mistake on an otherwise-valid shot, prefer update_shot over delete-and-relog.

Discovered
diagnose_preview

Sandbox-only diagnosis, writes nothing (no verdict, no recommendation-trail entry). Two modes: pass shot_id to dry-run a LOGGED shot (optionally overriding its sensory_tags, for the "what would this read as?" preview; the shot's own bean and its age at pulled_at are used), or pass the full metric set (bean_id, grinder_id, machine_id, grind_label, dose_g, yield_g, time_s, source) for a hypothetical shot. Identical output shape to diagnose_shot, including bean_context.

Discovered
diagnose_shot

Evaluate shot metrics to provide ranked hypotheses (C6) and warn on flip-flops (G2) or fatigue (G6). Resolves the SHOT's own bean (age computed at the shot's pulled_at), never the active profile, and echoes it as bean_context, so diagnosing an older or differently-filed shot is always safe. The engine reads metrics and sensory tags, NOT free-text notes, so make sure taste feedback is recorded as sensory_tags on the shot (via log_shot or update_shot) before diagnosing; otherwise an in-range shot that tastes bad will come back "balanced".

Discovered
get_dial_state

Retrieve current dialing state, active context, recent shots, recommendations, and locked recipes.

Discovered
get_kb_version

Retrieve the current version of the knowledge base.

Discovered
get_maintenance_guides

Step-by-step maintenance guides: tools, supplies, steps and warnings, in our own words with the maker's documents as sources. With no arguments, every guide for the user's current grinders and machines (and the water filter fitted in each). With guide_ids, those guides; the ids come from maintenance.tasks[].guide.id in list_grinders and list_machines. Ids that match no guide are listed under missing.

Discovered
get_rule

Retrieve the detailed text of a specific rule from the knowledge base by its rule ID.

Discovered
get_stats

Get compact flat usage stats for a grinder, machine, or bean.

Discovered
grinder_math

Determine steps/clicks difference and directions between setting labels (C3).

Discovered
kb_changelog

Retrieve the changelog showing updates and version differences for the knowledge base.

Discovered
list_beans

List the coffees registered for the account, with status filter. Each coffee carries its bags[] (every purchase, with its own freshness and grams left) and current_bag_id; the row's top-level roast_date, state, grams_remaining and age fields are the current bag's. The `id` on each row is the number this account knows that coffee by, counting from 1: safe to show, and what other tools expect back; bag ids are a separate series.

Discovered
list_grinders

List grinders registered for the account, with status filter. The `id` on each row is the number this account knows that record by, counting from 1: safe to show, and what other tools expect back. Each row carries its maintenance block: every task with its class (S schedule, H habit, Y symptom, A the machine signals it, T technician, N never, U unstated, E event), due state, and the guide to follow.

Discovered
list_machines

List machines registered for the account, with status filter. The `id` on each row is the number this account knows that record by, counting from 1: safe to show, and what other tools expect back. Each row carries its maintenance block, researched per model: every task with its class, due state, what the maker forbids, and the guide to follow. `settings` lists the selectors its model has and where each stands (null: unknown model, or none).

Discovered
list_maintenance_due

What maintenance is due across the user's current grinders and machines, most urgent first. Use it for "is anything due?". Only tasks with an interval compete: a task the machine counts and signals itself, one done by habit or when a symptom shows, and one the maker advises against never appear. Each item says how far along it is (ratio, done of every, on which basis), whether it is coming up (soon), and whether the interval is the user's, the maker's or ShotPulled's default.

Discovered
list_recipes

List recipes (all or filtered by equipment and status). The `id` on each row is the number this account knows that record by, counting from 1: safe to show, and what other tools expect back.

Discovered
list_scales

List registered scales for the account. The `id` on each row is the number this account knows that record by, counting from 1: safe to show, and what other tools expect back.

Discovered
list_shots

List shot history with support for pagination and filtering. Every shot carries a derived taste_pending flag (1 = logged with no sensory tags, no rating, and no tasted flip: the tasting is still owed and can be backfilled with update_shot).

Discovered
list_waters

List registered waters for the account. The `id` on each row is the number this account knows that record by, counting from 1: safe to show, and what other tools expect back.

Discovered
lock_recipe

Lock a successful shot as the reference dialing recipe for this equipment profile. It overwrites the recipe already locked for the same coffee, grinder, machine, program and drink intent, which keeps its recipe_id.

Discovered
log_maintenance

Log a cleaning or maintenance job against a piece of equipment. A task that takes the thing apart opens a calibration epoch, and every recipe locked before it is read through that epoch's offset. Record the offset here if you counted the clicks while reassembling, which is the one moment anybody actually knows it. Any task in the maintenance vocabulary can be logged against a grinder or machine it belongs to, including one the maker advises against, because the log records what was done. Read each piece of equipment's tasks, their intervals and their due state from list_grinders and list_machines.

Discovered
log_recommendation

Log a recommended dialing change to allow contradiction/oscillation checking (G2).

Discovered
log_shot

Log an espresso or alternative shot/brew attempt. Uses the active context (bean/grinder/machine/program) unless overridden via bean_id/grinder_id/machine_id/program_id. ALWAYS pass bean_id explicitly when the user names a specific coffee, so the shot cannot land on the wrong bag. Backdate with pulled_at when the shot happened earlier. When the user reports taste (bitter, sour, harsh, hollow…), include matching sensory_tags: the diagnosis engine reads tags and metrics, not free-text flavor_notes. When the user tasted the shot and reports it as GOOD/clean (no defects), pass tasted=1 with no sensory_tags. Otherwise a tag-less, rating-less shot is filed taste-pending as if never tasted.

Discovered
merge_beans

Fold one coffee into another when the same coffee was registered twice. Every bag, shot, recipe and recommendation of from_bean_id moves to into_bean_id; the active coffee follows if it was the one merged away; origins move only if the target has none. Where both hold a locked recipe for the same grinder, machine, program and drink, the newer lock wins and the older is deleted. The source coffee is archived, never deleted. Irreversible: confirm both numbers with the user first (list_beans shows them).

Discovered
register_bag

Register another bag of a coffee that is already in list_beans: the same roaster's product, bought again. It keeps the coffee's recipes, notes and history; only the purchase facts (roast date, weight, price, state) are new. Does not change the active coffee. Returns a bag_id: bag numbers are their own series, separate from bean numbers. For a coffee that is not in list_beans yet, call register_coffee instead.

Discovered
register_coffee

Register a coffee that is NOT yet in list_beans, together with its first bag. It does not switch a coffee in use: it becomes active only when no coffee is in use (none active, or the active one archived or with every bag finished); otherwise call set_active with its bean_id when the user starts brewing it. The `active` field of the reply says which. The coffee is the roaster's product (roaster, origins, variety, process, roast level, roasting type, cupping score, aromatics, roaster notes, rest window); the bag is this purchase (roast date, weight, price, state). For another bag of a coffee already on file call register_bag instead: it keeps the recipes and notes. Returns bean_id and the first bag's bag_id.

Discovered
register_grinder

Register a manual or electric grinder with its dial settings scheme. It becomes the active grinder only when no grinder is in use (none active, or the active one archived); otherwise call set_active with its grinder_id to switch to it. The `active` field of the reply says which.

Discovered
register_machine

Register an espresso or alternative preparation machine. It becomes the active machine only when no machine is in use (none active, or the active one archived); otherwise call set_active with its machine_id to switch to it. The `active` field of the reply says which.

Discovered
register_program

Register a programmed shot button on a machine. A program cuts the shot off either by weight (program_type "volumetric", set target_volume_g) or by time (program_type "timed", set target_time_s). One machine can have a mix of both. A program_number the machine already has is overwritten with these settings; shots logged on it keep pointing at it.

Discovered
register_scale

Register a brewing scale: the instrument that weighs the dose and the yield.

Discovered
register_water

Register a custom or commercial water formulation.

Discovered
set_active

Switch the active bean, grinder or machine for this account. The numbers come from list_beans, list_grinders and list_machines. Registering a coffee, grinder or machine makes it active only when nothing of that kind is in use (the `active` field of the reply says which), so call this to start using something new as well as to switch back.

Discovered
set_equipment_archived

Archive or restore a grinder, machine, water, or scale.

Discovered
set_grinder_position

Set the current grinder collar position. source="measured" resets verification freshness. It replaces the stored position; no history of earlier positions is kept.

Discovered
set_maintenance_offset

Record how far a maintenance job moved the reference, on an entry that opened a calibration epoch. Takes an ENTRY, not a piece of equipment: the offset belongs to the event that caused it, which is what lets several of them compose for a recipe locked before all of them. Zero is a legitimate measurement and means "measured, and it had not moved". Omit offset_value entirely to clear it back to unmeasured.

Discovered
set_maintenance_schedule

Set the user's own schedule for one maintenance task on one grinder or machine: their own interval, switching it off, or muting the reminder until a date. Only the keys you send in fields change; send every: null to go back to the maker's guidance and muted_until: null to unmute. Use it when the user states how often they do a task or asks to be left alone about one, never to invent an interval. The task's class, interval and due state are read back from list_grinders and list_machines.

Discovered
suggest_next_step

Retrieve the single next experiment step from the reasoning engine.

Discovered
update_bag

Change bag-level facts on one bag of a coffee: open, seal, freeze, thaw or finish it, correct its roast date, weight, grams left or price. Bag numbers come from the bags[] on list_beans (or current_bag_id). For the coffee itself (roaster, origin, roast level, rest window, notes), use update_bean.

Discovered
update_bean

Update a coffee's own fields (roaster, origins, roast level, rest window, notes, rating…). Bag-shaped fields sent here (state, roast_date, bag_weight_g, grams_remaining, cost…) land on the coffee's CURRENT bag. Use update_bag when it has more than one. Changing dial_category changes what the engine advises (G5, C10), so say why in the optional note.

Discovered
update_grinder

Correct a registered grinder: its name, burrs, collar scheme, nominal step, layout, range or notes. Only the keys you send in fields change; send null to clear an optional field (an empty string also clears a text field, but not a number or a closed list). Required fields can be changed but not cleared. fields may be omitted when only reason is sent. setting_scheme, nominal_step and components_spec describe the collar every recorded grind label is read through: call with dry_run first to see which recorded settings would read as a different position, and tell the user before saving. Saving records the change in the grinder's maintenance history; when a locked recipe's setting moves it also opens an unmeasured calibration epoch (set_maintenance_offset resolves it). The collar's current setting is marked assumed when it reads differently, or cleared when the new collar cannot read it, and measured offsets are converted when a click changes worth. Changing direction_convention is a correction: it moves no number, but every finer/coarser said about this grinder was the wrong way round.

Discovered
update_machine

Correct a registered machine (its name, control type, prep type and style, basket, boiler, accessories or notes), or record where its selectors stand (settings). Only the keys you send in fields change; send null to clear an optional field (an empty string also clears a text field, but not a number or a closed list). Required fields can be changed but not cleared. fields may be omitted when only reason is sent. prep_style decides whether shots on this machine are diagnosed at all: only "espresso" is. Programs are edited with register_program, the built-in grinder link is not editable here, and archiving is set_equipment_archived.

Discovered
update_scale

Correct a registered scale: its type, resolution, capacity, capabilities, build or notes. Only the keys you send in fields change; send null to clear an optional field (an empty string also clears a text field, but not a number or a closed list). Required fields can be changed but not cleared. fields may be omitted when only reason is sent. The three capabilities are 1, 0, or null for "the maker never said"; leave one out rather than sending 0 when nobody knows.

Discovered
update_shot

Correct fields on an already-logged shot in place, with no need to delete and re-log. Use for fixing a wrong dose/yield/time or grind label, re-filing a shot onto the right bean (bean_id), backfilling rating/tasting notes, or fixing the timestamp (pulled_at). Changing grind_label re-derives the numeric grind position from the shot's grinder; changing yield/time/dose/tds keeps flow rate and extraction yield consistent automatically.

Discovered
update_water

Correct a registered water: its name, type, mineral figures or notes. Only the keys you send in fields change; send null to clear an optional field (an empty string also clears a text field, but not a number or a closed list). Required fields can be changed but not cleared. fields may be omitted when only reason is sent.

Discovered

Recent measurements

Probe history

View status
Latest stored probes. Raw probe rows are kept for 14 days.
CheckedResultResponseTools
Connected469 ms44