ShotPulled
Server Details
Espresso dialing: log a shot, say how it tasted, get one change in your grinder's own clicks.
- Status
- Healthy
- Uptime
- 100.0% over the last 24 hours
- Last Tested
- Transport
- Streamable HTTP · MCP 2025-06-18
- URL
- ChatGPT
- ShotPulled
- Claude
- –
TDQS
Scored across 44 tools
Despite the large surface, most tools map to clearly distinct resources or actions, and the descriptions explicitly distinguish close pairs such as update_bean vs update_bag and diagnose_shot vs diagnose_preview. Some overlap remains between state/stat/recommendation tools like get_dial_state, get_stats, and suggest_next_step, but the boundaries are generally workable.
The set is overwhelmingly consistent snake_case with predictable verb_noun patterns: list_*, register_*, update_*, set_*, log_*, get_*. A few names break the pattern slightly, such as grinder_math and kb_changelog, but they remain readable and do not create confusion.
44 tools is very heavy for a single MCP server, even given the breadth of coffee equipment, shots, recipes, diagnostics, and maintenance. While many tools are justified by the complex domain, the count exceeds the practical well-scoped range and increases selection burden.
The surface covers registration, listing, updating, archiving, active-context switching, shots, bags, recipes, maintenance, diagnostics, stats, and knowledge-base access quite thoroughly. Minor gaps exist around editing/deleting some entities such as recipes or maintenance log entries, but core workflows are well covered.
Available Tools
44 toolscompute_ageCompute coffee ageARead-onlyIdempotentInspect
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.
Inputs: bean_id (required), bag_id. Returns: bag_id, bean_id, verdict, age_days, +9 more
delete_shotDelete a shotADestructiveIdempotentInspect
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.
Inputs: shot_id (required). Returns: status, message, deleted_shot_id
diagnose_previewPreview a diagnosisARead-onlyIdempotentInspect
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.
Inputs: dose_g, source, time_s, bean_id, +6 more. Returns: facts, category, warnings, hypotheses, +4 more
diagnose_shotDiagnose a shotARead-onlyIdempotentInspect
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".
Inputs: shot_id. Returns: facts, category, warnings, hypotheses, +4 more
get_dial_stateGet current dial stateARead-onlyIdempotentInspect
Retrieve current dialing state, active context, recent shots, recommendations, and locked recipes.
Inputs: no named parameters. Returns: recent_shots, active_coffee, locked_recipe, active_grinder, +4 more
get_kb_versionGet knowledge base versionARead-onlyIdempotentInspect
Retrieve the current version of the knowledge base.
Inputs: no named parameters. Returns: kb_version
get_maintenance_guidesGet maintenance guidesARead-onlyIdempotentInspect
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.
Inputs: guide_ids. Returns: guides, missing, catalog_version
get_ruleGet a dialing ruleARead-onlyIdempotentInspect
Retrieve the detailed text of a specific rule from the knowledge base by its rule ID.
Inputs: rule_id (required). Returns: text, rule_id
get_statsGet statisticsARead-onlyIdempotentInspect
Get compact flat usage stats for a grinder, machine, or bean.
Inputs: id (required), scope (required). Returns: brews, last_bean, last_used, grams_ground, +5 more
grinder_mathGrinder mathBRead-onlyIdempotentInspect
Determine steps/clicks difference and directions between setting labels (C3).
Inputs: to_label (required), from_label (required), grinder_id (required). Returns: steps, direction, step_unit, burr_gap_travel_microns, +1 more
kb_changelogKnowledge base changelogARead-onlyIdempotentInspect
Retrieve the changelog showing updates and version differences for the knowledge base.
Inputs: no named parameters. Returns: changelog
list_beansList coffeesARead-onlyIdempotentInspect
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.
Inputs: status. Returns: beans
list_grindersList grindersARead-onlyIdempotentInspect
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.
Inputs: status, maintenance. Returns: grinders
list_machinesList espresso machinesARead-onlyIdempotentInspect
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).
Inputs: status, maintenance. Returns: machines
list_maintenance_dueList maintenance dueARead-onlyIdempotentInspect
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.
Inputs: status. Returns: items, computed_at, catalog_version
list_recipesList locked recipesCRead-onlyIdempotentInspect
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.
Inputs: status, bean_id, grinder_id, machine_id. Returns: recipes
list_scalesList scalesARead-onlyIdempotentInspect
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.
Inputs: status. Returns: scales
list_shotsList shotsARead-onlyIdempotentInspect
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).
Inputs: limit, offset, filters. Returns: shots, total
list_watersList water recipesARead-onlyIdempotentInspect
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.
Inputs: status. Returns: waters
lock_recipeLock a recipeADestructiveIdempotentInspect
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.
Inputs: drink_intent (required), from_shot_id (required). Returns: status, message, recipe_id
log_maintenanceLog maintenanceAInspect
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.
Inputs: task (required), equipment_id (required), equipment_kind (required), note, +7 more. Returns: entry, deduped, message, entry_id
log_recommendationLog a recommendationCInspect
Log a recommended dialing change to allow contradiction/oscillation checking (G2).
Inputs: lever (required), direction (required), rationale (required), confidence (required), +2 more. Returns: status, message
log_shotLog a shotAInspect
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.
Inputs: dose_g (required), time_s (required), yield_g (required), finish_action (required), +29 more. Returns: status, message, shot_id
merge_beansMerge two coffeesADestructiveInspect
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).
Inputs: from_bean_id (required), into_bean_id (required), reason. Returns: moved, status, message, into_bean_id, +2 more
register_bagRegister a bagAInspect
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.
Inputs: bean_id (required), roast_date (required), ean, cost, +12 more. Returns: bag_id, status, bean_id, message
register_coffeeRegister a coffeeAInspect
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.
Inputs: name (required), roast_date (required), roast_level (required), process_type (required), +44 more. Returns: active, bag_id, status, bean_id, +1 more
register_grinderRegister a grinderAInspect
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.
Inputs: name (required), burr_type (required), motor_type (required), nominal_step (required), +10 more. Returns: active, status, message, grinder_id
register_machineRegister an espresso machineAInspect
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.
Inputs: name (required), control_type (required), notes, photo, +10 more. Returns: active, status, message, machine_id
register_programRegister a machine programADestructiveInspect
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.
Inputs: machine_id (required), program_number (required), description, program_type, +3 more. Returns: status, message, program_id
register_scaleRegister a scaleCInspect
Register a brewing scale: the instrument that weighs the dose and the yield.
Inputs: name (required), scale_type (required), notes, power, +11 more. Returns: status, message, scale_id
register_waterRegister a water recipeBInspect
Register a custom or commercial water formulation.
Inputs: name (required), gh, kh, tds, +5 more. Returns: status, message, water_id
set_activeSet active equipmentAIdempotentInspect
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.
Inputs: bean_id, grinder_id, machine_id, program_id. Returns: status, message
set_equipment_archivedArchive or restore equipmentAIdempotentInspect
Archive or restore a grinder, machine, water, or scale.
Inputs: id (required), kind (required), archived (required). Returns: status, message
set_grinder_positionSet grinder positionADestructiveIdempotentInspect
Set the current grinder collar position. source="measured" resets verification freshness. It replaces the stored position; no history of earlier positions is kept.
Inputs: source (required), grinder_id (required), setting_label (required). Returns: source, status, message, grinder_id, +2 more
set_maintenance_offsetSet calibration offsetADestructiveIdempotentInspect
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.
Inputs: entry_id (required), source, evidence, offset_value. Returns: entry, message
set_maintenance_scheduleSet a maintenance scheduleADestructiveIdempotentInspect
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.
Inputs: task (required), equipment_id (required), equipment_kind (required), fields, +1 more. Returns: due, task, class, every, +6 more
suggest_next_stepSuggest the next stepBRead-onlyIdempotentInspect
Retrieve the single next experiment step from the reasoning engine.
Inputs: bean_id (required). Returns: category, warnings, next_step, warning_codes
update_bagUpdate a bagADestructiveInspect
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.
Inputs: bag_id (required), fields (required), reason. Returns: status, message
update_beanUpdate a coffeeADestructiveInspect
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.
Inputs: fields (required), bean_id (required), reason. Returns: status, message
update_grinderUpdate a grinderADestructiveInspect
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.
Inputs: grinder_id (required), fields, reason, dry_run. Returns: epoch, moved, status, checked, +17 more
update_machineUpdate a machineADestructiveInspect
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.
Inputs: machine_id (required), fields, reason. Returns: status, message, machine_id, changed_keys
update_scaleUpdate a scaleADestructiveInspect
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.
Inputs: scale_id (required), fields, reason. Returns: status, message, scale_id, changed_keys
update_shotUpdate a shotADestructiveIdempotentInspect
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.
Inputs: fields (required), shot_id (required). Returns: status, message, shot_id, updated_fields
update_waterUpdate a water recipeADestructiveInspect
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.
Inputs: water_id (required), fields, reason. Returns: status, message, water_id, changed_keys
Tool Schema Changelog
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