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ShotPulled

REMOTE · MCP.SHOTPULLED.COM

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

0 this week 91 Trust /100

Last scanned (22 hours ago)

Scores higher than 98% of remote servers

Reachable. Last reached 5 Nov 2026.

Trust breakdown (7 categories)

How this component scores in each security and reliability category. Every signal is checked automatically against the live server, and we only credit what we can confirm. How we score → Why this is hard to score →

Endpoint Security94
Transport & Reachability100
Schema Quality & AI Usability75
  • 100% of prompts and resources have a non-trivial description (not blank, and not just the item's name).Pass
  • AI-judged instruction clarity (good).Pass
  • Context-footprint check failed: tool/resource definitions use about 8418 tokens (~183/item across 46 items; 44 tools + 2 resources), over budget; trim descriptions and params. See how to fix → Fail
  • Usage-examples check failed: none of the tools include examples. See how to fix → Fail
Stability & Change Management100
  • No destabilizing schema changes in the last 30 days.Pass
Tool Coverage91
  • 100% of tools have a non-trivial description (not blank, and not just the tool's name).Pass
  • 70% of tool parameters carry a description.Partial
  • Structured output schemas are declared (100% of tools); any adoption earns full credit.Pass
Tool Safety100
  • No prompt-injection markers were found in the server instructions, tool names or descriptions we captured.Pass
  • All 2 tool(s) whose name or description implies an irreversible operation declare an MCP destructiveHint annotation.Pass
  • An AI judge read all 45 captured unit(s) of tool text and found none that tries to manipulate the model reading it.Pass
Capabilities60
  • Spec-recency check failed: implements MCP spec 2025-06-18; the latest is 2026-07-28. See how to fix → Fail
What we tested

Checks we ran (13)

  • TLS certificate
  • Authorization
  • HTTPS
  • HSTS header
  • DNSSEC
  • Transport
  • Schema quality
  • Stability
  • Tool coverage
  • Injection markers
  • Destructive annotations
  • Judged manipulation
  • MCP protocol

Does not apply to this hosted endpoint (2)

  • Supply Chain SecurityScored on package channels only. This is a hosted endpoint, so there is nothing to install or inspect.
  • Provenance & TransparencyScored on package channels only. This is a hosted endpoint, so there is nothing to install or inspect.

The score does not measure everything. What the score does not measure →

Changelog

Every change we have recorded for this component, newest first. Security-relevant changes are always shown. ▲ marks a change for the better, ▼ a change for the worse; unmarked changes are neutral.

  • 26 Oct 26 0
    • Server version: 1.4.1 → 1.4.2 functional
  • 24 Oct 26 0
    • Server version: 1.4.0 → 1.4.1 functional
  • 23 Oct 26 0
    • Tool “compute_age” rewrote its description, which is the text the model reads security
    • Tool “delete_shot” rewrote its description, which is the text the model reads security
    • Tool “diagnose_preview” rewrote its description, which is the text the model reads security
    • Tool “diagnose_shot” rewrote its description, which is the text the model reads security
    • Tool “get_maintenance_guides” rewrote its description, which is the text the model reads security
    • Tool “list_beans” rewrote its description, which is the text the model reads security
    • Tool “list_grinders” rewrote its description, which is the text the model reads security
    • Tool “list_machines” rewrote its description, which is the text the model reads security
    • Tool “list_maintenance_due” rewrote its description, which is the text the model reads security
    • Tool “list_recipes” rewrote its description, which is the text the model reads security
    • Tool “list_scales” rewrote its description, which is the text the model reads security
    • Tool “list_shots” rewrote its description, which is the text the model reads security
    • Tool “list_waters” rewrote its description, which is the text the model reads security
    • Tool “log_maintenance” rewrote its description, which is the text the model reads security
    • Tool “log_shot” rewrote its description, which is the text the model reads security
    • Tool “merge_beans” rewrote its description, which is the text the model reads security
    • Tool “register_bag” rewrote its description, which is the text the model reads security
    • Tool “register_coffee” rewrote its description, which is the text the model reads security
    • Tool “register_scale” rewrote its description, which is the text the model reads security
    • Tool “set_maintenance_offset” rewrote its description, which is the text the model reads security
    • Tool “set_maintenance_schedule” rewrote its description, which is the text the model reads security
    • Tool “update_bag” rewrote its description, which is the text the model reads security
    • Tool “update_bean” rewrote its description, which is the text the model reads security
    • Tool “update_grinder” rewrote its description, which is the text the model reads security
    • Tool “update_machine” rewrote its description, which is the text the model reads security
    • Tool “update_scale” rewrote its description, which is the text the model reads security
    • Tool “update_shot” rewrote its description, which is the text the model reads security
    • Tool “update_water” rewrote its description, which is the text the model reads security
    • Server version: 1.3.8 → 1.4.0 functional
    • “register_bag” added an optional parameter “catalog_coffee_id” cosmetic
    • “register_bag” added an optional parameter “lot_revision_id” cosmetic
    • “register_bag” added an optional parameter “product_id” cosmetic
    • “register_coffee” added an optional parameter “catalog_coffee_id” cosmetic
    • “register_coffee” added an optional parameter “lot_revision_id” cosmetic
    • “register_coffee” added an optional parameter “product_id” cosmetic
    • “diagnose_preview” reworded the description of “source” cosmetic
    • “get_maintenance_guides” reworded the description of “guide_ids” cosmetic
    • “list_grinders” reworded the description of “maintenance” cosmetic
    • “list_machines” reworded the description of “maintenance” cosmetic
    • “log_maintenance” reworded the description of “disturbs_zero” cosmetic
    • “log_maintenance” reworded the description of “guide_id” cosmetic
    • “log_maintenance” reworded the description of “note” cosmetic
    • “log_shot” reworded the description of “data_confidence” cosmetic
    • “log_shot” reworded the description of “pulled_at” cosmetic
    • “log_shot” reworded the description of “tasted” cosmetic
    • “register_bag” reworded the description of “best_by_date” cosmetic
    • “register_bag” reworded the description of “buy_date” cosmetic
    • “register_bag” reworded the description of “opened_date” cosmetic
    • “register_bag” reworded the description of “roast_date” cosmetic
    • “register_coffee” reworded the description of “best_by_date” cosmetic
    • “register_coffee” reworded the description of “buy_date” cosmetic
    • “register_coffee” reworded the description of “frozen_at” cosmetic
    • “register_coffee” reworded the description of “notes” cosmetic
    • “register_coffee” reworded the description of “opened_date” cosmetic
    • “register_coffee” reworded the description of “roast_date” cosmetic
    • “register_coffee” reworded the description of “unfrozen_at” cosmetic
    • “register_grinder” reworded the description of “catalog_id” cosmetic
    • “register_machine” reworded the description of “catalog_id” cosmetic
    • “register_machine” reworded the description of “hardness_dh” cosmetic
    • “register_machine” reworded the description of “prep_style” cosmetic
    • “register_scale” reworded the description of “height_mm” cosmetic
    • “register_scale” reworded the description of “resolution_banded” cosmetic
    • “register_scale” reworded the description of “width_mm” cosmetic
    • “set_maintenance_schedule” reworded the description of “changed_at” cosmetic
    • “update_bean” reworded the description of “reason” cosmetic
  • 14 Oct 26 0
    • Server version: 1.3.7 → 1.3.8 functional
  • 4 Oct 26 91
    • Stability: 0.97 → pass security
    • Tool “list_machines” rewrote its description, which is the text the model reads security
    • Tool “update_machine” rewrote its description, which is the text the model reads security
    • Server version: 1.3.5 → 1.3.6 functional
    • “log_shot” added an optional parameter “machine_settings” cosmetic
  • 2 Oct 26 0
    • Server version: 1.3.4 → 1.3.5 functional
  • 29 Sept 26 0
    • Tool “lock_recipe” rewrote its description, which is the text the model reads security
    • Tool “register_program” rewrote its description, which is the text the model reads security
    • Tool “set_grinder_position” rewrote its description, which is the text the model reads security
    • Tool “lock_recipe” is now declared destructive security
    • Tool “register_program” is now declared destructive security
    • Tool “set_grinder_position” is now declared destructive security
    • Tool “set_maintenance_offset” is now declared destructive security
    • Tool “set_maintenance_schedule” is now declared destructive security
    • Tool “update_bag” is now declared destructive security
    • Tool “update_bean” is now declared destructive security
    • Tool “update_grinder” is now declared destructive security
    • Tool “update_machine” is now declared destructive security
    • Tool “update_scale” is now declared destructive security
    • Tool “update_shot” is now declared destructive security
    • Tool “update_water” is now declared destructive security
    • Server version: 1.3.3 → 1.3.4 functional
  • 28 Sept 26 0
    • Tool “list_maintenance_due” rewrote its description, which is the text the model reads security
    • We updated how we score, so this day's move reflects our rubric, not a change to the server See what changed → functional
    • Server version: 1.3.1 → 1.3.3 functional
Diagnostics

Diagnostic detail from the automated scan of this channel: what the scanner observed at each step, so you can see exactly where a check passed or failed. It is informational only and never changes the trust score.

Captured 5 Nov 2026 · Probed https://mcp.shotpulled.com/mcp

TLS valid

Negotiated TLS 1.3 with TLS_AES_128_GCM_SHA256 .

Subject Issuer Valid from Valid until Key Signature Serial
CN=shotpulled.com CN=WE1,O=Google Trust Services,C=US 2 Oct 2026 31 Dec 2026 ECDSA 256 ECDSA-SHA256 1c220361ae36e3240ea806b1381ece7d
SANs: shotpulled.com, *.shotpulled.com
CN=WE1,O=Google Trust Services,C=US (CA) CN=GTS Root R4,O=Google Trust Services LLC,C=US 13 Dec 2023 20 Feb 2029 ECDSA 256 ECDSA-SHA384 7ff31977972c224a76155d13b6d685e3
CN=GTS Root R4,O=Google Trust Services LLC,C=US (CA) CN=GlobalSign Root CA,OU=Root CA,O=GlobalSign nv-sa,C=BE 15 Nov 2023 28 Jan 2028 ECDSA 384 SHA256-RSA 7fe530bf331343bedd821610493d8a1b

Background: What to check on a remote MCP endpoint →

DNSSEC insecure

Validation of mcp.shotpulled.com. — Not signed

Zone DS Keys Algorithms Outcome
. Trust anchor 20326, 38696 8, 8 Verified
com. DS published 19718 13 Verified
shotpulled.com. No DS Unsigned (proven) parent-signed NSEC/NSEC3 proves an unsigned delegation
Authentication Enforced and verified

The endpoint asked for a token and published valid RFC 9728 metadata describing how to get one.

Result Enforced and verified
Enforced On tool calls
HTTP status 200

WWW-Authenticate challenge Bearer resource_metadata="https://mcp.shotpulled.com/.well-known/oauth-protected-resource"

Bearer resource_metadata="https://mcp.shotpulled.com/.well-known/oauth-protected-resource"
Header Value
strict-transport-security max-age=31536000; includeSubDomains; preload
x-content-type-options nosniff
x-frame-options DENY
referrer-policy no-referrer
permissions-policy accelerometer=(), camera=(), geolocation=(), gyroscope=(), magnetometer=(), microphone=(), payment=(), usb=()

Protected resource metadata

Document https://mcp.shotpulled.com/.well-known/oauth-protected-resource
Retrieved Yes
Resource https://mcp.shotpulled.com/mcp
Authorisation server https://clerk.shotpulled.com

Background: How OAuth 2.1 works in the 2026 MCP spec →

Transports 2 probes
Transport URL Outcome Status Location
streamable-http https://mcp.shotpulled.com/mcp Verified 200
http (plaintext) http://mcp.shotpulled.com/mcp HTTPS enforced 308 https://mcp.shotpulled.com/mcp
MCP tools · 44 exposed · ~8,379 tokens

The tools this component advertises to a client, with an estimated token cost for each. Expand a tool to see its parameters and schema. The per-tool counts are indicative and are not scored directly; the schema's total context footprint is one signal in Schema Quality & AI Usability. A tool's description is untrusted text the model reads on every call, which is what makes this list a security surface and not just an inventory: how tool poisoning works →

Tool Tokens
compute_age ~74

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.

NameTypeReqDescription
bag_idinteger|null–A bag of that coffee (from list_beans' bags[]); null = its current bag
bean_idintegeryes–
NameTypeReqDescription
age_daysintegeryes–
bag_idintegeryes–
bean_idintegeryes–
days_off_roastintegeryes–
days_since_opened–yes–
effective_age_daysintegeryes–
frozen_days_excludedintegeryes–
grams_remaining–yes–
rest_windowstringyes–
roast_datestringyes–
verdictstringyes–
verdict_codestringyes–
warningsarrayyes–

No examples provided.

delete_shot ~73

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.

NameTypeReqDescription
shot_idintegeryesID of the shot to delete
NameTypeReqDescription
deleted_shot_idintegeryes–
messagestringyes–
statusstringyes–

No examples provided.

diagnose_preview ~307

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.

NameTypeReqDescription
bean_idinteger–Coffee bean ID (must belong to this account)
dose_gnumber–Dose in grams
grind_labelstring–Grinder setting label, e.g. "1.1.3"
grinder_idinteger–Grinder ID (must belong to this account)
machine_idinteger–Machine ID (must belong to this account)
sensory_tagsarray–Sensory observations, e.g. ["sour","bitter"]. With shot_id: replaces the stored tags for this preview (omit to use stored; [] = none).
shot_idinteger–Preview a logged shot by ID (dry-run; ignores the metric params below)
sourcestring–Grinder position source. Affects G1 warning (raw mode only)
time_snumber–Extraction time in seconds
yield_gnumber–Yield in grams
NameTypeReqDescription
bean_contextobjectyes–
categorystringyes–
factsarrayyes–
hypothesesarrayyes–
kb_versionstringyes–
one_variable_onlybooleanyes–
warning_codesarrayyes–
warningsarrayyes–

No examples provided.

diagnose_shot ~149

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".

NameTypeReqDescription
shot_idinteger–Optional shot ID; defaults to last pulled shot.
NameTypeReqDescription
bean_contextobjectyes–
categorystringyes–
factsarrayyes–
hypothesesarrayyes–
kb_versionstringyes–
one_variable_onlybooleanyes–
warning_codesarrayyes–
warningsarrayyes–

No examples provided.

get_dial_state ~27

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

Input schema present but exposes no named parameters.

NameTypeReqDescription
active_coffeeobjectyes–
active_grinderobjectyes–
active_machineobjectyes–
active_program–yes–
locked_recipeobjectyes–
maintenance_summaryobjectyes–
recent_recommendationsarrayyes–
recent_shotsarrayyes–

No examples provided.

get_kb_version ~19

Retrieve the current version of the knowledge base.

Input schema present but exposes no named parameters.

NameTypeReqDescription
kb_versionstringyes–

No examples provided.

get_maintenance_guides ~120

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.

NameTypeReqDescription
guide_idsarray–Optional: the guides to fetch. Omit for every guide the user's equipment can use
NameTypeReqDescription
catalog_versionstringyes–
guidesarrayyes–
missingnull|arrayyes–

No examples provided.

get_rule ~47

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

NameTypeReqDescription
rule_idstringyesThe ID of the rule to fetch, e.g. CAT.DARK
NameTypeReqDescription
rule_idstringyes–
textstringyes–

No examples provided.

get_stats ~42

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

NameTypeReqDescription
idintegeryesThe entity ID
scopestringyesThe stats scope
NameTypeReqDescription
beans_consumedinteger––
brewsintegeryes–
effective_ageinteger––
grams_consumedinteger––
grams_groundinteger––
grams_remaininginteger––
last_beanstring––
last_grind_settingstring––
last_usedstring––

No examples provided.

grinder_math ~47

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

NameTypeReqDescription
from_labelstringyes–
grinder_idintegeryes–
to_labelstringyes–
NameTypeReqDescription
burr_gap_travel_micronsintegeryes–
directionstringyes–
relative_coarseness_notestringyes–
step_unitstringyes–
stepsintegeryes–

No examples provided.

kb_changelog ~23

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

Input schema present but exposes no named parameters.

NameTypeReqDescription
changelogstringyes–

No examples provided.

list_beans ~127

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.

NameTypeReqDescription
statusstring–Filter by status: current, archived, or all. Defaults to current.
NameTypeReqDescription
beansarrayyes–

No examples provided.

list_grinders ~179

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.

NameTypeReqDescription
maintenancestring–How much of each row's maintenance block to include. compact (default): every task with its class, due state, schedule and guide. full: also the maker's own words (quote, source, alternates, the inte…
statusstring–Filter by status: current, archived, or all. Defaults to current.
NameTypeReqDescription
grindersarrayyes–

No examples provided.

list_machines ~183

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).

NameTypeReqDescription
maintenancestring–How much of each row's maintenance block to include. compact (default): every task with its class, due state, schedule and guide. full: also the maker's own words (quote, source, alternates, the inte…
statusstring–Filter by status: current, archived, or all. Defaults to current.
NameTypeReqDescription
machinesarrayyes–

No examples provided.

list_maintenance_due ~142

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.

NameTypeReqDescription
statusstring–due (default): due or overdue, and not muted. all: every scheduled task, muted ones last
NameTypeReqDescription
catalog_versionstringyes–
computed_atstringyes–
itemsarrayyes–

No examples provided.

list_recipes ~98

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.

NameTypeReqDescription
bean_idinteger––
grinder_idinteger––
machine_idinteger––
statusstring–Filter by status: current, archived, or all. Defaults to current.
NameTypeReqDescription
recipesarrayyes–

No examples provided.

list_scales ~74

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.

NameTypeReqDescription
statusstring–Filter by status: current (unarchived), archived, or all. Defaults to current.
NameTypeReqDescription
scalesarrayyes–

No examples provided.

list_shots ~92

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).

NameTypeReqDescription
filtersobject––
limitinteger–Number of records to return (1-500)
offsetinteger–Offset for pagination
NameTypeReqDescription
shotsarrayyes–
totalintegeryes–

No examples provided.

list_waters ~74

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.

NameTypeReqDescription
statusstring–Filter by status: current (unarchived), archived, or all. Defaults to current.
NameTypeReqDescription
watersarrayyes–

No examples provided.

lock_recipe ~68

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.

NameTypeReqDescription
drink_intentstringyes–
from_shot_idintegeryes–
NameTypeReqDescription
messagestringyes–
recipe_idintegeryes–
statusstringyes–

No examples provided.

log_maintenance ~471

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.

NameTypeReqDescription
detailsobject–Fields specific to this task. Which ones a task takes is published as details_fields on each task; a burr clean takes none
disturbs_zerointeger–Whether this job disturbed the reference the stored numbers are read against: for a burr clean, whether the burrs actually came out. Defaults to the task's own answer; send 0 for a wipe-down that lef…
equipment_idintegeryesThe ID of that piece of equipment
equipment_kindstringyesWhich kind of equipment this job was done on
evidencestring–One line recording what the measurement rested on, e.g. "Counted 6 clicks coarser at reassembly."
guide_idstring–Optional: the id of the maintenance guide that was followed. Must be a guide for this task
notestring–Optional: what you did, and anything that surprised you
offset_sourcestring–How the offset was arrived at: pull (a reference shot), counted (clicks counted at reassembly), typed (asserted directly)
offset_valuenumber–The correction, if you measured it now: clicks to ADD to a pre-clean reading to get the same grind today, signed along the collar's own number direction. Omit it and the epoch stays unmeasured, which…
performed_atstring–When it was done (ISO 8601 or YYYY-MM-DD HH:MM:SS, UTC). Defaults to now; backdating is fine
taskstringyesWhich maintenance job was performed
NameTypeReqDescription
dedupedbooleanyes–
entryobjectyes–
entry_idintegeryes–
messagestringyes–

No examples provided.

log_recommendation ~72

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

NameTypeReqDescription
based_on_shotinteger––
cited_rulesarray––
confidencestringyes–
directionstringyes–
leverstringyes–
rationalestringyes–
NameTypeReqDescription
messagestringyes–
statusstringyes–

No examples provided.

log_shot ~823

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.

NameTypeReqDescription
bag_idinteger|null–Which bag of the coffee the shot came from; defaults to its current (open) bag. Bag numbers are on list_beans' bags[]
bean_idinteger|null–Override: log against this bean instead of the active one (null = active)
best_brewinteger–1 if marked as best brew, 0 otherwise
beverage_gnumber–Yield mass excluding cup/vessel weight in grams
bloom_time_snumber–Pre-wetting or bloom duration in seconds
data_confidencestring–measured = weighed/timed live; recalled = from memory; estimated = a best guess (e.g. "~25s" after missing the timer)
dose_gnumberyes–
drink_intentstring––
favouriteinteger–1 if favourite, 0 otherwise
finish_actionstringyes–
first_drip_time_snumber–Time to first drip in seconds
flavor_notesstring––
flow_profilestring–Opaque flow profile data (JSON/TEXT)
grinder_idinteger|null–Override: grinder used, if not the active one (null = active)
machine_idinteger|null–Override: machine used, if not the active one (null = active)
machine_settingsobject–Only when this one shot was pulled with a selector somewhere other than the machine's recorded settings: {key: position}. The shot is otherwise stamped with those automatically; a lasting change goes…
method_toolsstring–JSON representation of method tools used (e.g., paper filters, screen)
observationsobject––
pressure_profilestring–Pressure profile description or values
program_idinteger|null–Override: machine program used, if not the active one (null = active)
pulled_atstring|null–When the shot was actually pulled (ISO 8601 or "YYYY-MM-DD HH:MM:SS"), for backdated entries. Defaults to now (null = now). When backdating, pass the returned shot_id to diagnose_shot explicitly, bec…
ratinginteger––
sensory_tagsarray––
tastedinteger–1 = the shot was tasted at log time. The explicit way to record a CLEAN tasting: sensory tags all describe defects, so a good shot has none. Without this flag (or a rating) it would be filed taste-pe…
tdsnumber–Total Dissolved Solids percentage (e.g. 9.1 or 1.35)
temp_tastestring––
temperature_cnumber–Brew temperature in Celsius
time_snumberyes–
verdictstring––
vessel_namestring–Cup/vessel name
vessel_weight_gnumber–Cup/vessel weight in grams
water_idinteger–Optional references to waters formulation
yield_gnumberyes–
NameTypeReqDescription
messagestringyes–
shot_idintegeryes–
statusstringyes–

No examples provided.

merge_beans ~175

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).

NameTypeReqDescription
from_bean_idintegeryesThe duplicate: the coffee number that will be emptied and archived
into_bean_idintegeryesThe coffee number that keeps everything
reasonstring–Optional note, recorded on the surviving coffee's notes with the merge
NameTypeReqDescription
active_followedbooleanyes–
into_bean_idintegeryes–
messagestringyes–
movedobjectyes–
replaced_recipesintegeryes–
statusstringyes–

No examples provided.

register_bag ~368

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.

NameTypeReqDescription
bag_notesstring–Notes about THIS bag (a batch note, where it was bought). The coffee's own description lives on the coffee, in notes.
bag_weight_gnumber–Bag weight in grams
bean_idintegeryesThis account's own coffee number, from list_beans. Never guess one.
best_by_datestring–Calendar day in YYYY-MM-DD format: a day, not a timestamp
buy_datestring–Calendar day in YYYY-MM-DD format: a day, not a timestamp
catalog_coffee_idstring–Set by the apps. Leave out.
costnumber––
currencystring––
eanstring––
lot_revision_idstring–Set by the apps. Leave out.
opened_datestring–Calendar day in YYYY-MM-DD format: a day, not a timestamp
product_idstring–Set by the apps. Leave out.
qr_codestring––
roast_datestringyesCalendar day in YYYY-MM-DD format: a day, not a timestamp
statestring–Defaults to sealed; the first log_shot against it opens it
storagestring––
NameTypeReqDescription
bag_idintegeryes–
bean_idintegeryes–
messagestringyes–
statusstringyes–

No examples provided.

register_coffee ~840

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.

NameTypeReqDescription
aciditystring–Free text; roasters usually say low, medium or high
arabica_pctnumber–Percent arabica, 100 for a pure arabica; the rest robusta
archivedinteger–1 if archived, 0 otherwise
aromaticsstring––
attachmentsstring–JSON or comma-separated list of attachments
bag_notesstring––
bag_weight_gnumber–Bag weight in grams
bean_mixstring–E.g. blend details
best_by_datestring–Calendar day in YYYY-MM-DD format: a day, not a timestamp
bodystring–Free text; roasters usually say low, medium or high
buy_datestring–Calendar day in YYYY-MM-DD format: a day, not a timestamp
catalog_coffee_idstring–Set by the apps. Leave out.
co2e_kgnumber––
costnumber––
cupping_pointsnumber––
currencystring––
decaffeinatedinteger–1 if decaf, 0 if regular
dial_categorystring–Dialing behavior class: classic = medium/traditional espresso roasts (chocolate/nut, balanced); dark = genuinely dark/roasty; the light categories cover Nordic and ultra-light styles.
eanstring––
favouriteinteger–1 if favourite, 0 otherwise
finishedinteger–1 if finished, 0 otherwise
frozen_atstring–Calendar day the bag went into the freezer, YYYY-MM-DD: a day, not a timestamp
frozen_notestring––
frozen_storagestring––
lot_revision_idstring–Set by the apps. Leave out.
namestringyes–
notesstring–The coffee's own description: the roaster's tasting notes, the dialing approach that worked. Per bag notes go in bag_notes.
opened_datestring–Calendar day in YYYY-MM-DD format: a day, not a timestamp
originstring––
originsarray–List of bean origin details
process_typestringyes–
product_idstring–Set by the apps. Leave out.
qr_codestring––
ratinginteger––
rest_window_days_maxinteger––
rest_window_days_mininteger––
roast_customstring––
roast_datestringyesCalendar day in YYYY-MM-DD format: a day, not a timestamp
roast_levelstringyes–
roast_rangestring––
roasterstring––
roasting_typestring––
statestring––
storagestring––
sweetnessstring–Free text; roasters usually say low, medium or high
unfrozen_atstring–Calendar day the bag came out, YYYY-MM-DD: a day, not a timestamp
urlstring––
varietystring––
NameTypeReqDescription
activebooleanyes–
bag_idintegeryes–
bean_idintegeryes–
messagestringyes–
statusstringyes–

No examples provided.

register_grinder ~322

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.

NameTypeReqDescription
archivedinteger–1 if archived, 0 if active
burr_typestringyes–
catalog_idstring–Optional: the maintenance catalog model this is (the `id` of a catalog row, e.g. rancilio-silvia), when it was registered from the catalog. Its maintenance then comes from that model's researched rec…
components_specstring–JSON mapping string representing compound adjustment math
direction_conventionstringyes–
max_valuenumber|null–Optional travel max bounds
microns_per_stepnumber|null–Optional mechanical burr travel microns per nominal step
min_valuenumber|null–Optional travel min bounds
motor_typestringyes–
namestringyesThe name/model of the grinder, e.g. Kinu M47
nominal_stepnumberyesSmallest adjustment increment (e.g. 1 click or 0.1collar units)
notesstring–Additional notes
photostring–Photo path or URL
setting_schemestringyesCollar mark style: single clicks or compound (rotation.number.clicks)
NameTypeReqDescription
activebooleanyes–
grinder_idintegeryes–
messagestringyes–
statusstringyes–

No examples provided.

register_machine ~435

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.

NameTypeReqDescription
archivedinteger–1 if archived, 0 if active
basket_size_gramsnumber––
boiler_typestring––
built_in_grinder_idinteger–id of a grinder built into this machine (bean-to-cup / integrated grinder)
catalog_idstring–Optional: the maintenance catalog model this is (the `id` of a catalog row, e.g. rancilio-silvia), when it was registered from the catalog. Its maintenance then comes from that model's researched rec…
connected_devicestring–Metadata mapping to smart hardware APIs
control_typestringyes–
hardness_dhnumber|null–Optional: the TOTAL hardness (GH) of the water this machine runs on, in °dH (German degrees; ppm as CaCO3 ÷ 17.85), as a test strip reports it. Picks the band of a maker's hardness table for descalin…
namestringyesMachine name/model, e.g. Dedica EC685
notesstring––
photostring–Photo path or URL
prep_stylestring–Preparation style. One of: espresso, filter, immersion, percolation. Only "espresso" is diagnosed by the dialing engine (G8). Anything else is recorded but never dialed, so do not guess this field.
prep_typestring–Preparation equipment type. One of: espresso_machine, lever_press, moka_pot, aeropress, french_press, v60_dripper, cold_brew. Lower snake_case.
toolsstring|null–JSON or comma-separated tools, e.g., paper filters, flow control, metal mesh
NameTypeReqDescription
activebooleanyes–
machine_idintegeryes–
messagestringyes–
statusstringyes–

No examples provided.

register_program ~215

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.

NameTypeReqDescription
descriptionstring|null––
machine_idintegeryes–
program_numberintegeryesProgram number / button index (e.g. 1 or 2)
program_typestring–Cutoff method: "volumetric" (weight) or "timed" (duration). Defaults to volumetric.
target_time_snumber|null–Target shot duration cutoff in seconds (required for timed programs)
target_volume_gnumber|null–Target yield cutoff in grams (required for volumetric programs)
volume_sourcestring–Confidence in the stored cutoff value, for either type
NameTypeReqDescription
messagestringyes–
program_idintegeryes–
statusstringyes–

No examples provided.

register_scale ~413

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

NameTypeReqDescription
auto_tareinteger|null–1 if it zeroes itself when a vessel is set down, 0 if not, null if unstated
auto_timerinteger|null–1 if the timer starts on first flow, 0 if not, null if unstated
capacity_gnumber|null–Maximum weight in grams. The cup or portafilter counts against it
connectivitystring–How the scale talks to an app or a machine controller
depth_mmnumber|null–Platform depth in mm
flow_rate_displayinteger|null–1 if the scale shows live flow rate in g/s, 0 if it does not, null if the maker never said
height_mmnumber|null–Overall height in mm: the dimension that decides whether it fits under a group head
namestringyesScale name/model, e.g. Acaia Lunar, Timemore Black Mirror Basic 2
notesstring–Additional notes
powerstring–How it is powered or recharged
resolution_bandedinteger|null–1 when resolution_g only holds in the lowest weight band and coarsens with load. Put the ladder in notes
resolution_gnumber|null–Finest published readability in grams. Leave null unless the maker states it
scale_typestringyesWhat the scale is built for: espresso (drip-tray footprint), brew (pour-over platform), dual (both modes), connected (app/controller integration), dosing (gravimetric dispensing), training, bench (hi…
water_resistancestring|null–IEC 60529 ingress code as published, e.g. IPX4, IPX6, IP67, or none
width_mmnumber|null–Platform width in mm. Measure your drip tray
NameTypeReqDescription
messagestringyes–
scale_idintegeryes–
statusstringyes–

No examples provided.

register_water ~148

Register a custom or commercial water formulation.

NameTypeReqDescription
calciumnumber|null–Calcium concentration in ppm
ghnumber|null–General hardness (GH) in ppm
khnumber|null–Karbonate hardness (KH) in ppm
magnesiumnumber|null–Magnesium concentration in ppm
namestringyesWater formulation name, e.g. Lotus Light & Bright, Third Wave Water
notesstring–Additional notes
sodiumnumber|null–Sodium concentration in ppm
tdsnumber|null–TDS in ppm
typestring–Type, e.g., mineralized, tap, distilled, RO
NameTypeReqDescription
messagestringyes–
statusstringyes–
water_idintegeryes–

No examples provided.

set_active ~204

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.

NameTypeReqDescription
bean_idinteger|null–This account's own bean number, as returned by list_beans. Never guess one; null = leave unchanged
grinder_idinteger|null–This account's own grinder number, as returned by list_grinders. Never guess one; null = leave unchanged
machine_idinteger|null–This account's own machine number, as returned by list_machines. Never guess one; null = leave unchanged
program_idinteger|null–A program number from the active machine's list; switching machines clears it. null = leave unchanged
NameTypeReqDescription
messagestringyes–
statusstringyes–

No examples provided.

set_equipment_archived ~67

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

NameTypeReqDescription
archivedintegeryes1 to archive, 0 to restore
idintegeryesThe ID of the equipment
kindstringyesThe kind of equipment to archive/restore
NameTypeReqDescription
messagestringyes–
statusstringyes–

No examples provided.

set_grinder_position ~94

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

NameTypeReqDescription
grinder_idintegeryes–
setting_labelstringyesVerbatim display label, e.g. "1.1.2"
sourcestringyesWhether setting is verified ("measured") or guess ("recalled"/"assumed")
NameTypeReqDescription
grinder_idintegeryes–
messagestringyes–
position_valueintegeryes–
setting_labelstringyes–
sourcestringyes–
statusstringyes–

No examples provided.

set_maintenance_offset ~216

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.

NameTypeReqDescription
entry_idintegeryesThe maintenance entry that opened the epoch, from list_grinders
evidencestring–One line recording what it rested on, e.g. "Reference pull 1.38 g/s against 1.74 g/s locked."
offset_valuenumber–Clicks to ADD to a pre-clean reading to get the same grind today, signed along the collar's own number direction. 0 records "unchanged"; omit to clear the measurement
sourcestring–How it was arrived at: pull, counted, or typed
NameTypeReqDescription
entryobjectyes–
messagestringyes–

No examples provided.

set_maintenance_schedule ~239

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.

NameTypeReqDescription
changed_atstring–Optional: when the user made this change (ISO 8601, UTC). An app sending a queued edit passes it, so an older edit never overwrites a newer one; it is then answered with applied: false
equipment_idintegeryesThis account's own grinder or machine number, from list_grinders or list_machines
equipment_kindstringyesWhich kind of equipment the task is on
fieldsobject––
taskstringyesThe task, as its value in that equipment's maintenance.tasks
NameTypeReqDescription
appliedbooleanyes–
classstringyes–
dueobject|nullyes–
equipment_idintegeryes–
equipment_kindstringyes–
everyobject|nullyes–
every_sourceobject|nullyes–
messagestringyes–
scheduleobject|nullyes–
taskstringyes–

No examples provided.

suggest_next_step ~28

Retrieve the single next experiment step from the reasoning engine.

NameTypeReqDescription
bean_idintegeryes–
NameTypeReqDescription
categorystringyes–
next_stepstringyes–
warning_codesarrayyes–
warningsarrayyes–

No examples provided.

update_bag ~146

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.

NameTypeReqDescription
bag_idintegeryesThis account's own bag number, from list_beans' bags[]. Never guess one.
fieldsobjectyes–
reasonstring–Optional free-text note, appended to this bag's notes as an ordinary line. Omit it and nothing is written.
NameTypeReqDescription
messagestringyes–
statusstringyes–

No examples provided.

update_bean ~154

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.

NameTypeReqDescription
bean_idintegeryes–
fieldsobjectyes–
reasonstring–Optional free-text note, appended as an ordinary line to the coffee's notes, or to the current bag's bag_notes when the call changed only bag fields. Omit it and nothing is written.
NameTypeReqDescription
messagestringyes–
statusstringyes–

No examples provided.

update_grinder ~346

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.

NameTypeReqDescription
dry_runboolean–true: write nothing, and answer with what the edit would do to the settings already recorded (moved[], checked, epoch, position_moved, position_cleared, rescaled_offsets, resigned_offsets, step_ignor…
fieldsobject––
grinder_idintegeryesThis account's own grinder number, from list_grinders. Never guess one.
reasonstring–Optional note, appended to this record's own notes as an ordinary line. Omit it and nothing is written.
NameTypeReqDescription
changed_keysarrayyes–
checkedinteger|nullyes–
direction_flippedbooleanyes–
dry_runbooleanyes–
entry_idnull|integeryes–
epochbooleanyes–
grinder_idintegeryes–
messagestringyes–
movedarrayyes–
moved_countinteger|nullyes–
position_clearedbooleanyes–
position_movedbooleanyes–
reads_changedbooleanyes–
recipe_countinteger|nullyes–
rescaled_offsetsintegeryes–
resigned_offsetsintegeryes–
statusstringyes–
step_ignoredbooleanyes–
unreadableinteger|nullyes–
untranslatableinteger|nullyes–
untranslatable_recipesinteger|nullyes–

No examples provided.

update_machine ~200

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.

NameTypeReqDescription
fieldsobject––
machine_idintegeryesThis account's own machine number, from list_machines. Never guess one.
reasonstring–Optional note, appended to this record's own notes as an ordinary line. Omit it and nothing is written.
NameTypeReqDescription
changed_keysarrayyes–
machine_idintegeryes–
messagestringyes–
statusstringyes–

No examples provided.

Install

How do I install the ShotPulled MCP server?

ShotPulled is a hosted endpoint at https://mcp.shotpulled.com/mcp, so there is nothing to install locally. Ready-made configuration for Claude, Cursor, VS Code, Codex and 5 more is on this page, copied from each client's own documentation.

remote · mcp.shotpulled.com

# add to Claude Code
claude mcp add --transport http com-shotpulled-shotpulled 'https://mcp.shotpulled.com/mcp'
Common questions

What is the ShotPulled MCP server?

ShotPulled is an MCP server listed in the public MCP registry as com.shotpulled/shotpulled. Espresso dialing: log a shot, say how it tasted, get one change in your grinder's own clicks. This page covers its hosted endpoint (https://mcp.shotpulled.com/mcp).

Is the ShotPulled MCP server safe to use?

ShotPulled scores 91 out of 100 on VerifyMCP. That is a record of what we were able to check automatically, not an endorsement. The category breakdown on this page shows every signal behind the number, including the ones we could not confirm.

What tools does the ShotPulled MCP server expose?

ShotPulled exposes 44 tools: register_grinder, set_grinder_position, register_machine, set_equipment_archived, update_grinder, and 39 more. Their descriptions and schemas cost roughly 8,379 tokens of context every time the server is loaded.

Does the ShotPulled MCP server require authentication?

Yes. ShotPulled asked us for credentials when we connected, so you will need to authorise it in your MCP client before it can do anything.

Is the ShotPulled MCP server still maintained?

ShotPulled is still listed as active in the MCP registry. We last reached this channel on 5 November 2026. Those dates come from our own scans of the registry and the channel itself, not from anything the publisher announced.

What did VerifyMCP test on the ShotPulled MCP server?

VerifyMCP ran 13 checks on ShotPulled, covering TLS certificate, Authorization, HTTPS, HSTS header and 9 more. Supply Chain Security and Provenance & Transparency do not apply to a hosted endpoint, so they were not tested. The score does not measure everything, and the scoring documentation lists what it leaves out.