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ShotPulled

REMOTE · MCP.SHOTPULLED.COM · SCANNED SEP 21

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

+3 this week 85 Trust /100
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 Usability77
  • 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 7053 tokens (~164/item across 43 items; 41 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 Management57
  • Stability observed for 17 of 30 days with no destabilising changes; credit accrues until the full window elapses.Partial
Tool Coverage91
  • 100% of tools have a non-trivial description (not blank, and not just the tool's name).Pass
  • 68% 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 42 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
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'
// .cursor/mcp.json
{
  "mcpServers": {
    "com-shotpulled-shotpulled": {
      "url": "https://mcp.shotpulled.com/mcp"
    }
  }
}
// .vscode/mcp.json
{
  "servers": {
    "com-shotpulled-shotpulled": {
      "type": "http",
      "url": "https://mcp.shotpulled.com/mcp"
    }
  }
}
# ~/.codex/config.toml
[mcp_servers.com-shotpulled-shotpulled]
url = "https://mcp.shotpulled.com/mcp"
// opencode.json
{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "com-shotpulled-shotpulled": {
      "type": "remote",
      "url": "https://mcp.shotpulled.com/mcp",
      "enabled": true
    }
  }
}
# add to OpenClaw
openclaw mcp add com-shotpulled-shotpulled --url 'https://mcp.shotpulled.com/mcp' --transport streamable-http
# ~/.hermes/config.yaml
mcp_servers:
  com-shotpulled-shotpulled:
    url: "https://mcp.shotpulled.com/mcp"
// ~/.netclaw/config/netclaw.json
{
  "McpServers": {
    "com-shotpulled-shotpulled": {
      "Transport": "http",
      "Url": "https://mcp.shotpulled.com/mcp"
    }
  }
}
# add to Vellum
assistant mcp add com-shotpulled-shotpulled -t streamable-http -u 'https://mcp.shotpulled.com/mcp'
// mcp.json
{
  "mcpServers": {
    "com-shotpulled-shotpulled": {
      "type": "http",
      "url": "https://mcp.shotpulled.com/mcp"
    }
  }
}

The mcpServers block is a cross-client convention. Remote transports vary, so check your client's docs.

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.

  • 20 Sept 26 +1

    No change was recorded against any check on this day. Stability & Change Management went from 50 to 53. That category is still filling its 30-day observation window: 15 days of observed history at the previous scan, 16 at this one. The score rises as the window fills, whether or not the server changes.

  • 18 Sept 26 +1

    No change was recorded against any check on this day. Stability & Change Management went from 43 to 47. That category is still filling its 30-day observation window: 13 days of observed history at the previous scan, 14 at this one. The score rises as the window fills, whether or not the server changes.

  • 17 Sept 26 0
    • Schema quality: 6210 → 7053 functional
    • Server version: 1.1.0 → 1.2.0 functional
    • New tool “update_grinder” functional
    • New tool “update_machine” functional
    • New tool “update_scale” functional
    • New tool “update_water” functional
  • 16 Sept 26 +1

    No change was recorded against any check on this day. Stability & Change Management went from 37 to 40. That category is still filling its 30-day observation window: 11 days of observed history at the previous scan, 12 at this one. The score rises as the window fills, whether or not the server changes.

  • 14 Sept 26 +1

    No change was recorded against any check on this day. Stability & Change Management went from 30 to 33. That category is still filling its 30-day observation window: 9 days of observed history at the previous scan, 10 at this one. The score rises as the window fills, whether or not the server changes.

  • 13 Sept 26 0
    • New tool “merge_beans”, which the server declares destructive security
    • Tool “compute_age” 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 “register_coffee” 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
    • Schema quality: 142 → 159 functional
    • Server version: 1.0.2 → 1.1.0 functional
    • New tool “register_bag” functional
    • New tool “update_bag” functional
    • “compute_age” added an optional parameter “bag_id” cosmetic
    • “log_shot” added an optional parameter “bag_id” cosmetic
    • “register_coffee” added an optional parameter “acidity” cosmetic
    • “register_coffee” added an optional parameter “arabica_pct” cosmetic
    • “register_coffee” added an optional parameter “body” cosmetic
    • “register_coffee” added an optional parameter “notes” cosmetic
    • “register_coffee” added an optional parameter “sweetness” cosmetic
    • “update_bean” reworded the description of “reason” cosmetic
    • Tool “list_beans” changed its title: List bags of coffee → List coffees cosmetic
    • Tool “register_coffee” changed its title: Register a bag of coffee → Register a coffee cosmetic
    • Tool “update_bean” changed its title: Update a bag of coffee → Update a coffee cosmetic
  • 11 Sept 26 +1

    No change was recorded against any check on this day. Stability & Change Management went from 20 to 23. That category is still filling its 30-day observation window: 6 days of observed history at the previous scan, 7 at this one. The score rises as the window fills, whether or not the server changes.

  • 9 Sept 26 +1

    No change was recorded against any check on this day. Stability & Change Management went from 13 to 17. That category is still filling its 30-day observation window: 4 days of observed history at the previous scan, 5 at this one. The score rises as the window fills, whether or not the server changes.

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 21 Sept 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 4 Aug 2026 2 Nov 2026 ECDSA 256 ECDSA-SHA256 8ba067f9060cb8fd134112e21888ff61
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. present 19718 13 Verified
shotpulled.com. absent 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 · 41 exposed · ~7,014 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 ~73

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

NameTypeReqDescription
bag_idinteger|nullA 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_openednullyes
effective_age_daysintegeryes
frozen_days_excludedintegeryes
grams_remainingnullyes
rest_windowstringyes
roast_datestringyes
verdictstringyes
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 ~305

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 — 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_idintegerCoffee bean ID (must belong to this account)
dose_gnumberDose in grams
grind_labelstringGrinder setting label, e.g. "1.1.3"
grinder_idintegerGrinder ID (must belong to this account)
machine_idintegerMachine ID (must belong to this account)
sensory_tagsarraySensory observations, e.g. ["sour","bitter"]. With shot_id: replaces the stored tags for this preview (omit to use stored; [] = none).
shot_idintegerPreview a logged shot by ID (dry-run; ignores the metric params below)
sourcestringGrinder position source — affects G1 warning (raw mode only)
time_snumberExtraction time in seconds
yield_gnumberYield in grams
NameTypeReqDescription
bean_contextobjectyes
categorystringyes
factsarrayyes
hypothesesarrayyes
kb_versionstringyes
one_variable_onlybooleanyes
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_idintegerOptional shot ID; defaults to last pulled shot.
NameTypeReqDescription
bean_contextobjectyes
categorystringyes
factsarrayyes
hypothesesarrayyes
kb_versionstringyes
one_variable_onlybooleanyes
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_programnullyes
locked_recipeobjectyes
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_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
statusstringFilter by status: current, archived, or all. Defaults to current.
NameTypeReqDescription
beansarrayyes

No examples provided.

list_grinders ~74

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.

NameTypeReqDescription
statusstringFilter by status: current, archived, or all. Defaults to current.
NameTypeReqDescription
grindersarrayyes

No examples provided.

list_machines ~74

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.

NameTypeReqDescription
statusstringFilter by status: current, archived, or all. Defaults to current.
NameTypeReqDescription
machinesarrayyes

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
statusstringFilter 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
statusstringFilter 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
limitintegerNumber of records to return (1-500)
offsetintegerOffset 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
statusstringFilter by status: current (unarchived), archived, or all. Defaults to current.
NameTypeReqDescription
watersarrayyes

No examples provided.

lock_recipe ~41

Lock a successful shot as the reference dialing recipe for this equipment profile.

NameTypeReqDescription
drink_intentstringyes
from_shot_idintegeryes
NameTypeReqDescription
messagestringyes
statusstringyes

No examples provided.

log_maintenance ~410

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 — so record the offset here if you counted the clicks while reassembling, which is the one moment anybody actually knows it. Read the available tasks, their intervals and their due state from list_grinders.

NameTypeReqDescription
detailsobjectFields specific to this task. Which ones a task takes is published as details_fields in the task catalog on list_grinders; a burr clean takes none
disturbs_zerointegerWhether 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 le…
equipment_idintegeryesThe ID of that piece of equipment
equipment_kindstringyesWhich kind of equipment this job was done on
evidencestringOne line recording what the measurement rested on, e.g. "Counted 6 clicks coarser at reassembly."
notestringOptional — what you did, and anything that surprised you
offset_sourcestringHow the offset was arrived at: pull (a reference shot), counted (clicks counted at reassembly), typed (asserted directly)
offset_valuenumberThe 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_atstringWhen 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
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 ~773

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|nullWhich bag of the coffee the shot came from; defaults to its current (open) bag. Bag numbers are on list_beans' bags[]
bean_idinteger|nullOverride: log against this bean instead of the active one (null = active)
best_brewinteger1 if marked as best brew, 0 otherwise
beverage_gnumberYield mass excluding cup/vessel weight in grams
bloom_time_snumberPre-wetting or bloom duration in seconds
data_confidencestringmeasured = weighed/timed live; recalled = from memory; estimated = a best guess (e.g. missed the timer — "~25s")
dose_gnumberyes
drink_intentstring
favouriteinteger1 if favourite, 0 otherwise
finish_actionstringyes
first_drip_time_snumberTime to first drip in seconds
flavor_notesstring
flow_profilestringOpaque flow profile data (JSON/TEXT)
grinder_idinteger|nullOverride: grinder used, if not the active one (null = active)
machine_idinteger|nullOverride: machine used, if not the active one (null = active)
method_toolsstringJSON representation of method tools used (e.g., paper filters, screen)
observationsobject
pressure_profilestringPressure profile description or values
program_idinteger|nullOverride: machine program used, if not the active one (null = active)
pulled_atstring|nullWhen 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 — th…
ratinginteger
sensory_tagsarray
tastedinteger1 = 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-p…
tdsnumberTotal Dissolved Solids percentage (e.g. 9.1 or 1.35)
temp_tastestring
temperature_cnumberBrew temperature in Celsius
time_snumberyes
verdictstring
vessel_namestringCup/vessel name
vessel_weight_gnumberCup/vessel weight in grams
water_idintegerOptional 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
reasonstringOptional 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 ~320

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_notesstringNotes about THIS bag (a batch note, where it was bought). The coffee's own description lives on the coffee, in notes.
bag_weight_gnumberBag weight in grams
bean_idintegeryesThis account's own coffee number, from list_beans. Never guess one.
best_by_datestringCalendar day in YYYY-MM-DD format — a day, not a timestamp
buy_datestringCalendar day in YYYY-MM-DD format — a day, not a timestamp
costnumber
currencystring
eanstring
opened_datestringCalendar day in YYYY-MM-DD format — a day, not a timestamp
qr_codestring
roast_datestringyesCalendar day in YYYY-MM-DD format — a day, not a timestamp
statestringDefaults to sealed; the first log_shot against it opens it
storagestring
NameTypeReqDescription
bag_idintegeryes
bean_idintegeryes
messagestringyes
statusstringyes

No examples provided.

register_coffee ~739

Register a coffee that is NOT yet in list_beans, together with its first bag, and make it the active coffee. 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
aciditystringFree text; roasters usually say low, medium or high
arabica_pctnumberPercent arabica, 100 for a pure arabica; the rest robusta
archivedinteger1 if archived, 0 otherwise
aromaticsstring
attachmentsstringJSON or comma-separated list of attachments
bag_notesstring
bag_weight_gnumberBag weight in grams
bean_mixstringE.g. blend details
best_by_datestringCalendar day in YYYY-MM-DD format — a day, not a timestamp
bodystringFree text; roasters usually say low, medium or high
buy_datestringCalendar day in YYYY-MM-DD format — a day, not a timestamp
co2e_kgnumber
costnumber
cupping_pointsnumber
currencystring
decaffeinatedinteger1 if decaf, 0 if regular
dial_categorystringDialing behavior class: classic = medium/traditional espresso roasts (chocolate/nut, balanced); dark = genuinely dark/roasty; the light categories cover Nordic and ultra-light styles.
eanstring
favouriteinteger1 if favourite, 0 otherwise
finishedinteger1 if finished, 0 otherwise
frozen_atstringCalendar day the bag went into the freezer, YYYY-MM-DD — a day, not a timestamp
frozen_notestring
frozen_storagestring
namestringyes
notesstringThe coffee's own description — the roaster's tasting notes, the dialing approach that worked. Per bag notes go in bag_notes.
opened_datestringCalendar day in YYYY-MM-DD format — a day, not a timestamp
originstring
originsarrayList of bean origin details
process_typestringyes
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
sweetnessstringFree text; roasters usually say low, medium or high
unfrozen_atstringCalendar day the bag came out, YYYY-MM-DD — a day, not a timestamp
urlstring
varietystring
NameTypeReqDescription
bag_idintegeryes
bean_idintegeryes
messagestringyes
statusstringyes

No examples provided.

register_grinder ~212

Register a manual or electric grinder with its dial settings scheme.

NameTypeReqDescription
archivedinteger1 if archived, 0 if active
burr_typestringyes
components_specstringJSON mapping string representing compound adjustment math
direction_conventionstringyes
max_valuenumber|nullOptional travel max bounds
microns_per_stepnumber|nullOptional mechanical burr travel microns per nominal step
min_valuenumber|nullOptional 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)
notesstringAdditional notes
photostringPhoto path or URL
setting_schemestringyesCollar mark style: single clicks or compound (rotation.number.clicks)
NameTypeReqDescription
grinder_idintegeryes
messagestringyes
statusstringyes

No examples provided.

register_machine ~258

Register an espresso or alternative preparation machine.

NameTypeReqDescription
archivedinteger1 if archived, 0 if active
basket_size_gramsnumber
boiler_typestring
built_in_grinder_idintegerid of a grinder built into this machine (bean-to-cup / integrated grinder)
connected_devicestringMetadata mapping to smart hardware APIs
control_typestringyes
namestringyesMachine name/model, e.g. Dedica EC685
notesstring
photostringPhoto path or URL
prep_stylestringPreparation 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_typestringPreparation equipment type. One of: espresso_machine, lever_press, moka_pot, aeropress, french_press, v60_dripper, cold_brew. Lower snake_case.
toolsstring|nullJSON or comma-separated tools, e.g., paper filters, flow control, metal mesh
NameTypeReqDescription
machine_idintegeryes
messagestringyes
statusstringyes

No examples provided.

register_program ~193

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.

NameTypeReqDescription
descriptionstring|null
machine_idintegeryes
program_numberintegeryesProgram number / button index (e.g. 1 or 2)
program_typestringCutoff method: "volumetric" (weight) or "timed" (duration). Defaults to volumetric.
target_time_snumber|nullTarget shot duration cutoff in seconds (required for timed programs)
target_volume_gnumber|nullTarget yield cutoff in grams (required for volumetric programs)
volume_sourcestringConfidence 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|null1 if it zeroes itself when a vessel is set down, 0 if not, null if unstated
auto_timerinteger|null1 if the timer starts on first flow, 0 if not, null if unstated
capacity_gnumber|nullMaximum weight in grams. The cup or portafilter counts against it
connectivitystringHow the scale talks to an app or a machine controller
depth_mmnumber|nullPlatform depth in mm
flow_rate_displayinteger|null1 if the scale shows live flow rate in g/s, 0 if it does not, null if the maker never said
height_mmnumber|nullOverall 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
notesstringAdditional notes
powerstringHow it is powered or recharged
resolution_bandedinteger|null1 when resolution_g only holds in the lowest weight band and coarsens with load — put the ladder in notes
resolution_gnumber|nullFinest 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|nullIEC 60529 ingress code as published, e.g. IPX4, IPX6, IP67, or none
width_mmnumber|nullPlatform 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|nullCalcium concentration in ppm
ghnumber|nullGeneral hardness (GH) in ppm
khnumber|nullKarbonate hardness (KH) in ppm
magnesiumnumber|nullMagnesium concentration in ppm
namestringyesWater formulation name, e.g. Lotus Light & Bright, Third Wave Water
notesstringAdditional notes
sodiumnumber|nullSodium concentration in ppm
tdsnumber|nullTDS in ppm
typestringType, e.g., mineralized, tap, distilled, RO
NameTypeReqDescription
messagestringyes
statusstringyes
water_idintegeryes

No examples provided.

set_active ~177

Switch the active bean, grinder or machine for this account. The numbers come from list_beans, list_grinders and list_machines. Registering something already makes it active, so use this to switch back to something that exists, not after register_coffee.

NameTypeReqDescription
bean_idinteger|nullThis account's own bean number, as returned by list_beans. Never guess one; null = leave unchanged
grinder_idinteger|nullThis account's own grinder number, as returned by list_grinders. Never guess one; null = leave unchanged
machine_idinteger|nullThis account's own machine number, as returned by list_machines. Never guess one; null = leave unchanged
program_idinteger|nullA program number from the active machine's list. 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 ~80

Set the current grinder collar position. source="measured" resets verification freshness.

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
evidencestringOne line recording what it rested on, e.g. "Reference pull 1.38 g/s against 1.74 g/s locked."
offset_valuenumberClicks 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
sourcestringHow it was arrived at: pull, counted, or typed
NameTypeReqDescription
entryobjectyes
messagestringyes

No examples provided.

suggest_next_step ~28

Retrieve the single next experiment step from the reasoning engine.

NameTypeReqDescription
bean_idintegeryes
NameTypeReqDescription
categorystringyes
next_stepstringyes
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
reasonstringOptional 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
reasonstringOptional 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_runbooleantrue: 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.
reasonstringOptional 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 ~191

Correct a registered machine — its name, control type, prep type and style, basket, boiler, accessories 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. 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.
reasonstringOptional 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.

update_scale ~170

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.

NameTypeReqDescription
fieldsobject
reasonstringOptional note, appended to this record's own notes as an ordinary line. Omit it and nothing is written.
scale_idintegeryesThis account's own scale number, from list_scales. Never guess one.
NameTypeReqDescription
changed_keysarrayyes
messagestringyes
scale_idintegeryes
statusstringyes

No examples provided.

update_shot ~131

Correct fields on an already-logged shot in place — 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.

NameTypeReqDescription
fieldsobjectyesOnly the fields to change
shot_idintegeryesID of the shot to correct
NameTypeReqDescription
messagestringyes
shot_idintegeryes
statusstringyes
updated_fieldsarrayyes

No examples provided.

update_water ~136

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.

NameTypeReqDescription
fieldsobject
reasonstringOptional note, appended to this record's own notes as an ordinary line. Omit it and nothing is written.
water_idintegeryesThis account's own water number, from list_waters. Never guess one.
NameTypeReqDescription
changed_keysarrayyes
messagestringyes
statusstringyes
water_idintegeryes

No examples provided.

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 85 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 41 tools: register_grinder, set_grinder_position, register_machine, set_equipment_archived, update_grinder, and 36 more. Their descriptions and schemas cost roughly 7,014 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 21 September 2026. Those dates come from our own scans of the registry and the channel itself, not from anything the publisher announced.