{"name":"com.shotpulled/shotpulled","slug":"shotpulled","title":"ShotPulled","description":"Espresso dialing: log a shot, say how it tasted, get one change in your grinder's own clicks.","url":"https://mcp.market/server/shotpulled","rating":null,"grade":"C","score":60,"certified":false,"status":"active","category":"other","tags":[],"presence":{"score":8,"stars":null,"forks":null,"downloads_week":null,"last_push_at":null,"license":null},"uptime":{"percent":100,"checks":6,"ok":6,"last_checked_at":"2026-09-20T20:51:14.377Z","last_ok_at":"2026-09-20T20:51:14.377Z","latency_ms":599},"claimed":false,"transport":"remote","callable_via_gateway":true,"default_price_micros":0,"repository":null,"website":"https://shotpulled.com","version":"1.0.2","remotes":[{"type":"streamable-http","url":"https://mcp.shotpulled.com/mcp"}],"packages":[],"tools":[{"name":"compute_age","description":"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.","write_action":false,"price_micros":0,"input_schema":{"type":"object","properties":{"bean_id":{"type":"integer"},"bag_id":{"type":["integer","null"],"description":"A bag of that coffee (from list_beans' bags[]); null = its current bag"}},"required":["bean_id"]}},{"name":"delete_shot","description":"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.","write_action":true,"price_micros":0,"input_schema":{"type":"object","properties":{"shot_id":{"type":"integer","description":"ID of the shot to delete"}},"required":["shot_id"]}},{"name":"diagnose_preview","description":"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.","write_action":false,"price_micros":0,"input_schema":{"type":"object","properties":{"shot_id":{"type":"integer","description":"Preview a logged shot by ID (dry-run; ignores the metric params below)"},"bean_id":{"type":"integer","description":"Coffee bean ID (must belong to this account)"},"grinder_id":{"type":"integer","description":"Grinder ID (must belong to this account)"},"machine_id":{"type":"integer","description":"Machine ID (must belong to this account)"},"grind_label":{"type":"string","description":"Grinder setting label, e.g. \"1.1.3\""},"dose_g":{"type":"number","description":"Dose in grams"},"yield_g":{"type":"number","description":"Yield in grams"},"time_s":{"type":"number","description":"Extraction time in seconds"},"source":{"type":"string","enum":["measured","recalled","assumed"],"description":"Grinder position source — affects G1 warning (raw mode only)"},"sensory_tags":{"type":"array","items":{"type":"string"},"description":"Sensory observations, e.g. [\"sour\",\"bitter\"]. With shot_id: replaces the stored tags for this preview (omit to use stored; [] = none)."}}}},{"name":"diagnose_shot","description":"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\".","write_action":false,"price_micros":0,"input_schema":{"type":"object","properties":{"shot_id":{"type":"integer","description":"Optional shot ID; defaults to last pulled shot."}}}},{"name":"get_dial_state","description":"Retrieve current dialing state, active context, recent shots, recommendations, and locked recipes.","write_action":false,"price_micros":0,"input_schema":{"type":"object","properties":{}}},{"name":"get_kb_version","description":"Retrieve the current version of the knowledge base.","write_action":false,"price_micros":0,"input_schema":{"type":"object","properties":{}}},{"name":"get_rule","description":"Retrieve the detailed text of a specific rule from the knowledge base by its rule ID.","write_action":false,"price_micros":0,"input_schema":{"type":"object","properties":{"rule_id":{"type":"string","description":"The ID of the rule to fetch, e.g. CAT.DARK"}},"required":["rule_id"]}},{"name":"get_stats","description":"Get compact flat usage stats for a grinder, machine, or bean.","write_action":false,"price_micros":0,"input_schema":{"type":"object","properties":{"scope":{"type":"string","enum":["grinder","machine","bean"],"description":"The stats scope"},"id":{"type":"integer","description":"The entity ID"}},"required":["scope","id"]}},{"name":"grinder_math","description":"Determine steps/clicks difference and directions between setting labels (C3).","write_action":false,"price_micros":0,"input_schema":{"type":"object","properties":{"grinder_id":{"type":"integer"},"from_label":{"type":"string"},"to_label":{"type":"string"}},"required":["grinder_id","from_label","to_label"]}},{"name":"kb_changelog","description":"Retrieve the changelog showing updates and version differences for the knowledge base.","write_action":false,"price_micros":0,"input_schema":{"type":"object","properties":{}}},{"name":"list_beans","description":"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.","write_action":false,"price_micros":0,"input_schema":{"type":"object","properties":{"status":{"type":"string","enum":["current","archived","all"],"description":"Filter by status: current, archived, or all. Defaults to current."}}}},{"name":"list_grinders","description":"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.","write_action":false,"price_micros":0,"input_schema":{"type":"object","properties":{"status":{"type":"string","enum":["current","archived","all"],"description":"Filter by status: current, archived, or all. Defaults to current."}}}},{"name":"list_machines","description":"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.","write_action":false,"price_micros":0,"input_schema":{"type":"object","properties":{"status":{"type":"string","enum":["current","archived","all"],"description":"Filter by status: current, archived, or all. Defaults to current."}}}},{"name":"list_recipes","description":"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.","write_action":false,"price_micros":0,"input_schema":{"type":"object","properties":{"bean_id":{"type":"integer"},"grinder_id":{"type":"integer"},"machine_id":{"type":"integer"},"status":{"type":"string","enum":["current","archived","all"],"description":"Filter by status: current, archived, or all. Defaults to current."}}}},{"name":"list_scales","description":"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.","write_action":false,"price_micros":0,"input_schema":{"type":"object","properties":{"status":{"type":"string","enum":["current","archived","all"],"description":"Filter by status: current (unarchived), archived, or all. Defaults to current."}}}},{"name":"list_shots","description":"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).","write_action":false,"price_micros":0,"input_schema":{"type":"object","properties":{"filters":{"type":"object","properties":{"bean_id":{"type":"integer","description":"Filter by coffee bean ID"},"bag_id":{"type":"integer","description":"Filter by bag number (one purchase of a coffee)"},"grinder_id":{"type":"integer","description":"Filter by grinder ID"},"machine_id":{"type":"integer","description":"Filter by machine ID"},"favourite":{"type":"integer","enum":[0,1],"description":"Filter by favourite status"},"best":{"type":"integer","enum":[0,1],"description":"Filter by best brew status"},"date_from":{"type":"string","description":"Filter shots pulled on or after YYYY-MM-DD"},"date_to":{"type":"string","description":"Filter shots pulled on or before YYYY-MM-DD"},"taste_pending":{"type":"integer","enum":[0,1],"description":"1 = shots logged without sensory tags, a rating, or the tasted flip (tasting still owed); 0 = tasted shots"}}},"limit":{"type":"integer","default":50,"minimum":1,"maximum":500,"description":"Number of records to return (1-500)"},"offset":{"type":"integer","default":0,"minimum":0,"description":"Offset for pagination"}}}},{"name":"list_waters","description":"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.","write_action":false,"price_micros":0,"input_schema":{"type":"object","properties":{"status":{"type":"string","enum":["current","archived","all"],"description":"Filter by status: current (unarchived), archived, or all. Defaults to current."}}}},{"name":"lock_recipe","description":"Lock a successful shot as the reference dialing recipe for this equipment profile.","write_action":false,"price_micros":0,"input_schema":{"type":"object","properties":{"from_shot_id":{"type":"integer"},"drink_intent":{"type":"string","enum":["straight","milk"]}},"required":["from_shot_id","drink_intent"]}},{"name":"log_maintenance","description":"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.","write_action":false,"price_micros":0,"input_schema":{"type":"object","properties":{"equipment_kind":{"type":"string","enum":["grinder"],"description":"Which kind of equipment this job was done on"},"equipment_id":{"type":"integer","description":"The ID of that piece of equipment"},"task":{"type":"string","enum":["burr_clean"],"description":"Which maintenance job was performed"},"performed_at":{"type":"string","description":"When it was done (ISO 8601 or YYYY-MM-DD HH:MM:SS, UTC). Defaults to now; backdating is fine"},"note":{"type":"string","description":"Optional — what you did, and anything that surprised you"},"disturbs_zero":{"type":"integer","enum":[0,1],"description":"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 left the collar alone"},"offset_value":{"type":"number","description":"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 is a state the app shows rather than a zero it assumes"},"offset_source":{"type":"string","enum":["pull","counted","typed"],"description":"How the offset was arrived at: pull (a reference shot), counted (clicks counted at reassembly), typed (asserted directly)"},"evidence":{"type":"string","description":"One line recording what the measurement rested on, e.g. \"Counted 6 clicks coarser at reassembly.\""},"details":{"type":"object","additionalProperties":true,"description":"Fields 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"}},"required":["equipment_kind","equipment_id","task"]}},{"name":"log_recommendation","description":"Log a recommended dialing change to allow contradiction/oscillation checking (G2).","write_action":false,"price_micros":0,"input_schema":{"type":"object","properties":{"lever":{"type":"string","enum":["grind","yield","temp","program","prep","none"]},"direction":{"type":"string","enum":["finer","coarser","more","less","same"]},"rationale":{"type":"string"},"confidence":{"type":"string","enum":["low","medium","high"]},"cited_rules":{"type":"array","items":{"type":"string"}},"based_on_shot":{"type":"integer"}},"required":["lever","direction","rationale","confidence"]}},{"name":"log_shot","description":"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.","write_action":false,"price_micros":0,"input_schema":{"type":"object","properties":{"dose_g":{"type":"number"},"yield_g":{"type":"number"},"time_s":{"type":"number"},"bean_id":{"type":["integer","null"],"description":"Override: log against this bean instead of the active one (null = active)"},"bag_id":{"type":["integer","null"],"description":"Which bag of the coffee the shot came from; defaults to its current (open) bag. Bag numbers are on list_beans' bags[]"},"grinder_id":{"type":["integer","null"],"description":"Override: grinder used, if not the active one (null = active)"},"machine_id":{"type":["integer","null"],"description":"Override: machine used, if not the active one (null = active)"},"program_id":{"type":["integer","null"],"description":"Override: machine program used, if not the active one (null = active)"},"pulled_at":{"type":["string","null"],"description":"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 — the default diagnosis target is the chronologically latest shot."},"finish_action":{"type":"string","enum":["hard_stop","passive_drip"]},"drink_intent":{"type":"string","enum":["straight","milk"]},"flavor_notes":{"type":"string","maxLength":4096},"sensory_tags":{"type":"array","maxItems":64,"items":{"type":"string","maxLength":128}},"observations":{"type":"object","maxProperties":64},"temp_taste":{"type":"string","enum":["hot","warm","cold"]},"rating":{"type":"integer","minimum":1,"maximum":5},"verdict":{"type":"string"},"data_confidence":{"type":"string","enum":["measured","recalled","estimated"],"description":"measured = weighed/timed live; recalled = from memory; estimated = a best guess (e.g. missed the timer — \"~25s\")"},"temperature_c":{"type":"number","description":"Brew temperature in Celsius"},"bloom_time_s":{"type":"number","description":"Pre-wetting or bloom duration in seconds"},"first_drip_time_s":{"type":"number","description":"Time to first drip in seconds"},"pressure_profile":{"type":"string","maxLength":16384,"description":"Pressure profile description or values"},"beverage_g":{"type":"number","description":"Yield mass excluding cup/vessel weight in grams"},"tds":{"type":"number","description":"Total Dissolved Solids percentage (e.g. 9.1 or 1.35)"},"water_id":{"type":"integer","description":"Optional references to waters formulation"},"vessel_name":{"type":"string","description":"Cup/vessel name"},"vessel_weight_g":{"type":"number","description":"Cup/vessel weight in grams"},"favourite":{"type":"integer","enum":[0,1],"description":"1 if favourite, 0 otherwise"},"best_brew":{"type":"integer","enum":[0,1],"description":"1 if marked as best brew, 0 otherwise"},"tasted":{"type":"integer","enum":[0,1],"description":"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-pending. Tags or a rating also mark a shot as tasted; 0 (default) = taste later."},"flow_profile":{"type":"string","maxLength":16384,"description":"Opaque flow profile data (JSON/TEXT)"},"method_tools":{"type":"string","maxLength":4096,"description":"JSON representation of method tools used (e.g., paper filters, screen)"}},"required":["dose_g","yield_g","time_s","finish_action"]}},{"name":"merge_beans","description":"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).","write_action":false,"price_micros":0,"input_schema":{"type":"object","properties":{"from_bean_id":{"type":"integer","description":"The duplicate: the coffee number that will be emptied and archived"},"into_bean_id":{"type":"integer","description":"The coffee number that keeps everything"},"reason":{"type":"string","description":"Optional note, recorded on the surviving coffee's notes with the merge"}},"required":["from_bean_id","into_bean_id"]}},{"name":"register_bag","description":"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.","write_action":false,"price_micros":0,"input_schema":{"type":"object","properties":{"bean_id":{"type":"integer","description":"This account's own coffee number, from list_beans. Never guess one."},"roast_date":{"type":"string","description":"Calendar day in YYYY-MM-DD format — a day, not a timestamp"},"bag_weight_g":{"type":"number","description":"Bag weight in grams"},"cost":{"type":"number"},"currency":{"type":"string"},"buy_date":{"type":"string","description":"Calendar day in YYYY-MM-DD format — a day, not a timestamp"},"state":{"type":"string","enum":["sealed","open","frozen","finished"],"description":"Defaults to sealed; the first log_shot against it opens it"},"opened_date":{"type":"string","description":"Calendar day in YYYY-MM-DD format — a day, not a timestamp"},"storage":{"type":"string"},"best_by_date":{"type":"string","description":"Calendar day in YYYY-MM-DD format — a day, not a timestamp"},"bag_notes":{"type":"string","maxLength":4096,"description":"Notes about THIS bag (a batch note, where it was bought). The coffee's own description lives on the coffee, in notes."},"ean":{"type":"string"},"qr_code":{"type":"string"}},"required":["bean_id","roast_date"]}},{"name":"register_coffee","description":"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.","write_action":false,"price_micros":0,"input_schema":{"type":"object","properties":{"name":{"type":"string"},"roast_date":{"type":"string","description":"Calendar day in YYYY-MM-DD format — a day, not a timestamp"},"roast_level":{"type":"string","enum":["ultra-light","light","medium","medium-dark","dark"]},"process_type":{"type":"string","enum":["washed","natural","honey","anaerobic","aerobic-extended","co-fermented","bioreactor","other"]},"roaster":{"type":"string"},"origin":{"type":"string"},"variety":{"type":"string"},"dial_category":{"type":"string","enum":["nordic-light","ultra-light","classic","processed","dark","aged"],"description":"Dialing behavior class: classic = medium/traditional espresso roasts (chocolate/nut, balanced); dark = genuinely dark/roasty; the light categories cover Nordic and ultra-light styles."},"bag_notes":{"type":"string","maxLength":4096},"rest_window_days_min":{"type":"integer"},"rest_window_days_max":{"type":"integer"},"state":{"type":"string","enum":["sealed","open","frozen","finished"]},"opened_date":{"type":"string","description":"Calendar day in YYYY-MM-DD format — a day, not a timestamp"},"storage":{"type":"string"},"buy_date":{"type":"string","description":"Calendar day in YYYY-MM-DD format — a day, not a timestamp"},"bag_weight_g":{"type":"number","description":"Bag weight in grams"},"cost":{"type":"number"},"currency":{"type":"string"},"decaffeinated":{"type":"integer","description":"1 if decaf, 0 if regular"},"bean_mix":{"type":"string","description":"E.g. blend details"},"roast_range":{"type":"string"},"roast_custom":{"type":"string"},"roasting_type":{"type":"string","enum":["filter","espresso","omni"]},"aromatics":{"type":"string","maxLength":1024},"cupping_points":{"type":"number"},"rating":{"type":"integer","minimum":1,"maximum":5},"favourite":{"type":"integer","description":"1 if favourite, 0 otherwise"},"url":{"type":"string"},"ean":{"type":"string"},"qr_code":{"type":"string"},"co2e_kg":{"type":"number"},"attachments":{"type":"string","maxLength":1024,"description":"JSON or comma-separated list of attachments"},"archived":{"type":"integer","description":"1 if archived, 0 otherwise"},"frozen_at":{"type":"string","description":"Calendar day the bag went into the freezer, YYYY-MM-DD — a day, not a timestamp"},"unfrozen_at":{"type":"string","description":"Calendar day the bag came out, YYYY-MM-DD — a day, not a timestamp"},"frozen_storage":{"type":"string"},"frozen_note":{"type":"string"},"best_by_date":{"type":"string","description":"Calendar day in YYYY-MM-DD format — a day, not a timestamp"},"finished":{"type":"integer","description":"1 if finished, 0 otherwise"},"notes":{"type":"string","maxLength":4096,"description":"The coffee's own description — the roaster's tasting notes, the dialing approach that worked. Per bag notes go in bag_notes."},"arabica_pct":{"type":"number","minimum":0,"maximum":100,"description":"Percent arabica, 100 for a pure arabica; the rest robusta"},"body":{"type":"string","description":"Free text; roasters usually say low, medium or high"},"acidity":{"type":"string","description":"Free text; roasters usually say low, medium or high"},"sweetness":{"type":"string","description":"Free text; roasters usually say low, medium or high"},"origins":{"type":"array","description":"List of bean origin details","items":{"type":"object","properties":{"country":{"type":"string"},"region":{"type":"string"},"farm":{"type":"string"},"farmer":{"type":"string"},"variety":{"type":"string"},"processing":{"type":"string"},"elevation_m":{"type":"number"},"elevation_max_m":{"type":"number","description":"Upper end of an elevation range, e.g. 1980 for \"1800–1980 m\"; elevation_m is the lower end"},"harvest":{"type":"string"},"percentage":{"type":"number"}}}}},"required":["name","roast_date","roast_level","process_type"]}},{"name":"register_grinder","description":"Register a manual or electric grinder with its dial settings scheme.","write_action":false,"price_micros":0,"input_schema":{"type":"object","properties":{"name":{"type":"string","description":"The name/model of the grinder, e.g. Kinu M47"},"motor_type":{"type":"string","enum":["manual","electric"]},"burr_type":{"type":"string","enum":["conical","flat"]},"setting_scheme":{"type":"string","enum":["numeric_stepless","numeric_stepped","clicks_single","compound","named"],"description":"Collar mark style: single clicks or compound (rotation.number.clicks)"},"direction_convention":{"type":"string","enum":["lower_is_finer","higher_is_finer"]},"nominal_step":{"type":"number","description":"Smallest adjustment increment (e.g. 1 click or 0.1collar units)"},"components_spec":{"type":"string","maxLength":4096,"description":"JSON mapping string representing compound adjustment math"},"min_value":{"type":["number","null"],"description":"Optional travel min bounds"},"max_value":{"type":["number","null"],"description":"Optional travel max bounds"},"microns_per_step":{"type":["number","null"],"description":"Optional mechanical burr travel microns per nominal step"},"notes":{"type":"string","description":"Additional notes"},"archived":{"type":"integer","description":"1 if archived, 0 if active"},"photo":{"type":"string","description":"Photo path or URL"}},"required":["name","motor_type","burr_type","setting_scheme","direction_convention","nominal_step"]}},{"name":"register_machine","description":"Register an espresso or alternative preparation machine.","write_action":false,"price_micros":0,"input_schema":{"type":"object","properties":{"name":{"type":"string","description":"Machine name/model, e.g. Dedica EC685"},"control_type":{"type":"string","enum":["volumetric","manual","lever"]},"basket_size_grams":{"type":"number"},"boiler_type":{"type":"string"},"notes":{"type":"string"},"prep_type":{"type":"string","description":"Preparation equipment type. One of: espresso_machine, lever_press, moka_pot, aeropress, french_press, v60_dripper, cold_brew. Lower snake_case."},"prep_style":{"type":"string","description":"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."},"archived":{"type":"integer","description":"1 if archived, 0 if active"},"photo":{"type":"string","description":"Photo path or URL"},"tools":{"type":["string","null"],"description":"JSON or comma-separated tools, e.g., paper filters, flow control, metal mesh"},"connected_device":{"type":"string","description":"Metadata mapping to smart hardware APIs"},"built_in_grinder_id":{"type":"integer","description":"id of a grinder built into this machine (bean-to-cup / integrated grinder)"}},"required":["name","control_type"]}},{"name":"register_program","description":"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.","write_action":false,"price_micros":0,"input_schema":{"type":"object","properties":{"machine_id":{"type":"integer"},"program_number":{"type":"integer","description":"Program number / button index (e.g. 1 or 2)"},"program_type":{"type":"string","enum":["volumetric","timed"],"description":"Cutoff method: \"volumetric\" (weight) or \"timed\" (duration). Defaults to volumetric."},"target_volume_g":{"type":["number","null"],"description":"Target yield cutoff in grams (required for volumetric programs)"},"target_time_s":{"type":["number","null"],"description":"Target shot duration cutoff in seconds (required for timed programs)"},"volume_source":{"type":"string","enum":["measured","recalled"],"description":"Confidence in the stored cutoff value, for either type"},"description":{"type":["string","null"]}},"required":["machine_id","program_number"]}},{"name":"register_scale","description":"Register a brewing scale — the instrument that weighs the dose and the yield.","write_action":false,"price_micros":0,"input_schema":{"type":"object","properties":{"name":{"type":"string","description":"Scale name/model, e.g. Acaia Lunar, Timemore Black Mirror Basic 2"},"scale_type":{"type":"string","enum":["espresso","brew","dual","connected","dosing","training","bench"],"description":"What 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 (high capacity, coarse)"},"resolution_g":{"type":["number","null"],"description":"Finest published readability in grams. Leave null unless the maker states it"},"resolution_banded":{"type":["integer","null"],"description":"1 when resolution_g only holds in the lowest weight band and coarsens with load — put the ladder in notes"},"capacity_g":{"type":["number","null"],"description":"Maximum weight in grams. The cup or portafilter counts against it"},"width_mm":{"type":["number","null"],"description":"Platform width in mm — measure your drip tray"},"depth_mm":{"type":["number","null"],"description":"Platform depth in mm"},"height_mm":{"type":["number","null"],"description":"Overall height in mm — the dimension that decides whether it fits under a group head"},"water_resistance":{"type":["string","null"],"description":"IEC 60529 ingress code as published, e.g. IPX4, IPX6, IP67, or none"},"connectivity":{"type":"string","enum":["none","bluetooth","usb","bluetooth_usb"],"description":"How the scale talks to an app or a machine controller"},"flow_rate_display":{"type":["integer","null"],"description":"1 if the scale shows live flow rate in g/s, 0 if it does not, null if the maker never said"},"auto_tare":{"type":["integer","null"],"description":"1 if it zeroes itself when a vessel is set down, 0 if not, null if unstated"},"auto_timer":{"type":["integer","null"],"description":"1 if the timer starts on first flow, 0 if not, null if unstated"},"power":{"type":"string","enum":["usb_c","micro_usb","aa","aaa","mains"],"description":"How it is powered or recharged"},"notes":{"type":"string","description":"Additional notes"}},"required":["name","scale_type"]}},{"name":"register_water","description":"Register a custom or commercial water formulation.","write_action":false,"price_micros":0,"input_schema":{"type":"object","properties":{"name":{"type":"string","description":"Water formulation name, e.g. Lotus Light & Bright, Third Wave Water"},"type":{"type":"string","description":"Type, e.g., mineralized, tap, distilled, RO"},"tds":{"type":["number","null"],"description":"TDS in ppm"},"gh":{"type":["number","null"],"description":"General hardness (GH) in ppm"},"kh":{"type":["number","null"],"description":"Karbonate hardness (KH) in ppm"},"sodium":{"type":["number","null"],"description":"Sodium concentration in ppm"},"calcium":{"type":["number","null"],"description":"Calcium concentration in ppm"},"magnesium":{"type":["number","null"],"description":"Magnesium concentration in ppm"},"notes":{"type":"string","description":"Additional notes"}},"required":["name"]}},{"name":"set_active","description":"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.","write_action":false,"price_micros":0,"input_schema":{"type":"object","properties":{"bean_id":{"type":["integer","null"],"description":"This account's own bean number, as returned by list_beans. Never guess one; null = leave unchanged"},"grinder_id":{"type":["integer","null"],"description":"This account's own grinder number, as returned by list_grinders. Never guess one; null = leave unchanged"},"machine_id":{"type":["integer","null"],"description":"This account's own machine number, as returned by list_machines. Never guess one; null = leave unchanged"},"program_id":{"type":["integer","null"],"description":"A program number from the active machine's list. null = leave unchanged"}}}},{"name":"set_equipment_archived","description":"Archive or restore a grinder, machine, water, or scale.","write_action":false,"price_micros":0,"input_schema":{"type":"object","properties":{"kind":{"type":"string","enum":["grinder","machine","water","scale"],"description":"The kind of equipment to archive/restore"},"id":{"type":"integer","description":"The ID of the equipment"},"archived":{"type":"integer","enum":[0,1],"description":"1 to archive, 0 to restore"}},"required":["kind","id","archived"]}},{"name":"set_grinder_position","description":"Set the current grinder collar position. source=\"measured\" resets verification freshness.","write_action":false,"price_micros":0,"input_schema":{"type":"object","properties":{"grinder_id":{"type":"integer"},"setting_label":{"type":"string","description":"Verbatim display label, e.g. \"1.1.2\""},"source":{"type":"string","enum":["measured","recalled","assumed"],"description":"Whether setting is verified (\"measured\") or guess (\"recalled\"/\"assumed\")"}},"required":["grinder_id","setting_label","source"]}},{"name":"set_maintenance_offset","description":"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.","write_action":false,"price_micros":0,"input_schema":{"type":"object","properties":{"entry_id":{"type":"integer","description":"The maintenance entry that opened the epoch, from list_grinders"},"offset_value":{"type":"number","description":"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"},"source":{"type":"string","enum":["pull","counted","typed"],"description":"How it was arrived at: pull, counted, or typed"},"evidence":{"type":"string","description":"One line recording what it rested on, e.g. \"Reference pull 1.38 g/s against 1.74 g/s locked.\""}},"required":["entry_id"]}},{"name":"suggest_next_step","description":"Retrieve the single next experiment step from the reasoning engine.","write_action":false,"price_micros":0,"input_schema":{"type":"object","properties":{"bean_id":{"type":"integer"}},"required":["bean_id"]}},{"name":"update_bag","description":"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.","write_action":true,"price_micros":0,"input_schema":{"type":"object","properties":{"bag_id":{"type":"integer","description":"This account's own bag number, from list_beans' bags[]. Never guess one."},"fields":{"type":"object","properties":{"roast_date":{"type":"string","description":"Calendar day in YYYY-MM-DD format — a day, not a timestamp"},"state":{"type":"string","enum":["sealed","open","frozen","finished"]},"opened_date":{"type":"string","description":"Calendar day in YYYY-MM-DD format — a day, not a timestamp"},"buy_date":{"type":"string","description":"Calendar day in YYYY-MM-DD format — a day, not a timestamp"},"best_by_date":{"type":"string","description":"Calendar day in YYYY-MM-DD format — a day, not a timestamp"},"bag_weight_g":{"type":"number","description":"Bag weight in grams"},"weight_adjustment_g":{"type":"number","description":"Grams consumed or lost OUTSIDE logged shots (spillage, unlogged brews). grams_remaining = bag_weight_g − logged doses − this. Negative adds weight back."},"grams_remaining":{"type":"number","description":"Override the computed grams left in the bag (weigh the bag, set what is actually there). Translated into weight_adjustment_g so bag_weight_g keeps recording the true bag size. 0 marks the bag finished; a positive value on a finished bag un-finishes it."},"cost":{"type":"number"},"currency":{"type":"string"},"storage":{"type":"string"},"frozen_at":{"type":"string","description":"Calendar day the bag went into the freezer, YYYY-MM-DD — a day, not a timestamp"},"unfrozen_at":{"type":"string","description":"Calendar day the bag came out, YYYY-MM-DD — a day, not a timestamp"},"frozen_storage":{"type":"string"},"frozen_note":{"type":"string"},"finished":{"type":"integer","description":"1 if finished, 0 otherwise"},"bag_notes":{"type":"string","maxLength":4096},"ean":{"type":"string"},"qr_code":{"type":"string"}}},"reason":{"type":"string","description":"Optional free-text note, appended to this bag's notes as an ordinary line. Omit it and nothing is written."}},"required":["bag_id","fields"]}},{"name":"update_bean","description":"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.","write_action":true,"price_micros":0,"input_schema":{"type":"object","properties":{"bean_id":{"type":"integer"},"fields":{"type":"object","properties":{"name":{"type":"string"},"roast_date":{"type":"string","description":"Calendar day in YYYY-MM-DD format — a day, not a timestamp"},"roast_level":{"type":"string","enum":["ultra-light","light","medium","medium-dark","dark"]},"process_type":{"type":"string","enum":["washed","natural","honey","anaerobic","aerobic-extended","co-fermented","bioreactor","other"]},"roaster":{"type":"string"},"origin":{"type":"string"},"variety":{"type":"string"},"dial_category":{"type":"string","enum":["nordic-light","ultra-light","classic","processed","dark","aged"],"description":"Dialing behavior class: classic = medium/traditional espresso roasts (chocolate/nut, balanced); dark = genuinely dark/roasty; the light categories cover Nordic and ultra-light styles."},"bag_notes":{"type":"string","maxLength":4096},"rest_window_days_min":{"type":"integer"},"rest_window_days_max":{"type":"integer"},"state":{"type":"string","enum":["sealed","open","frozen","finished"]},"opened_date":{"type":"string","description":"Calendar day in YYYY-MM-DD format — a day, not a timestamp"},"storage":{"type":"string"},"buy_date":{"type":"string","description":"Calendar day in YYYY-MM-DD format — a day, not a timestamp"},"bag_weight_g":{"type":"number","description":"Bag weight in grams"},"weight_adjustment_g":{"type":"number","description":"Grams consumed or lost OUTSIDE logged shots (spillage, unlogged brews). grams_remaining = bag_weight_g − logged doses − this. To force remaining to a known value X, set this to bag_weight_g − logged doses − X. Negative adds weight back."},"cost":{"type":"number"},"currency":{"type":"string"},"decaffeinated":{"type":"integer","description":"1 if decaf, 0 if regular"},"bean_mix":{"type":"string","description":"E.g. blend details"},"roast_range":{"type":"string"},"roast_custom":{"type":"string"},"roasting_type":{"type":"string","enum":["filter","espresso","omni"]},"aromatics":{"type":"string","maxLength":1024},"cupping_points":{"type":"number"},"rating":{"type":"integer","minimum":0,"maximum":5,"description":"1-5 stars; 0 clears the rating (unrated)"},"favourite":{"type":"integer","description":"1 if favourite, 0 otherwise"},"url":{"type":"string"},"ean":{"type":"string"},"qr_code":{"type":"string"},"co2e_kg":{"type":"number"},"attachments":{"type":"string","maxLength":1024,"description":"JSON or comma-separated list of attachments"},"archived":{"type":"integer","description":"1 if archived, 0 otherwise"},"frozen_at":{"type":"string","description":"Calendar day the bag went into the freezer, YYYY-MM-DD — a day, not a timestamp"},"unfrozen_at":{"type":"string","description":"Calendar day the bag came out, YYYY-MM-DD — a day, not a timestamp"},"frozen_storage":{"type":"string"},"frozen_note":{"type":"string"},"best_by_date":{"type":"string","description":"Calendar day in YYYY-MM-DD format — a day, not a timestamp"},"finished":{"type":"integer","description":"1 if finished, 0 otherwise"},"grams_remaining":{"type":"number","description":"Override the computed grams left in the bag (weigh the bag, set what is actually there). Translated into weight_adjustment_g so bag_weight_g keeps recording the true bag size. 0 marks the bag finished; a positive value on a finished bag un-finishes it."},"notes":{"type":"string","maxLength":4096,"description":"The coffee's own description — roaster tasting notes, the dialing approach. Replaces the stored value; the optional reason is appended instead."},"arabica_pct":{"type":"number","minimum":0,"maximum":100},"body":{"type":"string","description":"Free text; roasters usually say low, medium or high"},"acidity":{"type":"string","description":"Free text; roasters usually say low, medium or high"},"sweetness":{"type":"string","description":"Free text; roasters usually say low, medium or high"},"origins":{"type":"array","description":"List of bean origin details","items":{"type":"object","properties":{"country":{"type":"string"},"region":{"type":"string"},"farm":{"type":"string"},"farmer":{"type":"string"},"variety":{"type":"string"},"processing":{"type":"string"},"elevation_m":{"type":"number"},"elevation_max_m":{"type":"number","description":"Upper end of an elevation range; elevation_m is the lower end"},"harvest":{"type":"string"},"percentage":{"type":"number"}}}}}},"reason":{"type":"string","description":"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."}},"required":["bean_id","fields"]}},{"name":"update_grinder","description":"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.","write_action":true,"price_micros":0,"input_schema":{"type":"object","properties":{"grinder_id":{"type":"integer","description":"This account's own grinder number, from list_grinders. Never guess one."},"fields":{"type":"object","properties":{"name":{"type":"string"},"motor_type":{"type":"string","enum":["manual","electric"]},"burr_type":{"type":"string","enum":["conical","flat"]},"setting_scheme":{"type":"string","enum":["numeric_stepless","numeric_stepped","clicks_single","compound","named"]},"direction_convention":{"type":"string","enum":["lower_is_finer","higher_is_finer"]},"nominal_step":{"type":"number","description":"Smallest adjustment increment. On a numeric_stepless collar it is the precision labels are recorded in (0.1 records tenths) and the size of one click. numeric_stepped and clicks_single collars record whole steps whatever it says — to record tenths, set setting_scheme numeric_stepless as well"},"components_spec":{"type":["string","null"],"maxLength":4096,"description":"JSON array of {name, per_step}, coarsest first — the ring arithmetic of a compound collar, or the ordered settings of a named one"},"min_value":{"type":["number","null"]},"max_value":{"type":["number","null"]},"microns_per_step":{"type":["number","null"]},"notes":{"type":["string","null"]},"photo":{"type":["string","null"]}}},"reason":{"type":"string","description":"Optional note, appended to this record's own notes as an ordinary line. Omit it and nothing is written."},"dry_run":{"type":"boolean","description":"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_ignored, direction_flipped, recipe_count)"}},"required":["grinder_id"]}},{"name":"update_machine","description":"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.","write_action":true,"price_micros":0,"input_schema":{"type":"object","properties":{"machine_id":{"type":"integer","description":"This account's own machine number, from list_machines. Never guess one."},"fields":{"type":"object","properties":{"name":{"type":"string"},"control_type":{"type":"string","enum":["volumetric","manual","lever"]},"prep_type":{"type":"string","description":"One of: espresso_machine, lever_press, moka_pot, aeropress, french_press, v60_dripper, cold_brew."},"prep_style":{"type":"string","description":"One of: espresso, filter, immersion, percolation. Only \"espresso\" is diagnosed by the dialing engine (G8)."},"basket_size_grams":{"type":["number","null"]},"boiler_type":{"type":["string","null"]},"tools":{"type":["string","null"],"description":"Comma-separated accessories. list_machines reads them back as tools_list"},"connected_device":{"type":["string","null"]},"notes":{"type":["string","null"]},"photo":{"type":["string","null"]}}},"reason":{"type":"string","description":"Optional note, appended to this record's own notes as an ordinary line. Omit it and nothing is written."}},"required":["machine_id"]}},{"name":"update_scale","description":"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.","write_action":true,"price_micros":0,"input_schema":{"type":"object","properties":{"scale_id":{"type":"integer","description":"This account's own scale number, from list_scales. Never guess one."},"fields":{"type":"object","properties":{"name":{"type":"string"},"scale_type":{"type":"string","enum":["espresso","brew","dual","connected","dosing","training","bench"]},"resolution_g":{"type":["number","null"]},"resolution_banded":{"type":["integer","null"],"description":"1 when resolution_g only holds in the lowest weight band"},"capacity_g":{"type":["number","null"]},"width_mm":{"type":["number","null"]},"depth_mm":{"type":["number","null"]},"height_mm":{"type":["number","null"]},"water_resistance":{"type":["string","null"]},"connectivity":{"type":["string","null"],"enum":["none","bluetooth","usb","bluetooth_usb",null]},"flow_rate_display":{"type":["integer","null"]},"auto_tare":{"type":["integer","null"]},"auto_timer":{"type":["integer","null"]},"power":{"type":["string","null"],"enum":["usb_c","micro_usb","aa","aaa","mains",null]},"notes":{"type":["string","null"]}}},"reason":{"type":"string","description":"Optional note, appended to this record's own notes as an ordinary line. Omit it and nothing is written."}},"required":["scale_id"]}},{"name":"update_shot","description":"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.","write_action":true,"price_micros":0,"input_schema":{"type":"object","properties":{"shot_id":{"type":"integer","description":"ID of the shot to correct"},"fields":{"type":"object","description":"Only the fields to change","properties":{"bean_id":{"type":"integer","description":"Re-file the shot onto this bean (its current bag, unless bag_id is also given)"},"bag_id":{"type":"integer","description":"Re-file the shot onto this bag; must be a bag of the shot's bean"},"grinder_id":{"type":"integer"},"machine_id":{"type":"integer"},"program_id":{"type":"integer"},"water_id":{"type":"integer"},"pulled_at":{"type":"string","description":"Corrected timestamp (ISO 8601 or \"YYYY-MM-DD HH:MM:SS\")"},"dose_g":{"type":"number"},"yield_g":{"type":"number"},"time_s":{"type":"number"},"grind_label":{"type":"string","description":"Corrected grind setting label; numeric position is re-derived"},"rating":{"type":["integer","null"],"minimum":1,"maximum":5,"description":"1-5; null clears the rating"},"verdict":{"type":["string","null"],"description":"null clears the verdict"},"flavor_notes":{"type":["string","null"],"maxLength":4096,"description":"null clears the notes"},"sensory_tags":{"type":"array","maxItems":64,"items":{"type":"string","maxLength":128}},"observations":{"type":"object","maxProperties":64},"finish_action":{"type":"string","enum":["hard_stop","passive_drip"]},"drink_intent":{"type":"string","enum":["straight","milk"]},"temp_taste":{"type":"string","enum":["hot","warm","cold"]},"data_confidence":{"type":"string","enum":["measured","recalled","estimated"],"description":"estimated marks the metrics as a best guess instead of burying the caveat in notes"},"temperature_c":{"type":"number"},"tds":{"type":"number"},"beverage_g":{"type":"number"},"vessel_name":{"type":"string"},"vessel_weight_g":{"type":"number"},"favourite":{"type":"integer","enum":[0,1]},"best_brew":{"type":"integer","enum":[0,1]},"tasted":{"type":"integer","enum":[0,1],"description":"Backfill 1 to mark a pending shot as tasted-clean (tasted, no defect tags) so it leaves the taste-pending queue without inventing a tag or rating"}}}},"required":["shot_id","fields"]}},{"name":"update_water","description":"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.","write_action":true,"price_micros":0,"input_schema":{"type":"object","properties":{"water_id":{"type":"integer","description":"This account's own water number, from list_waters. Never guess one."},"fields":{"type":"object","properties":{"name":{"type":"string"},"type":{"type":["string","null"]},"tds":{"type":["number","null"]},"gh":{"type":["number","null"]},"kh":{"type":["number","null"]},"sodium":{"type":["number","null"]},"calcium":{"type":["number","null"]},"magnesium":{"type":["number","null"]},"notes":{"type":["string","null"]}}},"reason":{"type":"string","description":"Optional note, appended to this record's own notes as an ordinary line. Omit it and nothing is written."}},"required":["water_id"]}}],"scan":{"score":60,"grade":"C","scanned_at":"2026-09-20T11:40:55.943Z","report":{"scannerVersion":"0.1.9","scannedAt":"2026-09-20T11:40:55.893Z","components":{"code":{"score":-1,"max":25,"notes":["remote-only server, no package to scan"]},"reliability":{"score":20,"max":20,"notes":["remote reachable in 1068ms"]},"poisoning":{"score":15,"max":15,"notes":["41 tool descriptions checked"]},"auth":{"score":3,"max":15,"notes":["open endpoint exposes 8 write-action tools with no auth"]},"maintenance":{"score":3,"max":15,"notes":["no repository listed"]},"identity":{"score":4,"max":10,"notes":["verified namespace with website, no repo"]}},"findings":[{"id":"auth.open-write","severity":"high","component":"auth","title":"Write-action tools reachable without authentication"},{"id":"maint.no-repo","severity":"low","component":"maintenance","title":"No source repository listed"}],"inputs":{"probes":[{"url":"https://mcp.shotpulled.com/mcp","reachable":true,"authRequired":false,"latencyMs":1068,"serverInfo":{"name":"shotpulled","version":"1.2.0"}}],"packages":[],"repo":{"found":false},"icon":{"url":"https://shotpulled.com/favicon.svg","source":"registry"},"presence":{"stars":null,"forks":null,"downloadsWeek":null,"license":null,"lastPushAt":null,"score":8}}}},"grade_history":[],"reviews":[]}