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GO AI Tools

REMOTE · GOAICHAT.APP · SCANNED SEP 20

31 no-AI tools: image conversion and EXIF stripping, App Store assets, colour maths. No API key.

Available components

+3 this week 77 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 Security77
Transport & Reachability100
Schema Quality & AI Usability75
  • 100% of prompts and resources have a non-trivial description (not blank, and not just the item's name).Pass
  • AI-judged instruction clarity (excellent).Pass
  • Context-footprint check failed: tool/resource definitions use about 13769 tokens (~430/item across 32 items; 31 tools + 1 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 Management36
  • Stability check failed: schema churn in the 12 days we've observed: 1 tool removals, 0 breaking changes, 0 auth/transport breaks, 1 additions. See how to fix → Fail
Tool Coverage100
  • 100% of tools have a non-trivial description (not blank, and not just the tool's name).Pass
  • 100% of tool parameters carry a description.Pass
  • 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
  • We read all 31 captured tool definition(s), and no name or description among them implies an irreversible operation.Pass
  • An AI judge read all 32 captured unit(s) of tool text and found none that tries to manipulate the model reading it.Pass
Capabilities100
  • Implements a supported MCP spec version (2025-11-25); the latest is 2026-07-28.Pass
Install

How do I install the GO AI Tools MCP server?

GO AI Tools is a hosted endpoint at https://goaichat.app/mcp-tools/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 · goaichat.app

# add to Claude Code
claude mcp add --transport http app-goaichat-tools 'https://goaichat.app/mcp-tools/mcp'
// .cursor/mcp.json
{
  "mcpServers": {
    "app-goaichat-tools": {
      "url": "https://goaichat.app/mcp-tools/mcp"
    }
  }
}
// .vscode/mcp.json
{
  "servers": {
    "app-goaichat-tools": {
      "type": "http",
      "url": "https://goaichat.app/mcp-tools/mcp"
    }
  }
}
# ~/.codex/config.toml
[mcp_servers.app-goaichat-tools]
url = "https://goaichat.app/mcp-tools/mcp"
// opencode.json
{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "app-goaichat-tools": {
      "type": "remote",
      "url": "https://goaichat.app/mcp-tools/mcp",
      "enabled": true
    }
  }
}
# add to OpenClaw
openclaw mcp add app-goaichat-tools --url 'https://goaichat.app/mcp-tools/mcp' --transport streamable-http
# ~/.hermes/config.yaml
mcp_servers:
  app-goaichat-tools:
    url: "https://goaichat.app/mcp-tools/mcp"
// ~/.netclaw/config/netclaw.json
{
  "McpServers": {
    "app-goaichat-tools": {
      "Transport": "http",
      "Url": "https://goaichat.app/mcp-tools/mcp"
    }
  }
}
# add to Vellum
assistant mcp add app-goaichat-tools -t streamable-http -u 'https://goaichat.app/mcp-tools/mcp'
// mcp.json
{
  "mcpServers": {
    "app-goaichat-tools": {
      "type": "http",
      "url": "https://goaichat.app/mcp-tools/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.

  • 18 Sept 26 +1

    No change was recorded against any check on this day. Stability & Change Management went from 26 to 30.

  • 16 Sept 26 +1
    • Stability: unverified → fail security
    • Authorization: unverified → partial security
    • Injection markers: unverified → pass security
    • Endpoint reachability: unreachable → reachable functional
    • Tool coverage: unverified → 100 functional
    • Schema quality: unverified → 100 functional
    • MCP protocol: unverified → pass functional
  • 15 Sept 26 0
    • Endpoint reachability: reachable → unreachable security
    • Stability: fail → unverified security
    • Tool safety: pass → unverified security
    • Authorization: partial → unverified security
    • Schema quality: 100 → unverified functional
    • Capabilities: pass → unverified functional
    • Tool coverage: 100 → unverified functional
  • 14 Sept 26 +1

    No change was recorded against any check on this day. Stability & Change Management went from 13 to 16.

  • 12 Sept 26 +1

    No change was recorded against any check on this day. Stability & Change Management went from 6 to 10.

  • 10 Sept 26 +1

    No change was recorded against any check on this day. Stability & Change Management went from 0 to 3.

  • 9 Sept 26 +7
    • Stability: unverified → fail security
    • A breaking change shipped without a version bump: still 1.0.0 security
    • Tool “goai_build_app_privacy_label” was removed security
    • Authorization: unverified → partial security
    • Tool coverage: 93% → 100% functional
    • Tool “appstore_compare_markets” now declares an output schema functional
    • Tool “appstore_search” now declares an output schema functional
    • Tool “bpm_delay_calculator” now declares an output schema functional
    • Tool “build_app_store_link” now declares an output schema functional
    • Tool “calculate_app_store_net_revenue” now declares an output schema functional
    • Tool “calculate_bmi_and_body_fat” now declares an output schema functional
    • Tool “calculate_tdee” now declares an output schema functional
    • Tool “check_contrast” now declares an output schema functional
    • Tool “check_strings_files” now declares an output schema functional
    • Tool “convert_heic_to_jpg_png” now declares an output schema functional
    • Tool “convert_video_to_gif” now declares an output schema functional
    • Tool “css_clamp_calculator” now declares an output schema functional
    • Tool “estimate_ai_tokens” now declares an output schema functional
    • Tool “estimate_window_light” now declares an output schema functional
    • Tool “find_nearest_passing_color” now declares an output schema functional
    • Tool “generate_app_icon_set” now declares an output schema functional
    • Tool “generate_favicon_set” now declares an output schema functional
    • Tool “image_compress” now declares an output schema functional
    • Tool “image_compression_curve” now declares an output schema functional
    • Tool “inspect_mobileprovision” now declares an output schema functional
    • Tool “oklch_convert” now declares an output schema functional
    • Tool “oklch_ramp” now declares an output schema functional
    • Tool “plant_watering_calendar” now declares an output schema functional
    • Tool “project_weight_goal_date” now declares an output schema functional
    • Tool “recipe_convert_ingredient” now declares an output schema functional
    • Tool “recipe_scale” now declares an output schema functional
    • Tool “recommend_ai_model” now declares an output schema functional
    • Tool “render_app_store_screenshot” now declares an output schema functional
    • Tool “resize_images” now declares an output schema functional
    • Tool “strip_image_metadata” now declares an output schema functional
    • First check of Tool coverage: 100 functional
    • New tool “build_app_privacy_label” functional
    • “calculate_tdee” reworded the description of “activity_level” cosmetic
    • “calculate_tdee” reworded the description of “age” cosmetic
    • “calculate_tdee” reworded the description of “goal” cosmetic
    • “calculate_tdee” reworded the description of “height_cm” cosmetic
    • “calculate_tdee” reworded the description of “height_ft” cosmetic
    • “calculate_tdee” reworded the description of “height_in” cosmetic
    • “calculate_tdee” reworded the description of “sex” cosmetic
    • “calculate_tdee” reworded the description of “units” cosmetic
    • “calculate_tdee” reworded the description of “weight_kg” cosmetic
    • “calculate_tdee” reworded the description of “weight_lb” cosmetic
  • 8 Sept 26 65

    First indexed and scored.

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 20 Sept 2026 · Probed https://goaichat.app/mcp-tools/mcp

TLS valid

Negotiated TLS 1.3 with TLS_AES_128_GCM_SHA256 .

Subject Issuer Valid from Valid until Key Signature Serial
CN=goaichat.app CN=WE1,O=Google Trust Services,C=US 14 Sept 2026 13 Dec 2026 ECDSA 256 ECDSA-SHA256 698e1c3051bff064131ed9d0953d79e8
SANs: goaichat.app, *.goaichat.app
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 secure

Validation of goaichat.app. Secure

Zone DS Keys Algorithms Outcome
. trust_anchor 20326, 38696 8, 8 Verified
app. present 23684 8 Verified
goaichat.app. present 2371 13 Verified
goaichat.app. Verified address RRset verified with the apex keys
Authentication No authorisation required

The endpoint answered without asking for a token. Anyone who knows the URL can reach it.

Result No authorisation required
HTTP status 200
Header Value
x-content-type-options nosniff
referrer-policy no-referrer

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

Transports 2 probes
Transport URL Outcome Status Location
streamable-http https://goaichat.app/mcp-tools/mcp Verified 200
http (plaintext) http://goaichat.app/mcp-tools/mcp HTTPS enforced 301 https://goaichat.app/mcp-tools/mcp
MCP tools · 31 exposed · ~13,721 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
appstore_compare_markets ~243

Looks up one app (by numeric App Store id, or a pasted apps.apple.com URL) in up to 30 App Store storefronts in a single call, via Apple's public iTunes Lookup API, and reports per-market availability, localized title, price and rating. Capped at 30 storefronts per call by design -- there are 173 total App Store storefronts, and this deliberately never sweeps all of them in one call; call again with a different storefronts list to cover more markets. Lookups run one at a time with a short pause between each (matching the pacing the source browser tool uses for its 30-market quick-compare), so a full 30-market call takes roughly ten seconds, not an instant burst.

NameTypeReqDescription
appIdOrUrlstringyesNumeric App Store id (e.g. "6742322421") or a full apps.apple.com URL containing one.
storefrontsarrayUp to 30 2-letter storefront codes (e.g. ["US","GB","JP"]) after de-duplication. Omit to use the same 30 major markets the source tool defaults to.
NameTypeReqDescription
appIdstringyesThe app ID that was looked up, extracted from the input if a URL was given.
checkedintegeryesHow many storefronts were queried.
distinctTitlesintegeryesNumber of different titles seen across the storefronts that resolved -- more than one means the listing is localized.
failedintegeryesHow many lookups errored rather than returning a verdict.
foundintegeryesHow many of them have the app listed.
rowsarrayyesOne row per requested storefront, in the order given. A row is one of three shapes: listed, not listed, or errored.

No examples provided.

appstore_search ~211

Searches one Apple App Store country storefront by term, via Apple's public iTunes Search API (the same request the GO AI "App Store storefront checker" tool makes from the browser), and returns matching apps with title, seller, price, rating and a direct App Store link. Returns up to 200 results, Apple's own per-request maximum -- a result of exactly 200 likely means more exist. Results are ordered by Apple's internal relevance, which does not match the ranked list shown in the App Store app, so this cannot be used to track keyword rank.

NameTypeReqDescription
countrystring2-letter App Store storefront code, e.g. "US", "GB", "JP". Defaults to "US".
entitystringApp type: "software" (iPhone), "iPadSoftware" (iPad), or "macSoftware" (Mac).
termstringyesSearch phrase, up to 200 characters. Sent verbatim to Apple's Search API as the query term.
NameTypeReqDescription
appsarrayyesThe matching apps. Every field is nullable because Apple omits fields per storefront rather than returning empty values.
cappedbooleanyesTrue when the result hit the Search API's 200-per-request ceiling, meaning there are likely more matches than were returned.
countrystringyesThe storefront that was searched.
entitystringyesWhich catalogue was searched (iPhone, iPad or Mac software).
resultCountintegeryesApple's own reported match count for the query.
termstringyesThe search term, echoed back.

No examples provided.

bpm_delay_calculator ~438

Resolves a musical tempo — either a direct BPM, or a set of tap timestamps/intervals run through the same median-filtered outlier rejection and 2-second session-reset logic as GO AI's tap-tempo tool — then returns the full straight/dotted/triplet delay and LFO-rate table (ms and Hz) for a set of note divisions, plus bar-length and bars<->seconds conversion for a time signature. All arithmetic (not a real audio engine) — useful for setting delay/reverb/LFO times to a track's tempo.

NameTypeReqDescription
barsnumberNumber of bars to convert to seconds. At most one of bars/seconds is used if both are given (bars takes priority).
bpmnumberTempo in beats per minute, used directly and unrounded. Provide exactly one of bpm, tapTimesMs, or tapIntervalsMs.
divisionsarrayNote divisions (denominator of 1/d) to include in the delay table, up to 64. Defaults to [1,2,4,8,16,32].
secondsnumberNumber of seconds to convert to bars. Ignored if bars is also given.
tapIntervalsMsarrayMilliseconds between each tap and the one before it (one fewer entry than the number of taps), up to 4096. Provide exactly one of bpm, tapTimesMs, or tapIntervalsMs.
tapTimesMsarrayStrictly increasing millisecond timestamps of taps (e.g. from a high-resolution clock), in tap order, up to 4096. Provide exactly one of bpm, tapTimesMs, or tapIntervalsMs.
timeSignatureOne of "4/4","3/4","2/4","6/8","5/4","7/8","12/8" (the site's presets), or a custom {beats, unit} pair. Defaults to 4/4. Uses the written beat count — 6/8 is 6 beats of an eighth-note unit, not 2 dot…
NameTypeReqDescription
barDurationSecondsnumberyesLength of one bar in seconds at this tempo and signature.
barsnumberThe bar count that seconds corresponds to. Present only when bars or seconds was supplied.
bpmnumberyesThe tempo the table was computed at, in beats per minute.
bpmSourcestringyesWhere that tempo came from: given directly, or averaged from tap times or tap intervals -- worth surfacing, since a tapped tempo carries the tapper's error.
delayTablearrayyesOne row per requested division, each with straight, dotted and triplet timings.
secondsnumberDuration in seconds of that many bars at this tempo. Present only when bars or seconds was supplied.
timeSignatureobjectyesThe time signature used to size a bar.

No examples provided.

build_app_privacy_label ~267

Given which SDKs and features are present in an iOS app (analytics, crash reporting, ads, attribution, accounts, in-app purchases, location, HealthKit, contacts, search, etc.), returns the App Store Connect privacy data types those items most likely require declaring, grouped the way Apple groups them (Contact info, Identifiers, Usage data, Diagnostics, ...), each with the reason (which chosen item(s) caused it), plus whether App Tracking Transparency/tracking applies and the vendor-documentation date the mapping was checked against. This is a fixed, deterministic lookup table shipped with GO AI's privacy-label-builder page -- not a code scanner and not compliance advice. SDKs change what they collect (sometimes in a minor version) and app configuration changes it further, so treat the result as a starting checklist to verify against each SDK's current documentation, not an answer to submit as-is.

NameTypeReqDescription
itemsarrayyesSDKs/features present in the app binary. One or more of: firebaseAnalytics, crashlytics, sentry, amplitude, admob, metaSdk, attribution, push, accounts, signInApple, iap, revenuecat, support, userPho…
NameTypeReqDescription
checklistTextstringyesThe whole result as pasteable plain text, for dropping into a ticket or a submission checklist.
dataTypeCountintegeryesTotal number of distinct data types to declare across all groups.
disclaimerstringyesStanding note that this is a deterministic lookup, not a code scan and not compliance advice.
groupsarrayyesData types to declare, grouped the way App Store Connect groups them.
sdkCountintegeryesHow many distinct SDKs/features were considered, after repeats collapse.
trackingNotestringyesExplanation of the tracking verdict and what it obliges.
trackingRequiredbooleanyesTrue when at least one chosen item implies App Tracking Transparency / the "Used to Track You" declaration.
vendorDocumentationAsOfstringyesThe date this mapping table was last checked against vendor documentation -- SDKs change what they collect, so this bounds how much to trust the answer.

No examples provided.

build_app_store_link ~504

Builds a correct apps.apple.com URL for an app ID or a pasted App Store URL, in a chosen two-letter storefront, with optional App Store Connect campaign attribution parameters (pt, ct, and mt=8). Always returns the assembled URL and a params table describing what each part does. When includeQr is true, also renders the URL as a QR code PNG using the same hand-rolled, dependency-free Reed-Solomon byte-mode encoder (error-correction level M, versions 1-10) the source browser page draws to its own <canvas> -- not a generic QR library, so the module layout, masking, and pixel output match that page exactly. The encoder tops out at 213 UTF-8 bytes for the assembled URL (version 10 ceiling); a longer URL fails cleanly naming the byte counts rather than returning a broken code -- shorten pt/ct or call again with includeQr:false to still get the plain URL. The storefront code is not checked against the list of real App Store storefronts -- a well-formed but unused code just will not have the app listed on it.

NameTypeReqDescription
appIdOrUrlstringyesNumeric App Store app ID (e.g. "6478912345"), or a full pasted App Store URL containing one (e.g. "https://apps.apple.com/us/app/x/id6478912345"). The id is extracted from anywhere in a URL; a bare v…
ctstringCampaign token (ct) for App Store Connect campaign attribution, up to 256 characters. Trimmed; omitted from the URL entirely if empty after trimming.
includeQrbooleanAlso render the URL as a QR code PNG and return it as image bytes. Defaults to false (URL + params only).
mtbooleanAppend mt=8 (media type: software), marking the link as pointing at an app. Defaults to true, matching the source page's checkbox (checked by default).
ptstringProvider token (pt) for App Store Connect campaign attribution, up to 256 characters. Trimmed; omitted from the URL entirely if empty after trimming.
storestringyes2-letter App Store storefront code (e.g. "us", "gb", "jp"). Decides which country's listing, price, and availability the link opens.
NameTypeReqDescription
appIdstringyesThe numeric app ID, whether given directly or extracted from a pasted URL.
paramsarrayyesEvery query parameter in the URL, explained.
qrobjectDetails of the rendered QR code. Present only when includeQr was true -- the PNG itself comes back as a separate content block.
storestringyesThe two-letter storefront code the URL targets.
urlstringyesThe assembled apps.apple.com URL -- the answer most callers want.

No examples provided.

calculate_app_store_net_revenue ~417

Computes what a developer actually receives from an App Store sale: first removes the storefront's VAT/GST already baked into the customer-facing sticker price, then applies Apple's commission (standard 30%, Small Business Program 15%, or the post-year-one subscription 15%) to that tax-exclusive remainder -- NOT to the sticker price itself, which is the mistake most naive calculators make. Returns a full price breakdown, the effective share of the sticker Apple actually keeps, a side-by-side comparison across all three commission rates (including per-1,000-sales figures), a naive-calculator sanity check showing how far off a 'just take the commission off the top' estimate would be, and warnings when the selected storefront's real tax rate varies by province, state or category (India, Canada, Brazil) rather than being a single fixed number.

NameTypeReqDescription
commissionScenariostringWhich Apple commission rate applies to the tax-exclusive remainder: 'standard30' (30%, the default for most apps), 'small15' (15%, Apple's Small Business Program for developers under the program's pr…
countryCodestringTwo-letter App Store storefront code (e.g. us, gb, de, jp, in). Selects the default tax rate and currency symbol. Defaults to gb, matching the tool page.
pricenumberyesThe customer-facing sticker price for this storefront (already tax-inclusive everywhere except the US).
taxRatePercentnumberOverride the storefront's default tax rate baked into the price, as a percent (e.g. 20 for 20% VAT). Defaults to the selected countryCode's standard rate (0 for the US). Some storefronts' real rates…
NameTypeReqDescription
appleShareOfStickerPercentnumberyesApple's commission as a percentage of the sticker price, which is lower than the headline rate because tax comes off first.
breakdownobjectyesThe sticker price decomposed in the order the money is actually removed.
comparisonarrayyesAll three commission scenarios side by side, regardless of which was requested.
inputobjectyesWhat the calculation actually ran on, including the defaults that were filled in.
naiveComparisonobjectyesA sanity check against the common mistake of applying commission to the tax-inclusive price.
warningsarrayyesCautions about the storefront, chiefly that its real tax rate varies by province, state or category. Empty when the rate is a single fixed number.

No examples provided.

calculate_bmi_and_body_fat ~313

Computes BMI (with its standard weight-category label) and body fat percentage via the US Navy circumference method from height, weight, neck, waist, and (for females) hip measurements, plus the resulting lean body mass. The Navy equations are fitted in inches, so metric inputs are converted internally; the body-fat percentage is clamped to 2-75% and rounded to a whole number, matching GO AI's body-fat tool page exactly, including its 'waist must exceed neck (and hip, for the female formula)' impossible-input warning and its out-of-fitted-range caution for raw results below 4% or above 60%.

NameTypeReqDescription
heightnumberyesHeight, in cm (metric) or inches (imperial).
hipnumberHip circumference at the widest point, in cm or inches. Required when sex is 'female'; ignored for 'male'.
necknumberyesNeck circumference, just below the larynx, in cm or inches.
sexstringyesSex, which selects the Navy formula variant.
unitsstringmetric = cm/kg, imperial = inches/lb. Applies to every measurement below.
waistnumberyesWaist circumference (at the navel for men, at the narrowest point for women), in cm or inches.
weightnumberyesWeight, in kg (metric) or lb (imperial). Used for BMI and lean mass, not for the body-fat percentage itself.
NameTypeReqDescription
bminumber|nullyesBody mass index to 1 decimal place, or null if it could not be computed.
bmiCategorystring|nullyesThe WHO band that BMI falls in, e.g. 'Underweight', 'Normal', 'Overweight', 'Obese'. Null when bmi is null.
bodyFatPercentnumber|nullyesUS Navy tape-method body fat as a whole percent, clamped to 2-75. Null when the measurements make the formula undefined (see warnings).
bodyFatRawnumber|nullyesThe same figure before clamping and rounding, to 2 decimals -- this is the one that reveals an implausible measurement. Null in the same case as bodyFatPercent.
leanMassnumber|nullyesLean mass in the same unit system as the input (kg for metric, lb for imperial). Null when body fat could not be computed.
unitsstringyesWhich unit system leanMass is expressed in -- otherwise the bare number is ambiguous.
warningsarrayyesPlain-language cautions: the measurements make the formula undefined, or the result sits outside the range it was fitted on. Empty when neither applies.

No examples provided.

calculate_tdee ~647

Calculate Basal Metabolic Rate with Mifflin-St Jeor and Harris-Benedict (plus Katch-McArdle when body_fat_percent is given), then Total Daily Energy Expenditure, a goal-adjusted calorie target (cut/maintain/bulk), and a protein/fat/carb macro split, from sex, age, height, weight and activity level. These are population-average formulas, not a measurement of the person's actual metabolism -- real expenditure commonly varies 200-300 kcal from the estimate, and the result includes a warning flag when a deficit target falls below the usual safety floor.

NameTypeReqDescription
activity_levelstringyesMultiplier applied to BMR to reach TDEE: sedentary x1.2 (desk job, no exercise), light x1.375 (1-3 sessions/week), moderate x1.55 (3-5), very_active x1.725 (6-7), extra_active x1.9 (physical job or t…
ageintegeryesAge in years, 14-100. Every BMR formula here subtracts a per-year term, so this moves the result directly.
body_fat_percentnumberOptional. Unlocks the Katch-McArdle formula, which uses lean mass instead of total weight.
goalstringyesCalorie adjustment applied to TDEE to get the target: lose_20 is a 20% deficit, lose_15 a 15% deficit, maintain no change, gain_10 a 10% surplus. A deficit landing under the safety floor sets below_s…
height_cmnumberHeight in centimetres. Required when units is 'metric', ignored when units is 'imperial'.
height_ftintegerHeight, whole feet, combined with height_in. Required when units is 'imperial', ignored when units is 'metric'.
height_innumberHeight, the inches remainder on top of height_ft (0-11). Used only when units is 'imperial', and treated as 0 when omitted -- so 6 ft flat is height_ft 6 with no height_in.
sexstringyesBiological sex. Selects the sex constant in the BMR formulas (Mifflin-St Jeor +5/-161, Harris-Benedict its own pair) and the calorie safety floor the goal target is checked against (1,500 kcal/day fo…
unitsstringWhich height/weight pair is read. 'metric' uses height_cm and weight_kg; 'imperial' uses height_ft (+ height_in) and weight_lb. The pair belonging to the other system is ignored, not merged. Defaults…
weight_kgnumberWeight in kilograms. Required when units is 'metric', ignored when units is 'imperial'.
weight_lbnumberWeight in pounds, converted internally at 2.20462 lb per kg. Required when units is 'imperial', ignored when units is 'metric'.
NameTypeReqDescription
activity_factornumberyesThe multiplier the chosen activity_level maps to (1.2 to 1.9).
activity_labelstringyesThe full human-readable label for that activity level.
below_safety_floorbooleanyesTrue when a deficit target falls below the usual floor for this sex -- the one field worth checking before presenting the target.
bmrobjectyesBasal metabolic rate by formula, before any activity multiplier.
disclaimerstringyesStanding note that these are population-average estimates, not a measurement.
formula_comparisonarrayyesAll three formulas side by side, so the spread is visible rather than implied.
goal_labelstringyesWording for that adjustment, e.g. '15% deficit', 'maintenance', '10% surplus'.
goal_pctnumberyesThe goal adjustment as a signed percentage (-20, -15, 0, or +10).
goal_target_kcalnumberyesThe goal-adjusted daily calorie target in kcal.
lean_mass_kgnumber|nullyesLean body mass in kg, or null when body_fat_percent was not supplied.
macrosobjectyesA protein/fat/carb split of goal_target_kcal.
primary_formulastringyesWhich formula drove the headline numbers: 'Katch-McArdle' when body fat % was given, otherwise 'Mifflin-St Jeor'.
resolved_inputsobjectyesWhat the imperial/metric inputs actually resolved to internally -- the numbers every formula above was fed.
safety_floor_kcalnumberyesThe floor that was checked against: 1500 kcal/day for male, 1200 for female.
safety_warningstring|nullyesThe full warning text when below_safety_floor is true, otherwise null.
spread_kcalnumberyesDifference in kcal/day between the highest and lowest TDEE among the formulas that computed.
tdee_kcalnumberyesTotal daily energy expenditure in kcal/day: primary BMR x activity factor.

No examples provided.

check_contrast ~161

Computes the WCAG 2.x contrast ratio between a foreground (text) and background hex colour, and reports AA/AAA pass or fail for normal text, large text, and UI components (icons/borders/focus rings) separately, since WCAG grades each case on its own threshold. Also reports the newer APCA Lc figure alongside it for information -- APCA is not yet what conformance is measured against, only the WCAG ratio is.

NameTypeReqDescription
backgroundstringyesBackground colour as a hex string, same format as foreground.
foregroundstringyesForeground/text colour as a hex string, e.g. "#6b7280" or "6b7" (3- or 6-digit, leading # optional).
NameTypeReqDescription
apcaobjectyesThe APCA (WCAG 3 draft) reading, which models perceived contrast rather than a pure luminance ratio and often disagrees with WCAG 2.
backgroundHexstringyesThe background colour normalised to hex.
casesarrayyesThe pair judged against each WCAG use case, since one ratio passes for large text and fails for body copy.
foregroundHexstringyesThe foreground colour normalised to hex.
rationumberyesWCAG 2 contrast ratio, from 1 (identical) to 21 (black on white).
ratioDisplaystringyesThat ratio formatted the way it is conventionally written, e.g. '4.53:1'.
summaryobjectyesThe tally, so a caller can gate on one boolean instead of walking cases.

No examples provided.

check_strings_files ~310

Compares two or more iOS Localizable.strings files (sent as base64-encoded raw file bytes, not text) against a base file and reports keys missing from each other file, keys present in another file but not the base ("extra", reported but not counted toward the issue total), values byte-identical to the base (often untranslated, sometimes intentionally so), duplicate values under different keys within the same file (case- and trailing-punctuation-insensitive), and lines that fail to parse with their line number. Sniffs a UTF-8 or UTF-16 LE/BE byte-order mark per file so files exported by Xcode in UTF-16 decode correctly instead of producing a wall of parse errors. Does not support the newer .xcstrings JSON catalogue format, and does not check plural rules or placeholder (%@/%d) consistency between files -- it is a pure key/value diff.

NameTypeReqDescription
baseFilestringExact name of one of files[] to treat as the base ("compare against") file. When omitted, auto-selects the first file (after sorting all names alphabetically) whose name starts with "base." / "base-"…
filesarrayyesTwo to 40 .strings files to compare against each other.
NameTypeReqDescription
badLinesarrayyesLines that are neither a comment, blank, nor a parseable key/value pair -- typically a missing semicolon or an unescaped quote.
baseFilestringyesWhich file every other file was compared against, whether given or chosen automatically.
duplicateValuesarrayyesKeys within one file that share a value, which is how a copy-paste translation error looks.
extraKeysarrayyesKeys in a translation that the base file no longer has -- usually left behind by a rename or a deletion.
fileCountintegeryesHow many files were compared.
filesarrayyesPer-file summary, including the base file.
identicalToBasearrayyesKeys whose translation is byte-identical to the base language. Sometimes correct (a proper noun), often a forgotten translation.
issueCountintegeryesTotal findings across every category below. Zero means the files agree.
keysInBaseintegeryesNumber of keys in the base file -- the denominator for the translation coverage.
missingKeysarrayyesKeys present in the base file but absent from another -- untranslated strings that will fall back at runtime.
missingKeysStringsstringyesEvery missing key formatted as ready-to-paste .strings entries with the base value, so the gap can be filled without retyping. Empty when nothing is missing.

No examples provided.

convert_heic_to_jpg_png ~498

Converts iPhone HEIC/HEIF photos to JPEG or PNG, decoding with a WebAssembly build of libheif (LGPL-3.0) and re-encoding with sharp -- the same pipeline as GO AI's browser-based HEIC converter tool, run server-side. Accepts 1-50 files as {filename, dataBase64} (each up to ~30MB decoded); every file is byte-sniffed by its actual magic bytes, never by filename extension or claimed mime type, so an iPhone photo that iOS already delivered as a JPEG (picked from Photos rather than Files) is detected and reported as already_converted -- passed through unchanged, not re-encoded -- while real HEIC/HEIF input is decoded and re-encoded to the requested format (JPEG with a caller-set quality 50-100, or lossless PNG). Any orientation stored on the HEIC is applied automatically during decode, so output comes out right-side up. Metadata (EXIF: GPS, timestamp, camera) is not carried over, matching the source page. Each converted or passed-through file is returned individually (inline if small, as a download link if large), or bundled as one converted.zip when bundleAsZip is true and more than one file produced output; a file that fails to decode is reported with status failed and an error message rather than aborting the batch. The JSON report lists status, dimensions, and before/after byte sizes for every input file, in input order.

NameTypeReqDescription
bundleAsZipbooleanWhen true and more than one file produced output bytes (converted or passed-through), bundle them into one converted.zip instead of returning each file as its own separate output.
filesarrayyes1 to 50 files, in the order results are reported. Mix HEIC/HEIF and already-JPEG/PNG files freely -- each is byte-sniffed on its own. The batch is additionally capped at 4000000 bytes of combined dec…
formatstringOutput format for any real HEIC/HEIF input. Ignored for input already sniffed as JPEG or PNG, which is passed through unchanged rather than re-encoded.
qualityintegerJPEG quality, 50-100. Ignored when format is image/png (PNG is lossless).
NameTypeReqDescription
formatstringyesOutput MIME type requested for the batch.
resultsarrayyesOne row per input file, in the order supplied. Rows come in three shapes depending on status.

No examples provided.

convert_video_to_gif ~1,577

Ports GO AI's browser Live Photo-to-GIF tool server-side: trims a SHORT video clip and converts it to an animated GIF, or (a server-side addition the browser tool cannot do) a real MP4/WebM video. Input is base64 video bytes plus its mimeType (any container/codec this server's ffmpeg build can decode) and a trim range in seconds (startSeconds/endSeconds). HARD LIMITS -- this runs in a 400 MB container on one shared vCPU behind a proxy that hangs up at 125s, so an over-budget request is REJECTED up front with a message naming the limit rather than accepted and then killed. Read these before calling: (1) the video itself must decode to at most 4 MB -- send a pre-trimmed clip, not a whole recording; (2) the trim range must span at least 0.25s and at most 10s; (3) width x height x frames must not exceed 12 megapixels TOTAL across the whole animation. That third one is the binding limit in practice and it is easy to trip with a portrait clip: at size=480 a 9:16 video is 480x854, so it fits about 29 frames (~2.9s at fps=10) -- while a 16:9 video at the same size is 480x270 and fits the full frame cap. If a call is rejected, the error names the exact frame/size that would fit; do not retry with the same numbers. size picks the output width in px (0 keeps the source's own width, clamped to 720; otherwise 720/480/320/240, default 320). Height is derived to preserve aspect ratio and both are forced even (a hard requirement of GIF and most video codecs). fps (10/12/15/20/25, default 10) is the target sampling rate; because GIF frame delays are whole hundredths of a second, the achieved rate (actualFps in the result) is rounded and rarely matches exactly what was requested -- always read actualFps back, do not assume it equals fps. speed (0.5/1/1.5/2) scales playback; speed below 1 samples MORE frames from the same span and so costs more of the pixel budget. motion is loop (plays once per cycle, restarts abruptly), bounce (plays forward then backward so it never visibly cu…

NameTypeReqDescription
coloursnumberGIF palette size: 256 (default), 128 or 64 shared colours across the whole clip. Ignored for mp4/webm.
ditherbooleanFloyd-Steinberg dithering for the GIF palette (default true). Smooths gradients at the cost of file size and adds noise to flat graphics -- turn off for screen recordings or flat artwork. Ignored for…
endSecondsnumberyesTrim end, in seconds. Must leave at least 0.25s and at most 10s between startSeconds and endSeconds.
formatstringOutput container. 'gif' (default) runs the full sampling + shared-palette + LZW pipeline. 'mp4' (H.264) and 'webm' (VP9) skip that pipeline and have ffmpeg encode the trimmed/scaled/speed-adjusted cl…
fpsnumberTarget sampling/output frame rate: 10 (default), 12, 15, 20 or 25. Higher fps spends the frame budget faster, so it shortens the trim range that will fit. For GIF, the true achieved rate is reported…
mimeTypestringyesThe source video's mime type, e.g. "video/quicktime" or "video/mp4". Used only to pick a temp-file extension; the actual format is content-sniffed by ffmpeg.
motionstring'loop' (restarts from the first frame each cycle), 'bounce' (plays forward then backward, never visibly cuts -- roughly doubles the emitted frame count and so halves the span that fits the pixel budg…
sizenumberOutput width in px: 0 keeps the source's own width (clamped to 720); otherwise 720, 480, 320 (default) or 240. Height is derived to preserve aspect ratio; both dimensions are forced even. Bigger size…
speednumberPlayback speed multiplier: 0.5, 1 (default), 1.5 or 2. Higher speed samples fewer frames per second of source video (and so fits a longer trim); 0.5 samples twice as many.
startSecondsnumberTrim start, in seconds from the beginning of the video. Clamped to the video's own duration.
videoBase64stringyesBase64-encoded source video bytes (not a file path or URL). The decoded video must be at most 4 MB; larger payloads are rejected before any decoding happens.
NameTypeReqDescription
actualFpsnumberyesThe frame rate actually achieved, which can differ because frames are sampled by ffmpeg's fps filter rather than seeking to exact times.
audiostringWhat happened to the source audio track. mp4/webm output only.
byteSizeintegeryesSize of the produced file in bytes.
delayCentisecondsnumberPer-frame delay written into the GIF, in centiseconds. GIF output only.
ditherbooleanWhether dithering was applied during quantisation. GIF output only.
durationSecondsnumberDuration of the produced clip in seconds. mp4/webm output only.
formatstringyesOutput format. This field decides which of the conditional fields below are present.
frameCountintegerNumber of frames encoded. GIF output only.
heightintegeryesOutput height in px.
maxColorsintegerPalette size the median-cut quantiser was allowed. GIF output only.
maxOutputPixelsintegeryesThe ceiling outputPixels was checked against, so a rejection is explicable from the result.
motionstringyesPlayback behaviour applied.
outputPixelsintegeryesWidth x height x frames -- the bound that actually governs this tool's memory use.
requestedFpsnumberyesThe frame rate that was asked for.
speednumberyesSpeed multiplier applied to the source.
trimEndnumberEnd of the trimmed span in seconds. GIF output only.
trimSpannumberLength of the trimmed span in seconds. GIF output only.
trimStartnumberStart of the trimmed span in seconds. GIF output only.
widthintegeryesOutput width in px.

No examples provided.

css_clamp_calculator ~383

Generates a CSS clamp() declaration (in rem) that linearly interpolates a size between a value at a small viewport width and a value at a large one, exactly matching GO AI's clamp() calculator tool (same slope/intercept math, rounded to 4 decimal places). Returns a status: 'sameViewports' when the two viewport widths are equal (no line can be drawn -- css is null), 'flat' when the min and max sizes are equal (a constant, clamp() unneeded), 'inverted' when the max size is smaller than the min (still valid CSS, but the computed size shrinks as the viewport grows), or 'ok' otherwise. Optionally evaluates the computed pixel size at a list of preview viewport widths, and optionally generates a matched fluid type scale by multiplying both endpoints by ratio^step for a given number of steps -- unlike the website's five-option dropdown, any positive ratio is accepted here since the underlying math is not limited to those presets.

NameTypeReqDescription
maxSizePxnumberyesSize in px at the large viewport.
maxViewportPxnumberyesThe large viewport width in px.
minSizePxnumberyesSize in px at the small viewport.
minViewportPxnumberyesThe small viewport width in px.
previewViewportsPxarrayOptional list of viewport widths (px), up to 64, to evaluate the resulting clamp() at, returned as computed pixel sizes.
rootFontSizePxnumberRoot font size in px used to convert the px sizes to rem. Defaults to 16; a value of 0 also falls back to 16.
typeScaleobjectOptional: when provided, also returns a fluid type scale of this many steps, each step scaling both endpoints by ratio^step.
NameTypeReqDescription
cssstring|nullyesThe finished CSS clamp() declaration in rem, or null when status is sameViewports.
mathyesThe four numbers the css string is assembled from, each rounded to 4 decimal places. Null when status is sameViewports.
notestringyesHuman-readable explanation of a non-ok status, or an empty string when status is ok.
previewarrayyesOne entry per requested preview viewport, in the order given. Empty when previewViewportsPx was omitted.
scalearrayyesThe fluid type scale, one entry per step. Empty when typeScale was omitted or no step could be built.
statusstringyes'ok' for a normal fluid size; 'sameViewports' when the two viewport widths match, so no line can be drawn and css is null; 'flat' when both sizes are equal (a constant, clamp() unneeded); 'inverted'…

No examples provided.

estimate_ai_tokens ~415

Heuristic estimate (NOT a real per-model BPE tokenizer) of how many tokens a piece of text will become, ported from GO AI's browser-side token counter. Blends a chars/4 and words/0.75 baseline with surcharges for punctuation, digits and non-Latin script; typically within ±10-15% for ordinary English prose and ±15-25% when non-Latin script is detected -- code and heavily punctuated text tend to tokenize denser than this suggests. Also reports whether the text fits a set of context windows (default: 8K/128K/200K/1M/2M tokens, or pass your own) and, if you supply per-million-token prices, an estimated USD cost. Use a provider's own tokenizer for exact billing figures.

NameTypeReqDescription
callsnumberNumber of times this input/output pair will be sent, to scale total cost. Defaults to 1; values below 1 are treated as 1.
contextWindowsarrayCustom context windows to check fit against, e.g. [{"name":"my-model","sizeTokens":32000}]. Omit to use the site default set (8K, 128K, 200K, 1M, 2M).
expectedOutputTokensnumberAssumed reply length in tokens, used only to estimate output cost. Defaults to 500.
inputPricePerMillionUsdnumberUSD price per 1,000,000 input tokens, from the provider's current pricing page. Omit to skip input cost -- no default is assumed, since a stale hardcoded price would be worse than none.
outputPricePerMillionUsdnumberUSD price per 1,000,000 output tokens. Omit to skip output cost.
textstringyesThe text to estimate, up to 1000000 characters (roughly 250K tokens). An empty string is valid and yields 0 tokens.
NameTypeReqDescription
accuracyBandobjectyesAn honesty bound on the token count: this is a heuristic, not a real tokenizer, and the band says how far off it usually is.
charactersintegeryesCharacter count of the input text.
charsPerTokennumberyesCharacters divided by tokens -- the density that drives the accuracy band.
contextFitarrayyesThe text measured against each context window, so the caller sees which models it fits.
costobjectyesProjected spend. Every field is null unless the matching per-million price was supplied.
readingTimeobjectyesHow long the text takes a person to read, as a sanity check on the size.
tokensintegeryesEstimated token count for the text.
wordsintegeryesWhitespace-delimited word count.

No examples provided.

estimate_window_light ~334

Estimates the indoor light level a window gives a plant, in the category words houseplant care guides use (Direct sun / Bright indirect / Medium light / Low light / Too dark), from the window's hemisphere, compass aspect, what obstructs it, and how far back the plant sits from the glass. This is a small heuristic scoring table ported from GO AI's window-light tool page, not a physical light-meter reading or a per-location sun-position model — it correctly flips which compass direction is 'bright' for the southern hemisphere and flags the direct-west-sun scorch risk, and returns the reasoning behind the verdict plus a shortlist of plants suited to that light level.

NameTypeReqDescription
aspectstringyesTrue compass direction the window faces (before any hemisphere adjustment).
blockedstringyesWhat stands between the glass and the open sky: 'clear' = nothing, 'sheer' = a net curtain/blind or distant trees, 'near' = a tree or building close by, 'heavy' = mostly blocked.
distancestringyesHow far back from the glass the plant sits: 'sill' = on the sill, 'd1' = within an arm's reach, 'd2' = one to two metres back, 'd3' = two to three metres back, 'd4' = further into the room.
hemispherestringyesHemisphere the window is in. South of the equator the sun tracks the northern sky, so the compass direction that gets the strongest light is reversed from what most (northern-hemisphere-written) plan…
NameTypeReqDescription
aspectstringyesThe compass direction the window faces, echoed from the input.
bandstringyesThe score bucketed into a named light level, the single field most callers want.
plantsstringyesPlant types suited to this light level.
reasoningstringyesWhy the score came out where it did, naming the aspect, glazing and distance contributions.
scorenumberyesThe computed light score the band and verdict are derived from -- higher is brighter.
solarAspectstringyesThat aspect mapped to its solar equivalent for the given hemisphere -- a south-facing window means the opposite thing north and south of the equator.
verdictstringyesOne-line summary of what this window is good for.
verdictSubstringyesA supporting line qualifying the verdict.

No examples provided.

find_nearest_passing_color ~292

Given a foreground/background hex pair, moves only the lightness of one side (hue and saturation held fixed) in the smallest step that clears a target WCAG contrast ratio, so a failing brand colour can be fixed without draining its hue. Defaults to the 4.5:1 normal-text AA threshold, matching the source page's fix buttons; pass a named threshold ('normal-aa', 'normal-aaa', 'large-aa', 'large-aaa', 'ui-aa') or a custom numeric ratio to target something else. Reports found:false when even pure black or white in that hue cannot reach the target -- that pair needs a different hue, not a different lightness.

NameTypeReqDescription
adjuststringyesWhich colour to move toward passing; the other one stays fixed.
backgroundstringyesBackground colour as a hex string, same format as foreground.
foregroundstringyesForeground/text colour as a hex string, e.g. "#6b7280" (3- or 6-digit, leading # optional).
targetWCAG threshold to clear: 'normal-aa' 4.5:1 (default, matches the page's buttons), 'normal-aaa' 7:1, 'large-aa'/'ui-aa' 3:1, 'large-aaa' 4.5:1, or any custom positive ratio.
NameTypeReqDescription
adjuststringyesWhich colour was moved, echoed from the input.
alreadyPassingbooleanyesTrue when the input pair already met the target and nothing needed moving.
currentRationumberyesThe ratio the original pair had.
directionstring|nullyesWhether the colour was lightened or darkened; null when nothing moved.
foundbooleanyesWhether a passing colour was reached. False means the target is unreachable by lightness alone from this starting colour.
lightnessStepPercentnumber|nullyesHow far the colour had to travel in lightness, as a percentage -- a large value means the passing colour is no longer the colour that was asked for.
messagestringyesPlain-language summary of the outcome, including why no colour was found when found is false.
movedHexstring|nullyesThe adjusted colour in hex, or null when nothing was moved or nothing was found.
newRationumber|nullyesThe contrast ratio after the move, or null when there was no move.
targetRationumberyesThe contrast ratio being aimed for, resolved from the named target or given directly.

No examples provided.

generate_app_icon_set ~499

Turns one source image into a ZIP containing a complete iOS Xcode AppIcon.appiconset (AppIcon.png at 1024x1024, plus a hand-written Contents.json Xcode accepts, and optionally AppIcon-Dark.png and AppIcon-Tinted.png for the appearance variants modern iOS asks for), a full Android mipmap-mdpi/hdpi/xhdpi/xxhdpi/xxxhdpi set of ic_launcher.png files (48/72/96/144/192px), and a flat sizes/ folder with 24 icon-<px>.png files from 16 to 1024px. Any transparency in the source is flattened onto the given background colour first (Apple rejects icons with alpha). A non-square source is centered and letterboxed onto a square canvas rather than stretched. Every output size is produced by repeatedly halving the source (a box-filter-equivalent downscale) before one final resize to the exact target, which keeps small icons sharp instead of muddy. The dark variant is a mechanical darken (source composited at 82% opacity over black) offered as a starting point, not a real design pass -- review it before shipping. The tinted variant is a Rec.709 greyscale luminance map, which is what iOS actually wants for that slot (it applies the colour itself). The JSON result reports the source dimensions, whether it had transparency, the file count, and two non-fatal warnings when the source was not square or not exactly 1024px on its longest side. Always returns as a resource_link (a 30+ file ZIP is never small enough to inline) -- fetch the link to get the archive.

NameTypeReqDescription
backgroundColorstringCSS/hex colour (e.g. "#ffffff") used to flatten transparency and to pad a non-square source before it is centered onto a square canvas.
imageBase64stringyesBase64-encoded source image bytes (PNG, JPEG, or WebP). 1024x1024 is ideal; anything else is padded to square and/or scaled.
variantsstringWhich iOS appearance variants to include alongside the required light AppIcon.png. 'none': light only. 'dark': light + AppIcon-Dark.png. 'all': light + AppIcon-Dark.png + AppIcon-Tinted.png. Contents…
NameTypeReqDescription
backgroundColorstringyesThe colour transparency was flattened onto, and the letterbox colour for a non-square source.
filesarrayyesEvery file in the archive, so the contents can be checked without unzipping it.
filesOutintegeryesTotal number of files inside the ZIP.
hadAlphabooleanyesTrue when the source carried transparency, which was flattened onto backgroundColor because Apple rejects icons with alpha.
sourceobjectyesDimensions of the image that was supplied, before squaring.
variantsstringyesWhich appearance variants were generated, echoed from the input.
warningsobjectyesNon-fatal quality warnings. Both are null on an ideal 1024px square source -- neither stops the ZIP being produced.

No examples provided.

generate_favicon_set ~730

Turns one source image into a complete favicon set: favicon.ico (a real multi-resolution ICO container holding 16, 32 and 48px PNG-encoded entries -- not a single-size file with an .ico extension), favicon-96x96.png, apple-touch-icon.png (180px, flattened onto backgroundColor because iOS paints transparency black there), web-app-manifest-192x192.png and web-app-manifest-512x512.png (optionally padded to Android's maskable safe zone -- the artwork shrunk to a centred 80%-width square on the background colour, reproducing the source tool's square padding rather than clipping to the actual inscribed-circle safe area), site.webmanifest, and the exact 5-line HTML <head> snippet (favicon.ico link, favicon-96x96.png link, apple-touch-icon link, apple-mobile-web-app-title meta, manifest link) ready to paste. A non-square source is centred on a transparent square canvas first, so nothing is stretched. Ported from GO AI's browser-based favicon tool, run server-side with @napi-rs/canvas instead of a DOM <canvas>. Every PNG and the .ico are small (a few KB to worst-case a couple hundred KB), so all six files are returned individually rather than zipped -- each name matters (favicon.ico and site.webmanifest belong at the site root) and there is no batching benefit to a ZIP at this size. The JSON result carries the manifest JSON text, the HTML snippet text, a per-file table of what each output is for, and a warning when the source is smaller than 512px on its longer side (the 512 icon will be upscaled). Fails with a clear message rather than throwing if the input cannot be decoded as an image.

NameTypeReqDescription
backgroundColorstringHex colour (# optional, 3- or 6-digit) used three ways: the manifest's background_color field, the flatten colour behind the apple-touch-icon (iOS does not honour alpha there), and the padding colour…
imageBase64stringyesSource image, base64-encoded. Any raster/SVG format @napi-rs/canvas can decode (PNG, JPEG, WebP, GIF, SVG). May be non-square and may carry transparency -- it is centred on a square canvas before any…
maskablePaddingbooleanWhen true (default), the 192x192 and 512x512 manifest icons are padded: the artwork is shrunk to a centred 80%-width square on the background colour, matching Android's maskable-icon safe zone, and t…
shortNamestringShort name for a home-screen label (roughly 12 characters fit). Used as the manifest's "short_name" and in the apple-mobile-web-app-title meta tag; falls back to siteName when empty.
siteNamestringFull site name, used as the manifest's "name" field and as the fallback for short_name / the apple-mobile-web-app-title meta tag when shortName is empty.
themeColorstringHex colour (# optional, 3- or 6-digit) written to the manifest's theme_color field. Purely metadata -- never painted onto any icon.
NameTypeReqDescription
backgroundColorstringyesBackground colour written into the manifest.
manifeststringyesA complete web app manifest as JSON text, ready to serve as site.webmanifest.
maskablePaddingbooleanyesWhether the maskable icon was padded to survive Android's safe-zone crop.
snippetstringyesThe <link> and <meta> tags to paste into the page head, matching the files that were generated.
sourceHeightintegeryesSource image height in px.
sourceWidthintegeryesSource image width in px.
squaredSideintegeryesSide length of the square canvas the source was fitted onto, in px.
tablearrayyesEvery generated file and what it is for, so the set can be checked without unzipping it.
themeColorstringyesTheme colour written into the manifest and meta tags.
warningstring|nullyesA quality caution about the source image, chiefly that it was not square or too small. Null when there is nothing to flag.

No examples provided.

image_compress ~361

Downscales an image to fit within a maximum dimension (default 1600px on the longer side, never enlarges -- matching GO AI's browser compressor tool) and re-encodes it as JPEG, WebP or AVIF at a given quality (1-100 scale, default 75). Input is base64-encoded image bytes (any format sharp/libvips can decode: JPEG, PNG, WebP, AVIF, GIF, TIFF, ...), not a file path or URL, capped at this server's input size limit. Returns the compressed image bytes plus a stats object: original and compressed dimensions and byte sizes, and the percent size change (positive = smaller, negative = the re-encode came out bigger, which happens when compressing an already-small, already-compressed image). Re-encoding always strips EXIF/ICC metadata, exactly like the source tool.

NameTypeReqDescription
formatstringOutput format. 'webp' (default, matches the source's own default whenever WebP is available) is smaller than JPEG at equivalent visual quality; 'jpeg' is the safest choice for old viewers or print; '…
imageBase64stringyesBase64-encoded source image bytes (not a file path or URL).
maxDimensionintegerLonger-side cap in pixels before encoding; the image is downscaled to fit inside this (aspect preserved) and is never enlarged. Defaults to 1600, matching the source.
qualityintegerEncoder quality, 5-100 (matches the source's slider range). Defaults to 75. 100 is the least-lossy setting the encoder offers, not truly lossless.
NameTypeReqDescription
compressedobjectyesThe returned file. Its bytes come back as a separate content block.
formatstringyesOutput format used.
originalobjectyesThe image as supplied.
percentChangenumberyesSize change against the original as a percentage; negative means smaller. Can be positive when re-encoding an already-optimised file.
qualityintegeryesQuality level the image was encoded at.
workingobjectyesThe image after being fitted to maxDimension but before re-encoding. Never an enlargement.

No examples provided.

image_compression_curve ~357

Analysis-only tool (no image bytes returned): re-encodes an image at the same fixed 14 quality levels GO AI's browser compressor samples to draw its size-against-quality curve (5, 10, ..., through 100 -- see the qualities in each returned point), for JPEG, WebP or AVIF, and reports the resulting byte size and percent change at each level. The image is first downscaled to fit within maxDimension (default 1600px on the longer side, never enlarged), exactly as the source's working canvas is, then every quality level is encoded one at a time. Because this repeats the encode 14 times, its maxDimension is capped at 2000px -- lower than image_compress's 4000px -- which costs nothing in practice, since the knee of the curve is a property of the image's content and sits in the same place at either size. Use this to find that 'knee' (where size stops dropping much per quality point) for a specific image, or image_compress to actually get the compressed bytes at one chosen quality. Input is base64-encoded image bytes, not a file path or URL.

NameTypeReqDescription
formatstringFormat to sample the curve in. Defaults to 'webp', matching the source's own default.
imageBase64stringyesBase64-encoded source image bytes (not a file path or URL).
maxDimensionintegerLonger-side cap in pixels before encoding, aspect preserved, never enlarged. Defaults to 1600, matching the source. Capped at 2000 here (vs 4000 for image_compress) because this tool runs the encode…
NameTypeReqDescription
formatstringyesFormat every point was encoded in.
originalobjectyesThe image as supplied.
pointsarrayyesThe 14 fixed sample points, ascending by quality. The 'knee' -- where size stops dropping much per quality point -- is what this tool exists to locate. No image bytes are returned.
workingobjectyesThe downscaled image every quality level was encoded from. The knee sits in the same place at either size, so this does not distort the curve.

No examples provided.

inspect_mobileprovision ~211

Reads an iOS/macOS provisioning profile (.mobileprovision or .provisionprofile, given as base64) by byte-searching its CMS/PKCS7-signed container for the embedded '<?xml ... </plist>' property list and parsing that XML -- it never validates or decodes the cryptographic signature, and does not report on the embedded certificates beyond how many there are. Reports expiry status and days remaining, profile type (development/ad hoc vs. enterprise vs. App Store distribution, classified only from the registered-device list and the ProvisionsAllDevices flag), team and application identifiers, the full entitlements dictionary, and the count and UDIDs of registered devices. Returns a structured { ok: false, error, message } result (not a thrown error) for an unreadable input, a file with no embedded plist, or a plist that fails to parse.

NameTypeReqDescription
base64stringyesBase64-encoded raw bytes of the .mobileprovision or .provisionprofile file.
NameTypeReqDescription
appIdNamestring|nullyesThe App ID name registered with the profile.
applicationIdentifierstring|nullyesThe application-identifier entitlement, i.e. team ID plus bundle ID -- the field that says what this profile actually signs.
certificateCountintegeryesHow many signing certificates are embedded. The certificates themselves are not decoded -- only counted.
createdDatestring|nullyesCreation date as an ISO 8601 string, or null when absent or unparseable.
deviceCountintegeryesNumber of registered device UDIDs; 0 for an App Store or enterprise profile.
devicesarrayyesThe registered device UDIDs, normally strings. Empty when the profile registers none.
entitlementsobjectyesThe full entitlements dictionary verbatim from the profile, keys and values as the plist held them.
expirationDatestring|nullyesExpiry date as an ISO 8601 string, or null when absent or unparseable.
expiryobjectyesWhether this profile still works, which is the question most callers are actually asking.
namestring|nullyesThe profile's name, or null if the plist omits it.
okbooleanyesAlways true on a readable profile. An unreadable file, a file with no embedded plist, or a plist that will not parse comes back as an error result instead, with the reason as its text.
platformyesPlatforms the profile covers, normally an array such as ['ios']. Null when absent.
profileTypeobjectyesDevelopment/ad hoc vs. enterprise vs. App Store distribution.
rawPlistXmlstringyesThe embedded property list as raw XML, for anything this report does not surface.
teamIdentifieryesTeam identifiers from the plist, normally an array of one team ID string. Null when absent.
teamNamestring|nullyesDeveloper team name.
timeToLiveDaysnumber|nullyesThe profile's TimeToLive in days, or null when absent.
uuidstring|nullyesThe profile's UUID.

No examples provided.

oklch_convert ~330

Converts a color to and from OKLCH. Accepts either a CSS color string via `color` (hex, rgb()/rgba(), hsl()/hsla(), or oklch()) or explicit OKLCH lightness/chroma/hue via l, c and h — supply one or the other. Returns the canonical oklch() text for the color exactly as requested, plus its sRGB-gamut-mapped hex/rgb()/hsl() equivalents. Gamut mapping follows the CSS Color 4 algorithm (bisecting on chroma at constant lightness and hue, not channel-clipping) and only targets sRGB — there is no P3 or Rec2020 support.

NameTypeReqDescription
cnumberOKLCH chroma. sRGB's most saturated colour reaches about 0.31; the source page's own slider goes to 0.4 so out-of-gamut requests are possible on purpose. Used (with l and h) only when color is omitte…
colorstringCSS color to convert from — hex ('#5b8cff' or '#58f'), rgb()/rgba(), hsl()/hsla(), or oklch(). Takes precedence over l/c/h when both are supplied.
hnumberOKLCH hue in degrees, 0-360. Used (with l and c) only when color is omitted.
lnumberOKLCH lightness, 0 (black) to 1 (white). Used (with c and h) only when color is omitted.
NameTypeReqDescription
hexstringyesThe sRGB result as a hex string.
hslobjectyesThe same colour in HSL, for code that still expects it.
hslTextstringyesThe colour as a CSS hsl() declaration.
inGamutbooleanyesWhether the requested colour exists in sRGB.
mappedbooleanyesTrue when the colour was gamut-mapped to fit sRGB, meaning hex below is a near miss rather than the exact request.
oklchTextstringyesThe colour as a CSS oklch() declaration.
requestedobjectyesThe OKLCH coordinates that were asked for, before any gamut mapping -- keep these to see how far the sRGB answer had to move.
rgbobjectyesThe same colour as 8-bit sRGB channels.
rgbTextstringyesThe colour as a CSS rgb() declaration.

No examples provided.

oklch_ramp ~460

Builds a perceptually even OKLCH swatch ramp from a base color (same `color` or l/c/h input as oklch_convert) by sweeping one channel — hue, lightness, or chroma — while holding the other two fixed, so every swatch keeps the same visual weight (this is the reason to build a ramp in OKLCH rather than HSL). Each step is gamut-mapped to sRGB with the CSS Color 4 chroma-reduction algorithm and returned with its hex preview, plus a ready-to-paste `:root { --name-1: oklch(...); ... }` CSS block.

NameTypeReqDescription
cnumberOKLCH chroma. sRGB's most saturated colour reaches about 0.31; the source page's own slider goes to 0.4 so out-of-gamut requests are possible on purpose. Used (with l and h) only when color is omitte…
colorstringCSS color to convert from — hex ('#5b8cff' or '#58f'), rgb()/rgba(), hsl()/hsla(), or oklch(). Takes precedence over l/c/h when both are supplied.
hnumberOKLCH hue in degrees, 0-360. Used (with l and c) only when color is omitted.
lnumberOKLCH lightness, 0 (black) to 1 (white). Used (with c and h) only when color is omitted.
modestringWhich channel the ramp sweeps while holding the other two fixed: 'hue' rotates hue around the wheel, 'light' sweeps lightness from a near-black floor to a near-white ceiling, 'chroma' sweeps chroma f…
namestringStem for the generated CSS custom properties (e.g. 'brand' produces --brand-1, --brand-2, ...); sanitized to [a-z0-9-] the same way the source page does.
stepsintegerNumber of swatches in the ramp, 3-24.
NameTypeReqDescription
baseobjectyesThe OKLCH coordinates the ramp was generated from.
cssstringyesThe whole ramp as CSS custom properties, ready to paste into a stylesheet.
modestringyesWhich coordinate was varied across the steps, echoed from the input.
stepsarrayyesThe ramp in order. Because each step is mapped independently, some can be mapped and others not.

No examples provided.

plant_watering_calendar ~509

Builds a soil-check interval per houseplant from a fixed drought-tolerance table (32 common houseplants), adjusted by pot size, pot material, light and season, and returns both a schedule breakdown and the full text of a downloadable RFC 5545 .ics calendar file -- one recurring all-day 'check the soil' reminder per plant (deliberately never 'water', since only the plant's own soil can say that). Matches GO AI's browser watering-calendar tool exactly, including its northern-hemisphere-season default when `season` is omitted, its terracotta/glazed/low-light/winter multipliers, and its 75-octet .ics line folding. The starting intervals are heuristic drought-tolerance bands, not a measurement of any specific plant, pot or room -- the tool says so in its own FAQ.

NameTypeReqDescription
lightstringLight level: bright direct sun dries soil fastest, low light slowest. Defaults to bright-but-indirect.
plantsarrayyesHouseplant ids to include (each event uses this exact catalog, no free text). Duplicates are ignored. Ids: snake, zz, aloe, jade, echeveria, cactus, hawortia, ponytail, rubber, monstera, pothos, phil…
potMaterialstringUnglazed terracotta breathes and dries noticeably faster than plastic (default) or glazed ceramic.
potSizestringPot diameter band: small (under 12cm), medium (12-25cm, default), large (over 25cm). A larger pot holds more soil and dries more slowly.
seasonstringCurrent season, which scales every interval (summer fastest, winter roughly 60% slower). If omitted, defaults from today's calendar month assuming the *northern* hemisphere, exactly like the source p…
startDatestringFirst reminder date, YYYY-MM-DD. Every plant's recurring event starts on this same date, each with its own repeat interval. Defaults to today.
NameTypeReqDescription
calendarobjectyesThe schedule as a subscribable calendar. Returned inline as text, not as a file download.
notestringyesStanding caution that these intervals are a starting point to adjust against the actual soil.
schedulearrayyesOne entry per requested plant, in catalogue order.
summaryobjectyesThe set at a glance, for deciding a single watering day.

No examples provided.

project_weight_goal_date ~593

Projects the calendar date a goal body weight is reached under a fixed daily calorie intake. Unlike a naive straight-line calculator (kg to lose x 7700 / deficit, also returned here for comparison), this recomputes Mifflin-St Jeor maintenance calories at each simulated day as weight falls, so the effective deficit narrows the way it really does -- meaning the projected date is later than, or equal to, the naive one, never earlier. Refuses to project a date when the resulting intake falls below a 1500 kcal (men) / 1200 kcal (women) floor, and reports a 'plateau' outcome instead of a date when the goal sits at or below the weight where maintenance would settle at that intake (an asymptote that a fixed intake alone can never cross). Adult-only inputs (18+); only projects weight loss (goalWeight must be less than currentWeight).

NameTypeReqDescription
activityLevelstringyesActivity multiplier bucket, the site's five options: sedentary x1.2 (desk job, no exercise), light x1.375 (1-3 sessions/week), moderate x1.55 (3-5 sessions/week, the site default), very_active x1.725…
agenumberyesAge in years, 18-120. The source page is not validated for children; 18+ only.
currentWeightnumberyesCurrent body weight, kg if units is metric, lb if imperial.
dailyDeficitKcalnumberyesDaily calorie deficit to hold against today's computed maintenance. The site's quick picks are 250/500/750/1000 kcal, but any positive number is accepted.
goalWeightnumberyesGoal body weight, same unit as currentWeight. Must be less than currentWeight -- this tool only projects weight loss, matching the source page.
heightCmnumberHeight in centimeters. Required when units is 'metric'.
heightFtnumberFeet part of height. Required when units is 'imperial'.
heightInnumberInches part of height (0-11). Required when units is 'imperial'.
includeChartSeriesbooleanIf true, also return the weekly weight series and the naive straight-line end week -- the same two lines the source page charts. Set false to skip them for a lighter response.
referenceDatestringISO date (YYYY-MM-DD) the projection counts forward from. Defaults to today (UTC) when omitted.
sexstringyesBiological sex, used by the Mifflin-St Jeor formula.
unitsstringmetric = cm/kg, imperial = ft+in/lb. Applies to height and both weight fields.
NameTypeReqDescription
activityMultipliernumberyesThe multiplier the chosen activity level maps to.
currentWeightKgnumberyesStarting weight in kg, after any imperial conversion.
daysToGoalnumber|nullyesDays to the goal under the adaptive model, or null when the goal is never reached.
floorKcalnumberyesThe intake floor that was enforced, below which the projection is not modelled.
gapDaysnumber|nullyesHow many days longer the honest answer is than the naive one -- the whole point of the tool. Null when the goal is never reached.
goalWeightKgnumberyesTarget weight in kg, after any imperial conversion.
horizonDaysnumber|nullyesLength of the modelled horizon in days, or null when not modelled.
intakeKcalnumberyesDaily intake implied by the requested deficit, after the safety floor is applied.
maintenanceKcalnumberyesMaintenance calories at the starting weight.
naiveDaysnumber|nullyesDays predicted by the flat 7,700 kcal-per-kg rule that ignores the falling maintenance -- the figure most calculators stop at.
naiveLineEndWeeknumber|nullyesWhere the naive straight line would end on the same axes, so the two can be drawn together. Null when there is no series.
naiveWeeksnumber|nullyesThe same figure in whole weeks.
notestringyesPlain-language reading of the result, including why the two answers differ or why the goal is unreachable.
plateauboolean|nullyesTrue when the settle weight is above the goal, i.e. this deficit alone will never get there. Null when it does not apply.
projectedDatestring|nullyesCalendar date the goal is reached, ISO YYYY-MM-DD, or null when it is not reached.
reachedWithinHorizonbooleanyesWhether the goal is reached inside the modelled horizon.
seriesyesWeekly projection points for plotting. Null when includeChartSeries was false.
settleWeightKgnumber|nullyesThe weight this intake eventually settles at, since maintenance falls as weight does. Null when it does not apply.
statusstringyesHow the projection ended: the goal is reached, or it settles short of the goal, or it is unreachable at this intake. The field to branch on before reading the dates.
weeksToGoalnumber|nullyesThe same figure in whole weeks.

No examples provided.

recipe_convert_ingredient ~450

Converts an amount of one ingredient between cup, tablespoon, teaspoon, millilitre, gram and ounce using that specific ingredient's own USDA FoodData Central portion weight, not a single water-based figure applied to everything -- a cup of flour (125 g) and a cup of honey (339 g) do not weigh the same. Supports an ingredient's own measurement-style variants where USDA publishes more than one (packed vs loose brown sugar, sifted vs unsifted powdered sugar, whole vs sliced/slivered/ground nuts, etc.), and for baking powder, baking soda and yeast uses USDA's own published teaspoon weight rather than dividing the cup weight by 48, since a spoon measurement of a fine powder is not proportionate to its cup measurement. Also reports, for information, what a generic water-density converter would have said for the same input and by how much that would have been wrong -- omitted when the requested unit is already grams or ounces.

NameTypeReqDescription
amountstringyesAmount as a decimal ("1.5"), a simple fraction ("3/4"), or a mixed number ("1 1/2").
cupSizeMlnumberCup size in ml, for the 'cup' unit (and 'tbsp'/'tsp' on ingredients without their own USDA spoon weight). Defaults to the US customary cup (236.588 ml); other common values are 240 (US nutrition-labe…
ingredientstringyesWhich ingredient to convert, identified by its GO AI recipe-tool id (e.g. "flour-ap", "sugar-brown", "honey").
unitstringyesUnit the amount is given in.
variantstringMeasurement style for ingredients that have more than one USDA figure (e.g. sugar-brown: "packed"/"loose"; sugar-icing: "unsifted"/"sifted"; almonds: "whole"/"sliced"/"slivered"/"ground"). Omit for i…
NameTypeReqDescription
densityGPerMlnumberyesThe density used for this ingredient, in grams per millilitre.
densityGPerMlRoundednumberyesThat density rounded for display.
gramsnumberyesThe converted weight in grams, unrounded.
gramsRoundednumberyesThe same weight rounded the way a kitchen scale reads it -- the number to actually use.
ouncesnumberyesThe converted weight in ounces, unrounded.
ouncesRoundednumberyesThe same weight in ounces, rounded for practical use.
waterComparisonstringyesHow this ingredient compares in weight to the same volume of water -- the intuition that explains why a cup of flour and a cup of honey are nothing alike.
workSentencestringyesThe conversion written out as an equation, so the caller can check the cup size and density rather than trusting a bare number.

No examples provided.

recipe_scale ~331

Scales a pasted recipe (one ingredient per array entry, e.g. '2 cups all-purpose flour') from one servings count to another, multiplying each line's leading amount by the ratio and reformatting it as a whole number or simple/mixed fraction rather than a decimal. When a line's unit and ingredient can both be recognised against GO AI's density table, appends the scaled amount's weight in grams in parentheses; lines already given in grams or ounces, lines whose ingredient isn't recognised, and lines that don't start with a parseable amount are returned unchanged (the last completely as-is, typos included).

NameTypeReqDescription
cupSizeMlnumberCup size in ml used when converting a scaled "cup"/"tbsp"/"tsp" amount to grams. Defaults to the US customary cup (236.588 ml); other common values are 240 or 250.
fromServingsnumberServings the recipe as written makes. 0 (or an omitted field) falls back to 1, matching the source tool's own guard.
linesarrayyesOne ingredient per array entry, as free text (e.g. "2 cups all-purpose flour", "1/2 tsp table salt"), up to 500 lines of 1000 characters each. Lines with no parseable leading amount, or with an amoun…
toServingsnumberServings wanted. 0 (or an omitted field) falls back to 1, matching the source tool's own guard.
NameTypeReqDescription
linesarrayyesThe ingredient lines rescaled, one output line per input line and in the same order. A line whose quantity could not be parsed is returned unchanged rather than dropped, so the list stays aligned wit…

No examples provided.

recommend_ai_model ~365

Static editorial recommendation -- NOT a live benchmark or leaderboard -- for which of six AI models (GPT-5, Gemini, Grok 4, Claude, DeepSeek, Kimi) to use for a given kind of task, ported from GO AI's own daily side-by-side-use judgement, current as of August 2026. Pick a task and get the recommended model plus the reasoning and a second-opinion backup. The optional `priority` can bias the pick toward cost (routes to DeepSeek) or freshness (routes to Grok) instead of the default quality pick -- but only for tasks where that tradeoff is actually offered; otherwise the quality default is returned unchanged. This reflects one team's opinion, not measured accuracy or pricing data.

NameTypeReqDescription
prioritystring"quality" (default) returns the task's default best-result pick. "cost" swaps to DeepSeek when this task supports a cheaper substitute. "fresh" swaps to Grok when this task supports a fresher/more cu…
taskstringyesThe kind of task, one of: write (Long or structured writing), copy (Punchy copy, hooks, social), edit (Editing my own draft), longdoc (Summarising long documents), code (Writing code), review (Review…
NameTypeReqDescription
adjustedbooleanyesTrue when the stated priority (cost or freshness) moved the answer away from the quality-first pick.
backupstringyesA second choice worth trying if the first does not suit.
disclaimerstringyesStanding note that this is a fixed editorial table, not a live benchmark.
modelstringyesThe recommended model's display name.
modelKeystringyesStable identifier for the recommended model, safe to switch on.
notestring|nullyesWhat that adjustment was, when adjusted is true; otherwise null.
tagstringyesShort label for why this model wins the task, e.g. its standout strength.
taskLabelstringyesHuman-readable name of the task that was matched.
whystringyesThe reasoning behind the recommendation.

No examples provided.

render_app_store_screenshot ~486

Composite one or more app screenshots into a drawn device frame (rounded bezel, Dynamic Island on phone-shaped canvases) with a gradient background and optional headline/caption text, and export as PNG at any/all of the 4 official App Store Connect sizes. A blank page (image omitted) draws no device, for a title card or an outro. A device positioned past the edge of its page is drawn spilling onto the neighbouring page too, so a set can run one screenshot into the next. LIMITS — this runs on a small shared host, so an over-limit call is refused immediately, before any rendering, with a message saying how to split it: at most 10 pages at any one size, 2 at size:"all" (which renders every page 4 times over — a longer set needs one call per size); at most 12 rendered PNGs per call (pages x sizes); 6 MP per screenshot and 4 MB of screenshot bytes summed across the whole call (send JPEG, not PNG, for a multi-page set); and at most 40 text layers of 512 characters each.

NameTypeReqDescription
backgroundFromstringGradient start color (top-left), hex.
backgroundTostringGradient end color (bottom-right), hex.
joinedScenebooleanWhen true and there is more than one page, one gradient stretches across the whole set instead of repeating per page.
pagesarrayyesOne entry per exported page/PNG, in order. Use null for a blank page. At most 10 pages at any single size; size:"all" renders every page 4 times over and fits 2. Over that, the call is refused before…
sizestringWhich official App Store Connect size to export: 6.9"/6.7"/6.5" iPhone or 13" iPad, or "all" for every size (returned as a ZIP). "all" renders 4 canvases per page, so it is limited to 2 pages per cal…
textsarrayZero or more text layers, at most 40. Order is z-order (later entries draw on top); each is confined to one page.
NameTypeReqDescription
sizesRenderedarrayyesOne entry per rendered device size. The images themselves come back as separate content blocks -- a single render inline, a multi-page or multi-size batch as a ZIP behind a resource_link.

No examples provided.

resize_images ~706

Resizes a batch of 1+ images to a named real-world preset (App Store screenshots, Open Graph/social cards, Android launcher icon densities, a favicon set) or a custom width/height, using contain (whole picture, padded), cover (fills the frame, crops overflow) or stretch (distorts to fit) fitting. Each resized image is PNG-encoded (EXIF/ICC metadata stripped on re-encode, matching the source page) and every image is auto-rotated per its embedded EXIF orientation before resizing. All outputs are packaged into one uncompressed ZIP (PNG bytes are already compressed, so a second pass would not shrink them), foldered by preset (e.g. "social/photo-1200x630.png", or "android/mipmap-hdpi/icon.png" for the Android density preset, which names each size's folder after its density instead of suffixing the pixel size). This always returns as a resource_link (a batch ZIP is never small enough, or singular enough, to inline) -- fetch the link to get the archive. Per-file output dimensions and byte sizes are reported in the JSON result. Each input image (base64) is capped by this server's per-input byte limit.

NameTypeReqDescription
customHeightintegerTarget height in px. Only used when preset is "custom".
customWidthintegerTarget width in px. Only used when preset is "custom".
fitstringHow each image fills its target box. 'contain' keeps the whole picture and pads the gap with paddingColor. 'cover' fills the box and crops whatever hangs over. 'stretch' distorts the image to the exa…
imagesarrayyesOne to 60 images. Each is resized independently to every size in the chosen preset. A call is additionally capped at 48000000 total output pixels across images x sizes, so a preset with large or nume…
paddingColorstringHex color (e.g. "#ffffff") used to pad the frame when fit is "contain". Ignored for "cover" and "stretch".
presetstringWhich size(s) to produce for every image. appstore69: App Store screenshot, 6.9" iPhone, 1320x2868. appstore67: App Store screenshot, 6.7" iPhone, 1290x2796. appstoreIpad: App Store screenshot, 13" i…
NameTypeReqDescription
filesOutintegeryesHow many files were produced, i.e. imagesIn x sizes.
fitstringyesHow each image was fitted to its target box.
imagesInintegeryesHow many source images were supplied.
outputsarrayyesEvery produced file, so the archive can be checked without unzipping it.
paddingColorstring|nullyesThe letterbox colour, which only applies to fit 'contain'. Null for 'cover' and 'stretch', where nothing is padded.
presetstringyesThe preset that was applied, echoed from the input.
sizesintegeryesHow many target sizes the chosen preset expands to.

No examples provided.

Common questions

What is the GO AI Tools MCP server?

GO AI Tools is an MCP server listed in the public MCP registry as app.goaichat/tools. 31 no-AI tools: image conversion and EXIF stripping, App Store assets, colour maths. No API key. This page covers its hosted endpoint (https://goaichat.app/mcp-tools/mcp).

Is the GO AI Tools MCP server safe to use?

GO AI Tools scores 77 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 GO AI Tools MCP server expose?

GO AI Tools exposes 31 tools: estimate_ai_tokens, generate_app_icon_set, build_app_store_link, calculate_app_store_net_revenue, appstore_search, and 26 more. Their descriptions and schemas cost roughly 13,721 tokens of context every time the server is loaded.

Does the GO AI Tools MCP server require authentication?

No. We connected to GO AI Tools without credentials and it answered, so anything it exposes is reachable by anyone who knows the address.

Is the GO AI Tools MCP server still maintained?

GO AI Tools is still listed as active in the MCP registry. We last reached this channel on 20 September 2026. Those dates come from our own scans of the registry and the channel itself, not from anything the publisher announced.