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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
strip_image_metadata ~323

Reads a JPEG or PNG's hidden metadata (JPEG: EXIF — camera make/model, lens, body/lens serial numbers, capture date, GPS coordinates and altitude — plus XMP, IPTC/Photoshop resources and comment segments; PNG: tEXt/iTXt/zTXt/eXIf/tIME chunks) and returns a structured report of exactly what it found, including the size of every metadata segment/chunk that was removed. Optionally (include_cleaned_image, default true) also returns the same image with those segments/chunks stripped at the byte level: no re-encoding and no pixel decode, so the compressed image data, ICC profile, and JFIF/PNG structure are copied unchanged. It runs a byte-for-byte self-check that the retained image data is actually unchanged before handing back a cleaned file — if that check fails, no cleaned file is returned even though the report is still produced. Only JPEG and PNG signatures are recognized (not TIFF or other formats); stripping a photo's EXIF Orientation tag can make it appear rotated, which the report flags.

NameTypeReqDescription
filenamestringOriginal filename, used only to name the returned cleaned file (defaults to "image"). Format detection is by content signature, not by this name or extension.
image_base64stringyesBase64-encoded bytes of the JPEG or PNG file to inspect.
include_cleaned_imagebooleanWhen true (default), also return the metadata-stripped image bytes alongside the report. Set to false to get only the report.
NameTypeReqDescription
cleanedImageIncludedbooleanyesWhether a cleaned file accompanies this report as a content block. False when include_cleaned_image was off, when there was nothing to strip, or when verification failed.
cleanedSizeBytesyesSize of the cleaned file, or null when no cleaned image was produced.
fieldsarrayyesEvery metadata field read from the file -- this is the disclosure the caller is usually checking for.
fieldsFoundintegeryesHow many individual metadata fields were read out.
formatstringyesWhich of the two supported formats the file was read as.
gpsyesEmbedded location, or null when the file carried none. The single most sensitive thing in a photo, so it is surfaced on its own rather than only inside fields.
makestring|nullyesCamera make, when EXIF carried one.
messagestringyesPlain-language summary, including why no cleaned file was returned when that is the case.
metadataFoundbooleanyesWhether any strippable metadata was present at all.
modelstring|nullyesCamera model, when EXIF carried one.
originalSizeBytesintegeryesSize of the supplied file in bytes.
recognizedbooleanyesAlways true here. A file that is neither a JPEG nor a PNG comes back as an error result instead, not as recognized:false.
removedBytesyesBytes saved by stripping, or null when no cleaned image was produced.
removedSegmentCountintegeryesNumber of segments/chunks removed.
removedSegmentsarrayyesEach metadata segment or chunk that was stripped, with its size.
rotationWarningbooleanyesTrue when an EXIF Orientation tag was removed, which can make the cleaned image appear rotated in viewers that relied on it.
verifiedboolean|nullyesResult of the byte-for-byte check that the retained image data is unchanged. Null when no cleaning was attempted; false means the check failed and no cleaned file was returned.
verifiedBytesyesHow many bytes that check compared. Null when no cleaning was attempted.

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.