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iLook Face Analysis

REMOTE · WWW.ILOOK.FIT · SCANNED SEP 20

Analyze user-submitted face photos with a complete report or 13 focused face-analysis tools.

Available components

+2 this week 88 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 Security80
Transport & Reachability100
Schema Quality & AI Usability76
  • AI-judged instruction clarity (good).Pass
  • Tool/resource definitions use about 1361 tokens (~97/item across 14 items; 14 tools + 0 resources), lean.Pass
  • Usage-examples check failed: none of the tools include examples. See how to fix → Fail
Stability & Change Management100
  • No destabilizing schema changes in the last 30 days.Pass
Tool 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 14 captured tool definition(s), and no name or description among them implies an irreversible operation.Pass
  • An AI judge read all 14 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 iLook Face Analysis MCP server?

iLook Face Analysis is a hosted endpoint at https://www.ilook.fit/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 · www.ilook.fit

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

  • 17 Sept 26 +1
    • Stability: 0.97 → pass security
  • 15 Sept 26 +1

    No change was recorded against any check on this day. Stability & Change Management went from 90 to 93. That category is still filling its 30-day observation window: 27 days of observed history at the previous scan, 28 at this one. The score rises as the window fills, whether or not the server changes.

  • 13 Sept 26 +1

    No change was recorded against any check on this day. Stability & Change Management went from 83 to 87. That category is still filling its 30-day observation window: 25 days of observed history at the previous scan, 26 at this one. The score rises as the window fills, whether or not the server changes.

  • 11 Sept 26 +1

    No change was recorded against any check on this day. Stability & Change Management went from 77 to 80. That category is still filling its 30-day observation window: 23 days of observed history at the previous scan, 24 at this one. The score rises as the window fills, whether or not the server changes.

  • 9 Sept 26 +1

    No change was recorded against any check on this day. Stability & Change Management went from 70 to 73. That category is still filling its 30-day observation window: 21 days of observed history at the previous scan, 22 at this one. The score rises as the window fills, whether or not the server changes.

  • 6 Sept 26 +1

    No change was recorded against any check on this day. Stability & Change Management went from 60 to 63. That category is still filling its 30-day observation window: 18 days of observed history at the previous scan, 19 at this one. The score rises as the window fills, whether or not the server changes.

  • 4 Sept 26 +1

    No change was recorded against any check on this day. Stability & Change Management went from 53 to 57. That category is still filling its 30-day observation window: 16 days of observed history at the previous scan, 17 at this one. The score rises as the window fills, whether or not the server changes.

  • 2 Sept 26 +1

    No change was recorded against any check on this day. Stability & Change Management went from 47 to 50. That category is still filling its 30-day observation window: 14 days of observed history at the previous scan, 15 at this one. The score rises as the window fills, whether or not the server changes.

Diagnostics

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

Captured 20 Sept 2026 · Probed https://www.ilook.fit/mcp

TLS valid

Negotiated TLS 1.3 with TLS_AES_128_GCM_SHA256 .

Subject Issuer Valid from Valid until Key Signature Serial
CN=ilook.fit CN=WE1,O=Google Trust Services,C=US 1 Aug 2026 30 Oct 2026 ECDSA 256 ECDSA-SHA256 7b751593e0ac53b70e56da180c680bb8
SANs: ilook.fit, www.ilook.fit, *.www.ilook.fit
CN=WE1,O=Google Trust Services,C=US (CA) CN=GTS Root R4,O=Google Trust Services LLC,C=US 13 Dec 2023 20 Feb 2029 ECDSA 256 ECDSA-SHA384 7ff31977972c224a76155d13b6d685e3
CN=GTS Root R4,O=Google Trust Services LLC,C=US (CA) CN=GlobalSign Root CA,OU=Root CA,O=GlobalSign nv-sa,C=BE 15 Nov 2023 28 Jan 2028 ECDSA 384 SHA256-RSA 7fe530bf331343bedd821610493d8a1b

Background: What to check on a remote MCP endpoint →

DNSSEC insecure

Validation of www.ilook.fit. Not signed

Zone DS Keys Algorithms Outcome
. trust_anchor 20326, 38696 8, 8 Verified
fit. present 61939 8 Verified
ilook.fit. absent Unsigned (proven) parent-signed NSEC/NSEC3 proves an unsigned delegation
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
strict-transport-security max-age=31536000; includeSubDomains; preload
x-content-type-options nosniff
x-frame-options DENY
referrer-policy strict-origin-when-cross-origin
permissions-policy camera=(self), geolocation=(), microphone=(), payment=(), usb=()

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

Transports 2 probes
Transport URL Outcome Status Location
streamable-http https://www.ilook.fit/mcp Verified 200
http (plaintext) http://www.ilook.fit/mcp HTTPS enforced 301 https://www.ilook.fit/mcp
MCP tools · 14 exposed · ~1,361 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
analyze_adult_face_age_cues ~97

Returns broad adult presentation cues, not an exact age prediction.

NameTypeReqDescription
adult_and_authorizedbooleanyesConfirms the pictured person is an adult and the submission is lawful.
image_base64stringyesBase64-encoded JPEG, PNG, or WebP bytes, without a data URL prefix.
mime_typestringyesImage media type. Supported formats are JPEG, PNG, and WebP.
NameTypeReqDescription
analysis_idstringyesUnique analysis identifier.
disclaimerstringyesRequired responsible-use disclaimer.
errorobjectPresent when the focused analysis fails.
face_shapeobjectOptional face-shape context when relevant.
measurementobjectyesScore, label, analysis, and tool-specific detail rows.
modelstringyesModel version used for visible analysis.
phi_scoreobjectOptional Golden Ratio context when relevant.
rubric_versionstringyesVersioned iLook scoring rubric.
toolstringyesFocused measurement key.

No examples provided.

analyze_canthal_tilt ~97

Returns left, right, and average visible eye-corner tilt cues.

NameTypeReqDescription
adult_and_authorizedbooleanyesConfirms the pictured person is an adult and the submission is lawful.
image_base64stringyesBase64-encoded JPEG, PNG, or WebP bytes, without a data URL prefix.
mime_typestringyesImage media type. Supported formats are JPEG, PNG, and WebP.
NameTypeReqDescription
analysis_idstringyesUnique analysis identifier.
disclaimerstringyesRequired responsible-use disclaimer.
errorobjectPresent when the focused analysis fails.
face_shapeobjectOptional face-shape context when relevant.
measurementobjectyesScore, label, analysis, and tool-specific detail rows.
modelstringyesModel version used for visible analysis.
phi_scoreobjectOptional Golden Ratio context when relevant.
rubric_versionstringyesVersioned iLook scoring rubric.
toolstringyesFocused measurement key.

No examples provided.

analyze_color_palette ~92

Returns style-oriented palette, contrast, and lighting cues.

NameTypeReqDescription
adult_and_authorizedbooleanyesConfirms the pictured person is an adult and the submission is lawful.
image_base64stringyesBase64-encoded JPEG, PNG, or WebP bytes, without a data URL prefix.
mime_typestringyesImage media type. Supported formats are JPEG, PNG, and WebP.
NameTypeReqDescription
analysis_idstringyesUnique analysis identifier.
disclaimerstringyesRequired responsible-use disclaimer.
errorobjectPresent when the focused analysis fails.
face_shapeobjectOptional face-shape context when relevant.
measurementobjectyesScore, label, analysis, and tool-specific detail rows.
modelstringyesModel version used for visible analysis.
phi_scoreobjectOptional Golden Ratio context when relevant.
rubric_versionstringyesVersioned iLook scoring rubric.
toolstringyesFocused measurement key.

No examples provided.

analyze_face_shape ~96

Returns face shape, runner-up shape, outline cues, and styling direction.

NameTypeReqDescription
adult_and_authorizedbooleanyesConfirms the pictured person is an adult and the submission is lawful.
image_base64stringyesBase64-encoded JPEG, PNG, or WebP bytes, without a data URL prefix.
mime_typestringyesImage media type. Supported formats are JPEG, PNG, and WebP.
NameTypeReqDescription
analysis_idstringyesUnique analysis identifier.
disclaimerstringyesRequired responsible-use disclaimer.
errorobjectPresent when the focused analysis fails.
face_shapeobjectOptional face-shape context when relevant.
measurementobjectyesScore, label, analysis, and tool-specific detail rows.
modelstringyesModel version used for visible analysis.
phi_scoreobjectOptional Golden Ratio context when relevant.
rubric_versionstringyesVersioned iLook scoring rubric.
toolstringyesFocused measurement key.

No examples provided.

analyze_facial_symmetry ~94

Returns photo-specific left-right symmetry cues across visible features.

NameTypeReqDescription
adult_and_authorizedbooleanyesConfirms the pictured person is an adult and the submission is lawful.
image_base64stringyesBase64-encoded JPEG, PNG, or WebP bytes, without a data URL prefix.
mime_typestringyesImage media type. Supported formats are JPEG, PNG, and WebP.
NameTypeReqDescription
analysis_idstringyesUnique analysis identifier.
disclaimerstringyesRequired responsible-use disclaimer.
errorobjectPresent when the focused analysis fails.
face_shapeobjectOptional face-shape context when relevant.
measurementobjectyesScore, label, analysis, and tool-specific detail rows.
modelstringyesModel version used for visible analysis.
phi_scoreobjectOptional Golden Ratio context when relevant.
rubric_versionstringyesVersioned iLook scoring rubric.
toolstringyesFocused measurement key.

No examples provided.

analyze_golden_ratio_face ~95

Returns an approximate visible Golden Ratio phi score and proportion cues.

NameTypeReqDescription
adult_and_authorizedbooleanyesConfirms the pictured person is an adult and the submission is lawful.
image_base64stringyesBase64-encoded JPEG, PNG, or WebP bytes, without a data URL prefix.
mime_typestringyesImage media type. Supported formats are JPEG, PNG, and WebP.
NameTypeReqDescription
analysis_idstringyesUnique analysis identifier.
disclaimerstringyesRequired responsible-use disclaimer.
errorobjectPresent when the focused analysis fails.
face_shapeobjectOptional face-shape context when relevant.
measurementobjectyesScore, label, analysis, and tool-specific detail rows.
modelstringyesModel version used for visible analysis.
phi_scoreobjectOptional Golden Ratio context when relevant.
rubric_versionstringyesVersioned iLook scoring rubric.
toolstringyesFocused measurement key.

No examples provided.

analyze_psl_score ~95

Returns a broad PSL-style range from visible geometry without false precision.

NameTypeReqDescription
adult_and_authorizedbooleanyesConfirms the pictured person is an adult and the submission is lawful.
image_base64stringyesBase64-encoded JPEG, PNG, or WebP bytes, without a data URL prefix.
mime_typestringyesImage media type. Supported formats are JPEG, PNG, and WebP.
NameTypeReqDescription
analysis_idstringyesUnique analysis identifier.
disclaimerstringyesRequired responsible-use disclaimer.
errorobjectPresent when the focused analysis fails.
face_shapeobjectOptional face-shape context when relevant.
measurementobjectyesScore, label, analysis, and tool-specific detail rows.
modelstringyesModel version used for visible analysis.
phi_scoreobjectOptional Golden Ratio context when relevant.
rubric_versionstringyesVersioned iLook scoring rubric.
toolstringyesFocused measurement key.

No examples provided.

analyze_skin_appearance ~96

Returns appearance-only texture, evenness, shine, and lighting cues.

NameTypeReqDescription
adult_and_authorizedbooleanyesConfirms the pictured person is an adult and the submission is lawful.
image_base64stringyesBase64-encoded JPEG, PNG, or WebP bytes, without a data URL prefix.
mime_typestringyesImage media type. Supported formats are JPEG, PNG, and WebP.
NameTypeReqDescription
analysis_idstringyesUnique analysis identifier.
disclaimerstringyesRequired responsible-use disclaimer.
errorobjectPresent when the focused analysis fails.
face_shapeobjectOptional face-shape context when relevant.
measurementobjectyesScore, label, analysis, and tool-specific detail rows.
modelstringyesModel version used for visible analysis.
phi_scoreobjectOptional Golden Ratio context when relevant.
rubric_versionstringyesVersioned iLook scoring rubric.
toolstringyesFocused measurement key.

No examples provided.

calculate_facial_ratios ~95

Returns visible face-ratio and spacing cues from one photo.

NameTypeReqDescription
adult_and_authorizedbooleanyesConfirms the pictured person is an adult and the submission is lawful.
image_base64stringyesBase64-encoded JPEG, PNG, or WebP bytes, without a data URL prefix.
mime_typestringyesImage media type. Supported formats are JPEG, PNG, and WebP.
NameTypeReqDescription
analysis_idstringyesUnique analysis identifier.
disclaimerstringyesRequired responsible-use disclaimer.
errorobjectPresent when the focused analysis fails.
face_shapeobjectOptional face-shape context when relevant.
measurementobjectyesScore, label, analysis, and tool-specific detail rows.
modelstringyesModel version used for visible analysis.
phi_scoreobjectOptional Golden Ratio context when relevant.
rubric_versionstringyesVersioned iLook scoring rubric.
toolstringyesFocused measurement key.

No examples provided.

detect_eye_shape ~93

Returns opening shape, corner orientation, and visible eye framing.

NameTypeReqDescription
adult_and_authorizedbooleanyesConfirms the pictured person is an adult and the submission is lawful.
image_base64stringyesBase64-encoded JPEG, PNG, or WebP bytes, without a data URL prefix.
mime_typestringyesImage media type. Supported formats are JPEG, PNG, and WebP.
NameTypeReqDescription
analysis_idstringyesUnique analysis identifier.
disclaimerstringyesRequired responsible-use disclaimer.
errorobjectPresent when the focused analysis fails.
face_shapeobjectOptional face-shape context when relevant.
measurementobjectyesScore, label, analysis, and tool-specific detail rows.
modelstringyesModel version used for visible analysis.
phi_scoreobjectOptional Golden Ratio context when relevant.
rubric_versionstringyesVersioned iLook scoring rubric.
toolstringyesFocused measurement key.

No examples provided.

find_hairstyle_direction ~94

Returns face-shape-based hairstyle and framing direction.

NameTypeReqDescription
adult_and_authorizedbooleanyesConfirms the pictured person is an adult and the submission is lawful.
image_base64stringyesBase64-encoded JPEG, PNG, or WebP bytes, without a data URL prefix.
mime_typestringyesImage media type. Supported formats are JPEG, PNG, and WebP.
NameTypeReqDescription
analysis_idstringyesUnique analysis identifier.
disclaimerstringyesRequired responsible-use disclaimer.
errorobjectPresent when the focused analysis fails.
face_shapeobjectOptional face-shape context when relevant.
measurementobjectyesScore, label, analysis, and tool-specific detail rows.
modelstringyesModel version used for visible analysis.
phi_scoreobjectOptional Golden Ratio context when relevant.
rubric_versionstringyesVersioned iLook scoring rubric.
toolstringyesFocused measurement key.

No examples provided.

rate_jawline ~95

Returns visible jawline definition, balance, and lower-face cues.

NameTypeReqDescription
adult_and_authorizedbooleanyesConfirms the pictured person is an adult and the submission is lawful.
image_base64stringyesBase64-encoded JPEG, PNG, or WebP bytes, without a data URL prefix.
mime_typestringyesImage media type. Supported formats are JPEG, PNG, and WebP.
NameTypeReqDescription
analysis_idstringyesUnique analysis identifier.
disclaimerstringyesRequired responsible-use disclaimer.
errorobjectPresent when the focused analysis fails.
face_shapeobjectOptional face-shape context when relevant.
measurementobjectyesScore, label, analysis, and tool-specific detail rows.
modelstringyesModel version used for visible analysis.
phi_scoreobjectOptional Golden Ratio context when relevant.
rubric_versionstringyesVersioned iLook scoring rubric.
toolstringyesFocused measurement key.

No examples provided.

run_attractiveness_test ~94

Returns a photo-specific subjective appearance score and visible basis.

NameTypeReqDescription
adult_and_authorizedbooleanyesConfirms the pictured person is an adult and the submission is lawful.
image_base64stringyesBase64-encoded JPEG, PNG, or WebP bytes, without a data URL prefix.
mime_typestringyesImage media type. Supported formats are JPEG, PNG, and WebP.
NameTypeReqDescription
analysis_idstringyesUnique analysis identifier.
disclaimerstringyesRequired responsible-use disclaimer.
errorobjectPresent when the focused analysis fails.
face_shapeobjectOptional face-shape context when relevant.
measurementobjectyesScore, label, analysis, and tool-specific detail rows.
modelstringyesModel version used for visible analysis.
phi_scoreobjectOptional Golden Ratio context when relevant.
rubric_versionstringyesVersioned iLook scoring rubric.
toolstringyesFocused measurement key.

No examples provided.

score_face ~128

Returns descriptive face-shape context, five subjective appearance scores, and an approximate Golden Ratio phi score for one authorized adult photo.

NameTypeReqDescription
adult_and_authorizedbooleanyesConfirms the pictured person is an adult and the submission is lawful.
image_base64stringyesBase64-encoded JPEG, PNG, or WebP bytes, without a data URL prefix.
measurement_keystringOptional. Return only one focused free-tool output instead of the full face report.
mime_typestringyesImage media type. Supported formats are JPEG, PNG, and WebP.
NameTypeReqDescription
analysis_idstringyesUnique analysis identifier.
disclaimerstringyesRequired responsible-use disclaimer.
errorobjectPresent when the tool call fails.
face_shapeobjectyesDescriptive visible face-shape category and explanation.
measurementsobjectFocused free-tool measurement outputs.
modelstringyesModel version used for visible analysis.
overall_scorenumberyesFixed weighted score from 0 to 10.
overall_score_100integeryesThe same fixed weighted score from 0 to 100.
phi_scoreobjectyesSeparate 0 to 100 Golden Ratio proportion context.
rubric_versionstringyesVersioned iLook scoring rubric.
score_explanationsobjectPhoto-specific explanation for each named subscore.
scoresobjectyesFive named appearance subscores from 0 to 10.
summarystringyesConcise photo-specific report summary.

No examples provided.

Common questions

What is the iLook Face Analysis MCP server?

iLook Face Analysis is an MCP server listed in the public MCP registry as fit.ilook/face-analysis. Analyze user-submitted face photos with a complete report or 13 focused face-analysis tools. This page covers its hosted endpoint (https://www.ilook.fit/mcp).

Is the iLook Face Analysis MCP server safe to use?

iLook Face Analysis scores 88 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 iLook Face Analysis MCP server expose?

iLook Face Analysis exposes 14 tools: score_face, analyze_face_shape, rate_jawline, analyze_canthal_tilt, detect_eye_shape, and 9 more. Their descriptions and schemas cost roughly 1,361 tokens of context every time the server is loaded.

Does the iLook Face Analysis MCP server require authentication?

No. We connected to iLook Face Analysis without credentials and it answered, so anything it exposes is reachable by anyone who knows the address.

Is the iLook Face Analysis MCP server still maintained?

iLook Face Analysis 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.