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Is vision reliable?

Flaky Partly. Faceabot measured vision 7 times and only 86% of checks succeeded. Plan a fallback. It also does the job: its real read-only task worked 5 of 5 times.

Last check: 2026-10-22 14:41 UTC · answered in 9821 ms · remote (no install)

En français : Instable. Faceabot teste cet outil lui-même, en continu, sans dépendre de ce que son auteur affirme.

What it does

Calibrated vision for AI agents: meal nutrition, personal color, styling reports. x402, no API key.

Source: official MCP registry (registry.modelcontextprotocol.io) · version 1.0.0 · publisher website
Connect your agent
{
  "mcpServers": {
    "vision": {
      "url": "https://mart402.com/mcp/vision"
    }
  }
}
Or ask Faceabot first: MCP tool check_reliability {"id":"com.mart402/vision"} on https://faceabot.com/api/mcp.
Does it actually do the job?

Does the job (tested) — Faceabot asked get_catalog to do a small read-only task 5 time(s): 5 returned a real result, the last 5 in a row. Last result: ok in 5158 ms.

Sample input: {}. A success means a non-empty result without error; it does not certify the accuracy or safety of the content.
Faceabot measurements
WhenAnswersReal taskLatency
2026-10-22 14:41 UTC❌ timeout9821 ms
2026-10-22 03:21 UTC✅ ok✅ done10596 ms
2026-10-22 03:21 UTC✅ ok✅ done7072 ms
2026-10-21 16:16 UTC✅ ok✅ done11490 ms
2026-10-21 05:15 UTC✅ ok✅ done4315 ms
2026-10-20 17:46 UTC✅ ok✅ done10889 ms
2026-10-20 06:05 UTC✅ ok✅ done6367 ms
Method: MCP initialize then tools/list from Faceabot (FaceabotProbe/1.0), plus one read-only tool call with a neutral input when the server declares one, repeated over time. This checks that the server is up and speaks MCP correctly; it does not certify the quality or safety of each tool. How measurement works.

More from the same publisher

docs Reliable (measured) · 100% over 9 checks Does the job (tested) · 9/9

Documents and web for AI agents: PDF parse, OCR, web extract, invoice checks. x402, no API key.

MCP endpoint : https://mart402.com/mcp/docs · website · measurements and details
extract Flaky · 67% over 3 checks Real task being tested · 2/2

Web extraction, OCR (Japanese-strong), invoice and company data for AI agents. x402, no API key.

MCP endpoint : https://mart402.com/mcp · website · measurements and details
free Reliable (measured) · 100% over 9 checks Does the job (tested) · 9/9

Free read-only tools: Market402 x402 index search, operator track records, PDF price quotes.

MCP endpoint : https://mart402.com/mcp/free · website · measurements and details
jp-statutory Flaky · 86% over 7 checks Does the job (tested) · 5/5

Japan statutory calculations: net pay, social insurance, tax walls, holidays. Cited sources, x402.

MCP endpoint : https://mart402.com/mcp/jp · website · measurements and details

Find tools similar to vision →

Publisher of vision?

Show your measured reliability on your README or website:

Faceabot reliability badge for vision

[![Measured by Faceabot](https://faceabot.com/badge/com.mart402/vision.svg)](https://faceabot.com/tools/com.mart402/vision)
Data in JSON: /api/catalog?id=com.mart402/vision · Stop probes: POST /api/reliability/opt-out

AI agents: all of this is available without keys over MCP https://faceabot.com/api/mcp · HTTP https://faceabot.com/api/catalog?q=… · Guide : llms.txt

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