MCP OpenVision

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Updated 3 months ago (2026-07-08 21:22 UTC)
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mcp-openvision
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MCP OpenVision is a Model Context Protocol (MCP) server that provides image analysis capabilities powered by OpenRouter vision models. It enables AI assistants to analyze images via a simple interface within the MCP ecosystem.
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Apache 2.0

One endpoint for every MCP toolRayrun runs every MCP server behind one URL and holds the credentials. Each call is decided per client, tool, and argument, then recorded.ray.runAd

TDQS

A3.7/5.0

Scored 2026-04-18 10:05 across 1 tool

Disambiguation5/5

With only one tool, there is no possibility of ambiguity or overlap between tools. The single tool 'image_analysis' has a clearly defined purpose that cannot be confused with any other tool in this server.

Naming Consistency5/5

The single tool follows a clear verb_noun pattern ('image_analysis'), and with only one tool, there is no inconsistency to evaluate. The naming is straightforward and descriptive.

Tool Count2/5

A single tool is too few for a server named 'MCP OpenVision' that implies broader vision capabilities. While the tool is well-described, the server feels thin and limited in scope, lacking complementary tools like image generation, comparison, or batch processing that would make it more complete.

Completeness2/5

The server is severely incomplete for a vision domain. It only provides image analysis, missing essential operations like image generation, editing, transformation, or multi-image processing. Agents will hit dead ends when needing to perform common vision tasks beyond analysis.