low-hallucination-vision
Rank #110,576glama/ZRZRING/vision-mcp
A low-hallucination vision MCP server that uses OpenAI-compatible multimodal models with structured prompts, confidence gating, and forced JSON to reduce false claims in image analysis.
low-hallucination-vision is a Model Context Protocol (MCP) server published by ZRZRING. It ranks #110,576 of 137,492 servers tracked on MCP Toplist. low-hallucination-vision is listed on Glama, and ships as a single rolling release with no explicit version metadata. It was first listed on Jun 15, 2026.
Ranks ahead of 26,916 of 137,492 servers on MCP Toplist.
Use low-hallucination-vision
Requires user-supplied configuration before first use — typically an API key, token or connection string set via environment variables.
This server doesn't publish a machine-readable install config — see the repository README for install instructions.
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[](https://mcptoplist.com/server/glama%2FZRZRING%2Fvision-mcp)<a href="https://mcptoplist.com/server/glama%2FZRZRING%2Fvision-mcp"><img src="https://mcptoplist.com/badge/glama%2FZRZRING%2Fvision-mcp.svg" alt="MCP Toplist: #110,576 of 137,492" /></a>Variants: append ?metric=score or ?metric=stars to the image URL.
Listed on 1 registry
ZRZRING
Not versioned
This server is published through a registry that does not expose explicit version metadata, and no GitHub release tags were found on the linked repository. The listing tracks a single rolling release.
Frequently asked questions
- Who maintains low-hallucination-vision?
- low-hallucination-vision is maintained by ZRZRING, which publishes 1 MCP server (0 total versions) tracked on MCP Toplist.
- Is low-hallucination-vision listed on the Official MCP Registry?
- low-hallucination-vision is not on the Official MCP Registry. It is listed on Glama.
- How many versions does low-hallucination-vision have?
- low-hallucination-vision ships as a single rolling release with no explicit version metadata.
- Where can I find the source code for low-hallucination-vision?
- The source code for low-hallucination-vision is hosted at github.com/ZRZRING/vision-mcp.
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