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visual-scene-ontology MCP Server

yamancan/visual-scene-ontology

Score: 37.7 Rank #15127 MCP Server
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An image is not a sentence: a VLM's description of one is unvalidated prose. VSON makes every claim about an image — object, property, spatial relation, action — a graph assertion SHACL can reject, so a build can fail on it. Rust CLI, Python API, MCP server, keyless browser studio. It checks the graph, not the picture.

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Overview

yamancan/visual-scene-ontology is a Python MCP server licensed under Apache-2.0. An image is not a sentence: a VLM's description of one is unvalidated prose. VSON makes every claim about an image — object, property, spatial relation, action — a graph assertion SHACL can reject, so a build can fail on it. Rust CLI, Python API, MCP server, keyless browser studio. It checks the graph, not the picture.

Ranked #15127 out of 24850 indexed tools.

Ecosystem

Python Apache-2.0

Score Breakdown

StarsFreshnessIssue HealthContributorsDependents
Stars 15% 2

2 stars → early stage

Freshness 25% 1mo ago

Last commit 1mo ago → moderate activity

Issue Health 25% 0%

0/15 issues closed → many open issues

Contributors 10% 0

0 contributors → solo project

Dependents 25% 0

No dependents → no downstream usage

npm Downloads N/A
PyPI Downloads N/A
Forks 0
Description Detailed
License Apache-2.0

Weights: Freshness 20% · Issue Health 20% · Dependents 22% · Stars 10% · Contributors 8% · How we score →

How to Improve

Freshness high impact

Last commit was 31 days ago — a recent commit would boost your freshness score

Issue Health high impact

You have 15 open vs 0 closed issues — triaging stale issues improves health

Contributors medium impact

Single-contributor projects carry bus-factor risk — welcoming contributors boosts confidence

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AgentRank score for yamancan/visual-scene-ontology
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Matched Queries

"mcp server""mcp-server"

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