Vision tools for coding agents: screenshots, OCR, UI diffs, errors, tables, and charts.
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io.github.xyun1996/ocular is an MCP server that vision tools for coding agents: screenshots, OCR, UI diffs, errors, tables, and charts. Its tool list has not been published yet over stdio, sse and http, requires no API key, and scores 85/100 on MCPpedia's security, maintenance and efficiency rubric.
Config is the same across clients — only the file and path differ.
{
"mcpServers": {
"ocular": {
"env": {
"OCULAR_MODEL": "your_vision_model",
"OCULAR_API_KEY": "your_api_key",
"OCULAR_BASE_URL": "https://your-openai-compatible-endpoint.example/v1"
},
"args": [
"-y",
"ocular-mcp"
],
"command": "npx"
}
}
}Are you the author?
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ocular is an MCP server that lets text-first coding agents analyze screenshots, UI mockups, terminal errors, documents, tables, and charts through OpenAI-compatible vision models.
Run this in your terminal to verify the server starts. Then let us know if it worked — your result helps other developers.
npx -y 'ocular-mcp' 2>&1 | head -1 && echo "✓ Server started successfully"
After testing, let us know if it worked:
Five weighted categories — click any category to see the underlying evidence.
No known CVEs.
Checked ocular-mcp against OSV.dev.
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