Aimap: Open-source Tool Finds and Tests Exposed AI Endpoints
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Aimap: Open-source Tool Finds and Tests Exposed AI Endpoints

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JP
James Patterson
Jun 1, 2026

Public-facing Ollama servers, MCP endpoints, and inference proxies have multiplied across the internet over the past year, often deployed without authentication or rate limits. AIMap is an open-source platform that finds these systems at internet scale, fingerprints them, scores their exposure, and runs protocol-specific attack tests against authorized targets.
JP

James Patterson

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