Reference
Queries, ports, terminology
The building blocks behind every NuClide finding. 15 categories of verified Shodan queries for AI/ML infrastructure exposure, plus ports and terminology.
Shodan queries
54 documents
1. LLM Orchestration Platforms shodan/queries/01-llm-orchestration
Open → 2. Vector Databases shodan/queries/02-vector-databases
Open → 3. Model Serving & Inference shodan/queries/03-model-serving
Open → 4. Training, Fine-Tuning & Experiments shodan/queries/04-training-experiments
Open → 5. AI Gateways, Proxies & Monitoring shodan/queries/05-gateways-monitoring
Open → 6. Agent Frameworks shodan/queries/06-agent-frameworks
Open → 7. RAG Stacks & Self-Hosted AI Apps shodan/queries/07-rag-stacks
Open → 8. Image Generation & Diffusion shodan/queries/08-image-generation
Open → 9. AI Code Assistants shodan/queries/09-code-assistants
Open → 10. MCP Servers shodan/queries/10-mcp-servers
Open → 11. Credential Leaks & Misconfigs shodan/queries/11-credential-leaks
Open → 12. Container & Orchestration Infrastructure shodan/queries/12-containers
Open → 13. Backup / Snapshot Exposure shodan/queries/13-backup-snapshot
Open → 14. GPU & Compute Dashboards shodan/queries/14-gpu-compute
Open → 15. Fingerprinting Canaries shodan/queries/15-fingerprinting
Open → 16. BI / Dashboard / Visualization shodan/queries/16-bi-dashboard
Open → 17. Voice / Audio AI shodan/queries/17-voice-audio-ai
Open → 18. Jupyter Notebook / JupyterHub shodan/queries/18-jupyter
Open → 19. Streamlit Data Apps shodan/queries/19-streamlit
Open → 20. Gradio / Stable Diffusion WebUI (A1111) / Langflow shodan/queries/20-gradio
Open → ClickHouse — Shodan Query File shodan/queries/20-specialty-data-layers-clickhouse
Open → 21. Browser Automation / Agent Backends shodan/queries/21-browser-agents
Open → 22. Data Labeling / Annotation Servers shodan/queries/22-data-labeling
Open → 23. AI Safety Evaluation / Red-Team Self-Hosted shodan/queries/23-ai-safety-eval
Open → 24. LLM Safety / Guardrails / Policy Engines / Moderation shodan/queries/24-llm-safety-guardrail-policy
Open → 24. LLM Observability / Training Telemetry shodan/queries/24-observability
Open → 25. Elasticsearch / OpenSearch shodan/queries/25-elasticsearch
Open → 26. Exfiltrated Credentials in HTML shodan/queries/26-exfiltrated-credentials-in-html
Open → 26. Mem0 / Agent Long-Term Memory Collections shodan/queries/26-mem0-agent-memory
Open → 27. Embedding Services shodan/queries/27-embedding-services
Open → Medical & Edge AI — Shodan Query Catalog (Survey 28) shodan/queries/28-medical-edge-ai
Open → 28. ML Governance / Data Catalog / Lineage shodan/queries/28-ml-governance
Open → 29. Workflow Orchestration (K8s-Native) shodan/queries/29-workflow-orchestration
Open → Category 30: Agent-Memory Layer shodan/queries/30-agent-memory
Open → 31 — Classical ML & Auxiliary Model Services shodan/queries/31-classical-ml
Open → Cat-32: AI Gateways shodan/queries/32-ai-gateways
Open → 33. AI Email Guardrails (outbound LLM-generated email safety) shodan/queries/33-ai-email-guardrails
Open → AI Evaluation / Red-Team — Shodan Query Catalog shodan/queries/ai-eval-redteam-queries
Open → Appendix A: High-Severity CVE Cross-Reference shodan/queries/appendix-cve
Open → Auth / API Gateway — Shodan Query Catalog shodan/queries/auth-gateway-queries
Open → Code Assistants — Shodan Query Catalog shodan/queries/code-assistants-queries
Open → ML Experiment Tracking — Shodan Query Catalog shodan/queries/experiment-tracking-queries
Open → AI/LLM Infrastructure — Google Dork Catalog (GHDB Format) shodan/queries/ghdb-google-dorks
Open → ML Governance / Data Catalog — Shodan Query Catalog shodan/queries/ml-governance-queries
Open → Model Serving / Registry — Shodan Query Catalog shodan/queries/model-serving-registry-queries
Open → RAG Frameworks — Shodan Query Catalog shodan/queries/rag-frameworks-queries
Open → Cat-07 RAG Frameworks — Shodan Query Log (2026-05-31) shodan/queries/rag-frameworks-query-log-2026-05-31
Open → Readme shodan/queries/readme
Open → LLM Safety / Guardrail Engines — Shodan Query Catalog shodan/queries/safety-guardrail-queries
Open → Network Perimeter / Service Mesh — Query Catalog shodan/queries/service-mesh-queries
Open → Specialty Data Layers — Shodan Query Catalog shodan/queries/specialty-data-layers-queries
Open → Texas University LLM Infrastructure — Shodan Query Catalog shodan/queries/texas-universities-llm
Open → Voice/Audio AI — Shodan Query Catalog shodan/queries/voice-audio-ai-queries
Open → Workflow Orchestration Platform — Shodan Query Catalog shodan/queries/workflow-orchestration-queries
Open → Reference
6 documents
Category Taxonomy reference/category-taxonomy
Open → OLAP Migration: Bootstrapping and Maintaining the Analytics Layer reference/olap-migration
Open → LLM Tools Spec: OLAP-Backed (Population-Tier) Tools reference/olap-tools-spec
Open → Common AI/LLM Infrastructure Ports reference/ports
Open → AI Exposure Survey System: Analytics & OLAP Design reference/realtime-olap-architecture
Open → Terminology Primer reference/terminology
Open → Other