{
  "nodes": [
    {
      "key": "agents",
      "parent": null,
      "level": "domain",
      "label": "AI agents"
    },
    {
      "key": "agents/assistants",
      "parent": "agents",
      "level": "race",
      "label": "General-purpose agents"
    },
    {
      "key": "agents/assistants/deep-research",
      "parent": "agents/assistants",
      "level": "capability",
      "label": "Deep research"
    },
    {
      "key": "agents/assistants/personal-agents",
      "parent": "agents/assistants",
      "level": "capability",
      "label": "Personal agents"
    },
    {
      "key": "agents/assistants/task-automation",
      "parent": "agents/assistants",
      "level": "capability",
      "label": "Task automation runtimes"
    },
    {
      "key": "agents/assistants/team-assistants",
      "parent": "agents/assistants",
      "level": "capability",
      "label": "Self-hosted team assistants"
    },
    {
      "key": "agents/clients",
      "parent": "agents",
      "level": "race",
      "label": "Agent clients"
    },
    {
      "key": "agents/clients/desktop-apps",
      "parent": "agents/clients",
      "level": "capability",
      "label": "Desktop apps"
    },
    {
      "key": "agents/clients/mobile-apps",
      "parent": "agents/clients",
      "level": "capability",
      "label": "Mobile apps"
    },
    {
      "key": "agents/clients/terminal-clients",
      "parent": "agents/clients",
      "level": "capability",
      "label": "Terminal clients"
    },
    {
      "key": "agents/code-intel",
      "parent": "agents",
      "level": "race",
      "label": "Code intelligence for agents"
    },
    {
      "key": "agents/code-intel/code-graphs",
      "parent": "agents/code-intel",
      "level": "capability",
      "label": "Code graphs"
    },
    {
      "key": "agents/code-intel/code-search",
      "parent": "agents/code-intel",
      "level": "capability",
      "label": "Code search"
    },
    {
      "key": "agents/code-intel/codebase-docs",
      "parent": "agents/code-intel",
      "level": "capability",
      "label": "Codebase docs for agents"
    },
    {
      "key": "agents/coding",
      "parent": "agents",
      "level": "race",
      "label": "Coding agents"
    },
    {
      "key": "agents/coding/cli-agents",
      "parent": "agents/coding",
      "level": "capability",
      "label": "Terminal coding agents"
    },
    {
      "key": "agents/coding/long-running",
      "parent": "agents/coding",
      "level": "capability",
      "label": "Long-running autonomous agents"
    },
    {
      "key": "agents/coding/plugin-architectures",
      "parent": "agents/coding",
      "level": "capability",
      "label": "Plugin-based harnesses"
    },
    {
      "key": "agents/context",
      "parent": "agents",
      "level": "race",
      "label": "Context and token savings"
    },
    {
      "key": "agents/context/context-compaction",
      "parent": "agents/context",
      "level": "capability",
      "label": "Long-session compaction"
    },
    {
      "key": "agents/context/output-compression",
      "parent": "agents/context",
      "level": "capability",
      "label": "Tool-output compression"
    },
    {
      "key": "agents/frameworks",
      "parent": "agents",
      "level": "race",
      "label": "Agent frameworks"
    },
    {
      "key": "agents/frameworks/agent-workflows",
      "parent": "agents/frameworks",
      "level": "capability",
      "label": "Agent workflow engines"
    },
    {
      "key": "agents/frameworks/bot-frameworks",
      "parent": "agents/frameworks",
      "level": "capability",
      "label": "Bot frameworks"
    },
    {
      "key": "agents/frameworks/embedded-agents",
      "parent": "agents/frameworks",
      "level": "capability",
      "label": "Embedded product agents"
    },
    {
      "key": "agents/frameworks/llm-sdks",
      "parent": "agents/frameworks",
      "level": "capability",
      "label": "LLM SDKs"
    },
    {
      "key": "agents/frameworks/structured-io",
      "parent": "agents/frameworks",
      "level": "capability",
      "label": "Structured LLM input and output"
    },
    {
      "key": "agents/memory",
      "parent": "agents",
      "level": "race",
      "label": "Agent memory"
    },
    {
      "key": "agents/memory/context-databases",
      "parent": "agents/memory",
      "level": "capability",
      "label": "Context databases"
    },
    {
      "key": "agents/memory/knowledge-brains",
      "parent": "agents/memory",
      "level": "capability",
      "label": "Personal knowledge brains"
    },
    {
      "key": "agents/memory/long-term-memory",
      "parent": "agents/memory",
      "level": "capability",
      "label": "Long-term memory"
    },
    {
      "key": "agents/memory/project-memory",
      "parent": "agents/memory",
      "level": "capability",
      "label": "Project memory files"
    },
    {
      "key": "agents/memory/session-handoff",
      "parent": "agents/memory",
      "level": "capability",
      "label": "Session handoff between agents"
    },
    {
      "key": "agents/optimization",
      "parent": "agents",
      "level": "race",
      "label": "Agent optimization"
    },
    {
      "key": "agents/optimization/harness-optimization",
      "parent": "agents/optimization",
      "level": "capability",
      "label": "Harness optimization"
    },
    {
      "key": "agents/optimization/prompt-optimization",
      "parent": "agents/optimization",
      "level": "capability",
      "label": "Prompt and skill optimization"
    },
    {
      "key": "agents/optimization/rl-environments",
      "parent": "agents/optimization",
      "level": "capability",
      "label": "RL environments and evals"
    },
    {
      "key": "agents/orchestration",
      "parent": "agents",
      "level": "race",
      "label": "Multi-agent orchestration"
    },
    {
      "key": "agents/orchestration/agent-networks",
      "parent": "agents/orchestration",
      "level": "capability",
      "label": "Agent networks and protocols"
    },
    {
      "key": "agents/orchestration/agent-teams",
      "parent": "agents/orchestration",
      "level": "capability",
      "label": "Agent teams"
    },
    {
      "key": "agents/orchestration/harness-adapters",
      "parent": "agents/orchestration",
      "level": "capability",
      "label": "Harness adapters"
    },
    {
      "key": "agents/sandboxes",
      "parent": "agents",
      "level": "race",
      "label": "Agent sandboxes"
    },
    {
      "key": "agents/sandboxes/code-sandboxes",
      "parent": "agents/sandboxes",
      "level": "capability",
      "label": "Code execution sandboxes"
    },
    {
      "key": "agents/sandboxes/run-replay",
      "parent": "agents/sandboxes",
      "level": "capability",
      "label": "Run forking and replay"
    },
    {
      "key": "agents/sandboxes/sandbox-fleets",
      "parent": "agents/sandboxes",
      "level": "capability",
      "label": "Sandbox fleets at scale"
    },
    {
      "key": "agents/sandboxes/secure-runtimes",
      "parent": "agents/sandboxes",
      "level": "capability",
      "label": "Secure agent runtimes"
    },
    {
      "key": "agents/skills",
      "parent": "agents",
      "level": "race",
      "label": "Skills, rules and plugins"
    },
    {
      "key": "agents/skills/agent-configs",
      "parent": "agents/skills",
      "level": "capability",
      "label": "Agent setups, hooks and scripts"
    },
    {
      "key": "agents/skills/engineering-skills",
      "parent": "agents/skills",
      "level": "capability",
      "label": "Engineering practice skills"
    },
    {
      "key": "agents/skills/plugin-specs",
      "parent": "agents/skills",
      "level": "capability",
      "label": "Plugin formats"
    },
    {
      "key": "agents/skills/writing-skills",
      "parent": "agents/skills",
      "level": "capability",
      "label": "Writing and style skills"
    },
    {
      "key": "agents/tools",
      "parent": "agents",
      "level": "race",
      "label": "Agent tools"
    },
    {
      "key": "agents/tools/api-directories",
      "parent": "agents/tools",
      "level": "capability",
      "label": "API directories"
    },
    {
      "key": "agents/tools/browser-automation",
      "parent": "agents/tools",
      "level": "capability",
      "label": "Stealth browser automation"
    },
    {
      "key": "agents/tools/cad",
      "parent": "agents/tools",
      "level": "capability",
      "label": "CAD"
    },
    {
      "key": "agents/tools/cloud-ops",
      "parent": "agents/tools",
      "level": "capability",
      "label": "Cloud operations"
    },
    {
      "key": "agents/tools/web-access",
      "parent": "agents/tools",
      "level": "capability",
      "label": "Web and social access"
    },
    {
      "key": "cyber",
      "parent": null,
      "level": "domain",
      "label": "Security"
    },
    {
      "key": "cyber/agent-security",
      "parent": "cyber",
      "level": "race",
      "label": "Agent security"
    },
    {
      "key": "cyber/agent-security/runtime-guardrails",
      "parent": "cyber/agent-security",
      "level": "capability",
      "label": "Runtime guardrails"
    },
    {
      "key": "cyber/agent-security/secret-isolation",
      "parent": "cyber/agent-security",
      "level": "capability",
      "label": "Keeping secrets away from agents"
    },
    {
      "key": "cyber/agent-security/skill-scanning",
      "parent": "cyber/agent-security",
      "level": "capability",
      "label": "Skill and plugin scanning"
    },
    {
      "key": "cyber/appsec",
      "parent": "cyber",
      "level": "race",
      "label": "Application security"
    },
    {
      "key": "cyber/appsec/auto-remediation",
      "parent": "cyber/appsec",
      "level": "capability",
      "label": "Automated remediation"
    },
    {
      "key": "cyber/appsec/static-analysis",
      "parent": "cyber/appsec",
      "level": "capability",
      "label": "Static analysis"
    },
    {
      "key": "cyber/appsec/vuln-discovery",
      "parent": "cyber/appsec",
      "level": "capability",
      "label": "Vulnerability discovery"
    },
    {
      "key": "cyber/identity",
      "parent": "cyber",
      "level": "race",
      "label": "Identity and secrets"
    },
    {
      "key": "cyber/identity/iam",
      "parent": "cyber/identity",
      "level": "capability",
      "label": "Identity and access management"
    },
    {
      "key": "cyber/identity/secrets-management",
      "parent": "cyber/identity",
      "level": "capability",
      "label": "Secrets management"
    },
    {
      "key": "cyber/offensive",
      "parent": "cyber",
      "level": "race",
      "label": "Offensive security"
    },
    {
      "key": "cyber/offensive/ai-pentesting",
      "parent": "cyber/offensive",
      "level": "capability",
      "label": "AI pentesting"
    },
    {
      "key": "cyber/offensive/sandbox-evasion",
      "parent": "cyber/offensive",
      "level": "capability",
      "label": "Sandbox and VM detection"
    },
    {
      "key": "cyber/reversing",
      "parent": "cyber",
      "level": "race",
      "label": "Reverse engineering"
    },
    {
      "key": "cyber/reversing/agentic-re",
      "parent": "cyber/reversing",
      "level": "capability",
      "label": "Agent-driven reverse engineering"
    },
    {
      "key": "cyber/reversing/debuggers",
      "parent": "cyber/reversing",
      "level": "capability",
      "label": "Debuggers"
    },
    {
      "key": "cyber/reversing/disassemblers",
      "parent": "cyber/reversing",
      "level": "capability",
      "label": "Disassemblers and decompilers"
    },
    {
      "key": "data",
      "parent": null,
      "level": "domain",
      "label": "Data"
    },
    {
      "key": "data/databases",
      "parent": "data",
      "level": "race",
      "label": "Databases"
    },
    {
      "key": "data/databases/distributed-sql",
      "parent": "data/databases",
      "level": "capability",
      "label": "Distributed SQL"
    },
    {
      "key": "data/datasets",
      "parent": "data",
      "level": "race",
      "label": "Datasets"
    },
    {
      "key": "data/datasets/dataset-lists",
      "parent": "data/datasets",
      "level": "capability",
      "label": "Dataset lists"
    },
    {
      "key": "data/serialization",
      "parent": "data",
      "level": "race",
      "label": "Serialization"
    },
    {
      "key": "data/serialization/schema-formats",
      "parent": "data/serialization",
      "level": "capability",
      "label": "Schema-based formats"
    },
    {
      "key": "data/storage",
      "parent": "data",
      "level": "race",
      "label": "Storage"
    },
    {
      "key": "data/storage/object-storage",
      "parent": "data/storage",
      "level": "capability",
      "label": "Object and file storage"
    },
    {
      "key": "dev-tools",
      "parent": null,
      "level": "domain",
      "label": "Developer tools"
    },
    {
      "key": "dev-tools/build",
      "parent": "dev-tools",
      "level": "race",
      "label": "Build systems"
    },
    {
      "key": "dev-tools/build/monorepo-tools",
      "parent": "dev-tools/build",
      "level": "capability",
      "label": "Monorepo tools"
    },
    {
      "key": "dev-tools/code-review",
      "parent": "dev-tools",
      "level": "race",
      "label": "Code review"
    },
    {
      "key": "dev-tools/code-review/ai-code-review",
      "parent": "dev-tools/code-review",
      "level": "capability",
      "label": "AI code review"
    },
    {
      "key": "dev-tools/diagrams",
      "parent": "dev-tools",
      "level": "race",
      "label": "Diagrams"
    },
    {
      "key": "dev-tools/diagrams/diagram-skills",
      "parent": "dev-tools/diagrams",
      "level": "capability",
      "label": "Diagram skills for agents"
    },
    {
      "key": "dev-tools/diagrams/mermaid-rendering",
      "parent": "dev-tools/diagrams",
      "level": "capability",
      "label": "Mermaid rendering"
    },
    {
      "key": "dev-tools/testing",
      "parent": "dev-tools",
      "level": "race",
      "label": "Testing"
    },
    {
      "key": "dev-tools/testing/e2e-testing",
      "parent": "dev-tools/testing",
      "level": "capability",
      "label": "End-to-end testing"
    },
    {
      "key": "dev-tools/testing/integration-testing",
      "parent": "dev-tools/testing",
      "level": "capability",
      "label": "Integration testing"
    },
    {
      "key": "dev-tools/testing/test-databases",
      "parent": "dev-tools/testing",
      "level": "capability",
      "label": "Throwaway test databases"
    },
    {
      "key": "infra",
      "parent": null,
      "level": "domain",
      "label": "Infrastructure"
    },
    {
      "key": "infra/containers",
      "parent": "infra",
      "level": "race",
      "label": "Container runtimes"
    },
    {
      "key": "infra/containers/macos-containers",
      "parent": "infra/containers",
      "level": "capability",
      "label": "Containers on macOS"
    },
    {
      "key": "infra/hosting",
      "parent": "infra",
      "level": "race",
      "label": "Self-hosting"
    },
    {
      "key": "infra/hosting/control-panels",
      "parent": "infra/hosting",
      "level": "capability",
      "label": "Server control panels"
    },
    {
      "key": "infra/isolation",
      "parent": "infra",
      "level": "race",
      "label": "Sandboxing and isolation"
    },
    {
      "key": "infra/isolation/application-kernels",
      "parent": "infra/isolation",
      "level": "capability",
      "label": "Application kernels"
    },
    {
      "key": "infra/isolation/unprivileged-sandboxes",
      "parent": "infra/isolation",
      "level": "capability",
      "label": "Unprivileged sandboxes"
    },
    {
      "key": "infra/kubernetes",
      "parent": "infra",
      "level": "race",
      "label": "Kubernetes"
    },
    {
      "key": "infra/kubernetes/desktop-clients",
      "parent": "infra/kubernetes",
      "level": "capability",
      "label": "Desktop clients"
    },
    {
      "key": "llm-infra",
      "parent": null,
      "level": "domain",
      "label": "LLM infrastructure"
    },
    {
      "key": "llm-infra/chat-apps",
      "parent": "llm-infra",
      "level": "race",
      "label": "Chat apps"
    },
    {
      "key": "llm-infra/chat-apps/mobile-chat",
      "parent": "llm-infra/chat-apps",
      "level": "capability",
      "label": "Mobile chat"
    },
    {
      "key": "llm-infra/chat-apps/self-hosted-chat",
      "parent": "llm-infra/chat-apps",
      "level": "capability",
      "label": "Self-hosted chat"
    },
    {
      "key": "llm-infra/gateways",
      "parent": "llm-infra",
      "level": "race",
      "label": "Gateways and routers"
    },
    {
      "key": "llm-infra/gateways/api-proxy",
      "parent": "llm-infra/gateways",
      "level": "capability",
      "label": "Subscription-to-API proxies"
    },
    {
      "key": "llm-infra/gateways/free-providers",
      "parent": "llm-infra/gateways",
      "level": "capability",
      "label": "Free-provider aggregation"
    },
    {
      "key": "llm-infra/gateways/llm-gateway",
      "parent": "llm-infra/gateways",
      "level": "capability",
      "label": "LLM gateways"
    },
    {
      "key": "llm-infra/gateways/model-routing",
      "parent": "llm-infra/gateways",
      "level": "capability",
      "label": "Model routing and failover"
    },
    {
      "key": "llm-infra/gateways/multi-account",
      "parent": "llm-infra/gateways",
      "level": "capability",
      "label": "Multi-account subscriptions"
    },
    {
      "key": "llm-infra/inference",
      "parent": "llm-infra",
      "level": "race",
      "label": "Inference"
    },
    {
      "key": "llm-infra/inference/apple-silicon",
      "parent": "llm-infra/inference",
      "level": "capability",
      "label": "Apple silicon inference"
    },
    {
      "key": "llm-infra/inference/distributed-inference",
      "parent": "llm-infra/inference",
      "level": "capability",
      "label": "Distributed inference"
    },
    {
      "key": "llm-infra/inference/low-bit",
      "parent": "llm-infra/inference",
      "level": "capability",
      "label": "Low-bit inference"
    },
    {
      "key": "llm-infra/rag",
      "parent": "llm-infra",
      "level": "race",
      "label": "RAG and knowledge"
    },
    {
      "key": "llm-infra/rag/knowledge-platforms",
      "parent": "llm-infra/rag",
      "level": "capability",
      "label": "Knowledge platforms"
    },
    {
      "key": "llm-infra/rag/vector-search",
      "parent": "llm-infra/rag",
      "level": "capability",
      "label": "Vector search"
    },
    {
      "key": "media",
      "parent": null,
      "level": "domain",
      "label": "Media"
    },
    {
      "key": "media/news",
      "parent": "media",
      "level": "race",
      "label": "News and curation"
    },
    {
      "key": "media/news/news-digests",
      "parent": "media/news",
      "level": "capability",
      "label": "News digests"
    },
    {
      "key": "media/speech",
      "parent": "media",
      "level": "race",
      "label": "Speech"
    },
    {
      "key": "media/speech/text-to-speech",
      "parent": "media/speech",
      "level": "capability",
      "label": "Text to speech"
    },
    {
      "key": "media/speech/voice-cloning",
      "parent": "media/speech",
      "level": "capability",
      "label": "Voice cloning"
    },
    {
      "key": "ml",
      "parent": null,
      "level": "domain",
      "label": "Machine learning"
    },
    {
      "key": "ml/vision",
      "parent": "ml",
      "level": "race",
      "label": "Computer vision"
    },
    {
      "key": "ml/vision/aerial-segmentation",
      "parent": "ml/vision",
      "level": "capability",
      "label": "Aerial image segmentation"
    }
  ],
  "aliases": {
    "1-bit": "llm-infra/inference/low-bit",
    "a2a": "agents/orchestration/agent-networks",
    "a2a-protocol": "agents/orchestration/agent-networks",
    "agent-instructions": "agents/skills/agent-configs",
    "agent-memory": "agents/memory/long-term-memory",
    "agent-orchestration": "agents/orchestration/agent-teams",
    "agent-security": "cyber/agent-security",
    "agent-skills": "agents/skills",
    "agentic-rag": "llm-infra/rag",
    "ai-chat": "llm-infra/chat-apps",
    "ai-coding-agent": "agents/coding",
    "ai-memory": "agents/memory/long-term-memory",
    "ai-orchestration": "agents/orchestration/agent-teams",
    "ai-penetration-testing": "cyber/offensive/ai-pentesting",
    "ai-pentesting": "cyber/offensive/ai-pentesting",
    "ai-search": "agents/tools/web-access",
    "ai-security": "cyber/agent-security",
    "anns": "llm-infra/rag/vector-search",
    "api-directory": "agents/tools/api-directories",
    "api-list": "agents/tools/api-directories",
    "apple-silicon": "llm-infra/inference/apple-silicon",
    "binary-analysis": "cyber/reversing",
    "binary-ninja": "cyber/reversing/disassemblers",
    "bitnet-cpp": "llm-infra/inference/low-bit",
    "bug-bounty": "cyber/offensive",
    "build-system": "dev-tools/build",
    "build-tool": "dev-tools/build",
    "cad": "agents/tools/cad",
    "certificate-management": "cyber/identity/secrets-management",
    "chatgpt-alternative": "llm-infra/chat-apps",
    "chatui": "llm-infra/chat-apps",
    "chromedriver": "agents/tools/browser-automation",
    "claude-code-hooks": "agents/skills/agent-configs",
    "claude-code-skill": "agents/skills",
    "claude-skills": "agents/skills",
    "cli-proxy-api": "llm-infra/gateways/api-proxy",
    "cloudflare-bypass": "agents/tools/browser-automation",
    "cloudflare-mcp": "agents/tools/cloud-ops",
    "code-intelligence": "agents/code-intel/code-graphs",
    "code-review": "dev-tools/code-review/ai-code-review",
    "code-review-assistant": "dev-tools/code-review/ai-code-review",
    "coding-agent": "agents/coding",
    "coding-agents": "agents/coding",
    "coding-assistant": "agents/coding",
    "compression": "agents/context/output-compression",
    "containerd": "infra/containers",
    "content-curation": "media/news/news-digests",
    "context-compression": "agents/context/context-compaction",
    "context-database": "agents/memory/context-databases",
    "context-engineering": "agents/context",
    "context-management": "agents/context",
    "context-window": "agents/context/context-compaction",
    "control-panel": "infra/hosting/control-panels",
    "cost-reduction": "agents/context/output-compression",
    "cursor-plugins": "agents/skills/plugin-specs",
    "cursor-rules": "agents/skills/agent-configs",
    "daily-digest": "media/news/news-digests",
    "datasets": "data/datasets",
    "decompiler": "cyber/reversing/disassemblers",
    "deep-research": "agents/assistants/deep-research",
    "diagramming": "dev-tools/diagrams",
    "diagrams": "dev-tools/diagrams",
    "disassembler": "cyber/reversing/disassemblers",
    "distributed-database": "data/databases",
    "distributed-file-system": "data/storage/object-storage",
    "distributed-sql": "data/databases/distributed-sql",
    "distributed-sql-database": "data/databases/distributed-sql",
    "distributed-storage": "data/storage",
    "dspy": "agents/optimization/prompt-optimization",
    "e2e": "dev-tools/testing/e2e-testing",
    "e2e-testing": "dev-tools/testing/e2e-testing",
    "embedded-ai": "agents/frameworks/embedded-agents",
    "end-to-end-testing": "dev-tools/testing/e2e-testing",
    "enterprise-search": "llm-infra/rag/knowledge-platforms",
    "ethical-hacking": "cyber/offensive",
    "eventsourcing": "agents/frameworks/agent-workflows",
    "free-api": "llm-infra/gateways/free-providers",
    "gdb": "cyber/reversing/debuggers",
    "gef": "cyber/reversing/debuggers",
    "gepa": "agents/optimization/prompt-optimization",
    "hosting-panel": "infra/hosting/control-panels",
    "ida-pro": "cyber/reversing/disassemblers",
    "inference": "llm-infra/inference",
    "k8s": "infra/kubernetes",
    "keycloak": "cyber/identity/iam",
    "knowledge-base": "llm-infra/rag",
    "kubectl": "infra/kubernetes/desktop-clients",
    "kubernetes": "infra/kubernetes",
    "kubernetes-client": "infra/kubernetes/desktop-clients",
    "kubernetes-dashboard": "infra/kubernetes/desktop-clients",
    "kubernetes-gui": "infra/kubernetes/desktop-clients",
    "lima": "infra/containers",
    "llm-security": "cyber/agent-security",
    "llm-ui": "llm-infra/chat-apps",
    "local-ai": "llm-infra/inference",
    "long-term-memory": "agents/memory/long-term-memory",
    "malware-analysis": "cyber/reversing",
    "mechanical-engineering": "agents/tools/cad",
    "mem0": "agents/memory/long-term-memory",
    "memory": "agents/memory/long-term-memory",
    "mermaid": "dev-tools/diagrams/mermaid-rendering",
    "mermaid-diagrams": "dev-tools/diagrams/mermaid-rendering",
    "mermaidjs": "dev-tools/diagrams/mermaid-rendering",
    "metal": "llm-infra/inference/apple-silicon",
    "mlx": "llm-infra/inference/apple-silicon",
    "mobile-testing": "dev-tools/testing/e2e-testing",
    "monorepo": "dev-tools/build/monorepo-tools",
    "monorepo-tooling": "dev-tools/build/monorepo-tools",
    "multi-agent": "agents/orchestration",
    "multi-agent-systems": "agents/orchestration",
    "nearest-neighbors": "llm-infra/rag/vector-search",
    "nerdctl": "infra/containers",
    "neural-tts": "media/speech/text-to-speech",
    "news-aggregator": "media/news/news-digests",
    "object-storage": "data/storage/object-storage",
    "offensive-security": "cyber/offensive",
    "oidc": "cyber/identity/iam",
    "openai-compatible": "llm-infra/gateways",
    "opendata": "data/datasets",
    "openmemory": "agents/memory/long-term-memory",
    "openshell": "agents/sandboxes/secure-runtimes",
    "p2p-network": "agents/orchestration/agent-networks",
    "parallel-agents": "agents/orchestration",
    "penetration-testing": "cyber/offensive/ai-pentesting",
    "pentesting-tools": "cyber/offensive/ai-pentesting",
    "pki": "cyber/identity/secrets-management",
    "project-brain": "agents/memory/project-memory",
    "project-memory": "agents/memory/project-memory",
    "prompt-injection": "cyber/agent-security",
    "protobuf": "data/serialization/schema-formats",
    "protocol-buffers": "data/serialization/schema-formats",
    "question-answering": "llm-infra/rag/knowledge-platforms",
    "rag": "llm-infra/rag/knowledge-platforms",
    "reddit-scraper": "agents/tools/web-access",
    "reverse-engineering": "cyber/reversing",
    "runtime-security": "cyber/agent-security/runtime-guardrails",
    "s3-storage": "data/storage/object-storage",
    "saml": "cyber/identity/iam",
    "secret-management": "cyber/identity/secrets-management",
    "secret-manager": "cyber/identity/secrets-management",
    "secrets-management": "cyber/identity/secrets-management",
    "security-scanner": "cyber/agent-security/skill-scanning",
    "serialization": "data/serialization",
    "server-management": "infra/hosting/control-panels",
    "similarity-search": "llm-infra/rag/vector-search",
    "skills": "agents/skills",
    "stealth": "agents/tools/browser-automation",
    "supermemory": "agents/memory/long-term-memory",
    "supply-chain-security": "cyber/agent-security/skill-scanning",
    "task-runner": "dev-tools/build/monorepo-tools",
    "testcontainers": "dev-tools/testing/integration-testing",
    "testing": "dev-tools/testing",
    "text-to-cad": "agents/tools/cad",
    "threat-detection": "cyber/agent-security/runtime-guardrails",
    "token-optimization": "agents/context/output-compression",
    "tree-sitter": "agents/code-intel/code-graphs",
    "tts": "media/speech/text-to-speech",
    "twitter-scraper": "agents/tools/web-access",
    "undetectable": "agents/tools/browser-automation",
    "undetected": "agents/tools/browser-automation",
    "user-namespaces": "infra/isolation",
    "vault": "cyber/identity/secrets-management",
    "vector-database": "llm-infra/rag/vector-search",
    "vector-search": "llm-infra/rag/vector-search",
    "voice-ai": "media/speech",
    "voice-cloning": "media/speech/voice-cloning",
    "voice-generation": "media/speech/text-to-speech",
    "vulnerability": "cyber/appsec/vuln-discovery",
    "web-hosting": "infra/hosting/control-panels"
  }
}