ckg-nvidia-nemoclaw 0.2.0

NVIDIA NemoClaw as a traversable knowledge graph — sandboxed AI agent infrastructure, OpenShell runtime, inference routing, and network policy — MCP-native

ckg-nvidia-nemoclaw

NVIDIA NemoClaw as a traversable knowledge graph — MCP-native.

55 nodes · 74 edges covering the full NemoClaw stack: OpenShell runtime, OpenClaw, Hermes, LangChain Deep Agents, inference routing, network policy, security architecture (L7 proxy, Landlock LSM, CONNECT proxy), progressive tool disclosure, managed MCP servers, deployment paths (local, Brev), FOX Blueprint, and the Nemotron 3 Ultra agent harness ecosystem.

Instead of retrieving docs, the agent traverses declared typed relationships. Every answer traces to a declared edge — the graph doesn't guess, it traverses.

Benchmark (KRB v0.6.2 locked): CKG F1 0.471 · RAG baseline 0.123 · GraphRAG baseline 0.120 · 269 tokens/query vs 2,982 (11× reduction)

Install

pip install ckg-nvidia-nemoclaw

Run as MCP Server

uvx ckg-nvidia-nemoclaw

Claude Desktop Config

{
  "mcpServers": {
    "nemoclaw": {
      "command": "uvx",
      "args": ["ckg-nvidia-nemoclaw"]
    }
  }
}

Tools

Tool	Description
ask_nemoclaw(question)	Auto-detect and traverse the relevant subgraph
query_ckg(concept, depth)	Typed subgraph around a specific concept
get_prerequisites(concept)	Full upstream prerequisite chain
search_concepts(query)	Fuzzy search concepts by name or keyword
list_domains()	List available domains and node/edge counts

Coverage

• Agent runtimes: OpenClaw · Hermes (Nous Research) · LangChain Deep Agents Code
• Platform: OpenShell · NVIDIA Agent Toolkit · CONNECT proxy · L7 proxy · Landlock LSM
• Inference: inference.local routing · SharedGateway · vLLM · Ollama · Local NIM · ModelRouter
• Policy: NetworkPolicy · PolicyTier (Restricted/Balanced/Open) · PolicyPreset bundles
• Security: 5-layer architecture (Network/Filesystem/Process/Gateway Auth/Inference)
• Features: Progressive Tool Disclosure · Context Compaction · Managed MCP Servers · Snapshots · Shields
• Deployment: Local CLI · Brev CLI · Brev Web UI · DGX Spark · macOS Apple Silicon · WSL2
• Ecosystem: FOX Blueprint · MoMClaw (Foxconn) · Nemotron 3 Ultra · Agent Harness ecosystem

Benchmark

github.com/Yarmoluk/ckg-benchmark/blob/main/paper/main.pdf

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