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NVIDIA NemoClaw knowledge graph — 55 nodes, F1 0.576 (+269% vs RAG), 11x fewer tokens. MCP-native.

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Status
Healthy
Uptime
18.2% over the last 24 hours
Last Tested
Transport
Streamable HTTP · MCP 2025-11-25
URL
Server Listing
io.github.Yarmoluk/ckg-nvidia-nemoclaw
ChatGPT
–
Claude
–

TDQS

A3.9/5.0

Scored across 8 tools

Disambiguation3/5

Several tools traverse the knowledge graph (ask_nemoclaw, query_ckg, query_intersect, get_prerequisites), creating potential overlap in purpose. However, each has a distinct focus—Q&A, subgraph extraction, conjunctive queries, and prerequisite chains—and the detailed descriptions help agents choose appropriately.

Naming Consistency4/5

Tool names follow a consistent verb_noun pattern (ask, get, list, query, route, search, verify). The slight inconsistency lies in the verbs themselves—'ask' vs. 'query' vs. 'route'—which could confuse agents, but the pattern is otherwise uniform.

Tool Count5/5

With 8 tools, the server is well-scoped for a knowledge graph system. Each tool serves a distinct function, and the count is neither too sparse nor overwhelming.

Completeness5/5

The tool set covers the full range of expected operations for a read-only knowledge graph: search, query, specific traversals, domain listing, and source verification. No obvious gaps exist for the stated purpose.

Available Tools

8 tools
ask_nemoclawBInspect

Answer a question about NVIDIA NemoClaw by traversing the knowledge graph.

Covers: agent runtimes (OpenClaw/Hermes/Deep Agents), OpenShell platform, inference routing, network policy, security layers, deployment paths, progressive tool disclosure, managed MCP servers, snapshots, shields, FOX Blueprint, Nemotron 3 Ultra ecosystem, and platform support.

Args: question: Your question about NemoClaw concepts or architecture.

NameRequiredDescriptionDefault
questionYes

Output Schema

NameRequiredDescription
resultYes
get_prerequisitesAInspect

Return the full upstream prerequisite chain for a NemoClaw concept.

Useful for understanding what a concept depends on end-to-end.

Args: concept: Exact or partial concept label.

NameRequiredDescriptionDefault
conceptYes

Output Schema

NameRequiredDescription
resultYes
list_domainsAInspect

List available domains in this CKG server.

NameRequiredDescriptionDefault

No parameters

Output Schema

NameRequiredDescription
resultYes
query_ckgAInspect

Return the typed subgraph around a NemoClaw concept.

Args: concept: Exact or partial concept label (e.g. 'OpenClaw', 'NetworkPolicy', 'L7Proxy'). depth: Traversal hops (1–5, default 3).

NameRequiredDescriptionDefault
depthNo
conceptYes

Output Schema

NameRequiredDescription
resultYes
query_intersectAInspect

Answer a conjunctive query: concepts reachable from EVERY anchor at once (A AND B).

query_ckg walks outward from one concept. This intersects the reachable sets of two or more, which is the shape of most real questions — "the component that satisfies A AND applies to B". Neither anchor alone answers it; the answer lives in the overlap.

Every branch is an exact set of declared edges, so the intersection is exact. A concept appears only if a declared path reaches it from each anchor. A relation missing from the graph produces an empty result, never a guess.

Args: branches: Two or more branches. Either a bare anchor ("TensorRT-LLM"), which takes everything within depth hops, or an anchor plus an explicit relation path using '>' ("TensorRT-LLM > REQUIRES > ENABLES"), where each relation replaces the frontier. '*' matches any relation. Mix both forms freely. depth: Hops for bare-anchor branches, 1-5 (default 2). Ignored for explicit paths. direction: 'out' follows dependencies, 'in' follows them backwards, 'both' (default). mode: 'AND' (default) intersects branches; 'OR' unions them. limit: Max concepts listed, 1-200 (default 40). The true count is always shown.

Returns: Markdown with the query plan and its per-step set sizes, then the answer set with taxonomy tags. Reports which branch was empty when the intersection is empty.

NameRequiredDescriptionDefault
modeNoAND
depthNo
limitNo
branchesYes
directionNoboth

Output Schema

NameRequiredDescription
resultYes
route_queryAInspect

Route a NemoClaw question to the optimal model and reasoning approach via graph depth.

The CKG graph IS the router. NemoClaw's dependency chains (e.g. OpenShell → L7Proxy → CorporateCA → mTLS) are deep and typed — hop depth is a deterministic complexity signal. No heuristic: the graph decides which model and reasoning approach to use.

Routing table: hop_depth 1 → haiku · direct (single concept lookup) hop_depth 2 → sonnet · generic_cot (moderate chain) hop_depth 3+ → opus · sparql_cot (deep chain, structured reasoning required)

Args: question: Concept name or natural language question about NemoClaw / OpenShell.

Returns: model_tier + reasoning_approach + why + context subgraph to inject before LLM call.

NameRequiredDescriptionDefault
questionYes

Output Schema

NameRequiredDescription
resultYes
search_conceptsAInspect

Fuzzy search for NemoClaw concepts by name or keyword.

Args: query: Partial name or keyword (e.g. 'policy', 'inference', 'agent').

NameRequiredDescriptionDefault
queryYes

Output Schema

NameRequiredDescription
resultYes
verify_sourceAInspect

Return the authoritative source URL and content hash for a NemoClaw concept node.

Every node in the CKG was declared from a specific source document. This tool returns the source URL (where the node came from) and the SHA-256 hash of that document's bytes at extraction time. A hash mismatch on re-fetch means either the source has changed (stale edge — re-extract) or the graph was patched without re-fetching (silent edit — investigate).

Audit chain: edge answer → graph commit → source_hash → source_url (fetch hint)

Verification: curl -s <source_url> | sha256sum # compare output to source_hash

Args: concept: Exact or partial concept label (e.g. 'CorporateCA', 'L7Proxy').

NameRequiredDescriptionDefault
conceptYes

Output Schema

NameRequiredDescription
resultYes

Tool Schema Changelog

Recent tool additions, removals, and schema changes observed during successful MCP inspections.

  1. 1 tool update
    • Addedquery_intersect
  2. 7 tool updates
    • First observedask_nemoclaw
    • First observedget_prerequisites
    • First observedlist_domains
    • First observedquery_ckg
    • First observedroute_query
    • First observedsearch_concepts
    • First observedverify_source

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