ckg-agentforce v0.17.0

Salesforce AgentForce · Compressed Knowledge Graph · MCP-native

40nodes

0.471F1 vs RAG 0.123

11×fewer tokens

269tokens avg

335 AgentForce queries
= 1,000,000 tokens · RAG
= 90,000 tokens · RAG + CKG

AgentForce charges $2/autonomous resolution. Most failures come from agents not knowing the prerequisite chain. This graph declares those relationships explicitly — your agent traverses declared edges instead of inferring from docs.

Every edge SHA-256-pinned to a Salesforce source doc. The graph doesn't guess — it traverses. GuardrailDecisionV1 · 13/13

source_content_hash computed at extraction time, before any query outcome
Recomputable: curl -s <url> | sha256sum
verify_source() fails closed on mismatch

Prior art: crewAI GuardrailProvider spec #4877

Endpoint

POST https://ckg-agentforce.onrender.com/mcp

Tools

query_ckg(concept, depth) — subgraph traversal
get_prerequisites(concept) — full upstream chain
resolution_path() — the $2/resolution billing chain
search_concepts(query) · list_concepts()

Quick start

pip install ckg-agentforce   # or: uvx ckg-agentforce

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