Knowledge Layer · Agent Infrastructure · v3

Model for language.
Graph for truth.
Division of labor.

Your agents don't have a reasoning problem — they have a knowledge problem. The agentic stack has orchestration and execution. The knowledge layer is missing. CKG is it.

11×fewer tokens
269tokens / query
0.471F1 vs RAG 0.123
30ssetup
Get Developer Access — $29/month → cancel anytime · license key by email · patent pending
Benchmark v0.6.2 · 7,928 queries · 45 domains

Three numbers. One benchmark. All sourced.

Every claim below traces to the same public dataset: huggingface.co/datasets/danyarm/ckg-benchmark.

11×
Token reduction

CKG averages 269 tokens per query. RAG averages 2,982 on the same questions. The graph traverses declared relationships — agents stop re-reading docs every session.

HF · danyarm/ckg-benchmark · v0.6.2
110
Lifetime AgentForce requests

Developer Edition orgs get 110 requests on Claude Sonnet 4.5. One-time, non-refreshing. Salesforce's own fix: use MCP. CKG is the knowledge graph built for exactly this.

developer.salesforce.com · Agentforce Vibes MCP Guide
0.471
F1 vs RAG 0.123

Across 7,928 queries, CKG F1 is 0.471. RAG is 0.123. GraphRAG is 0.120. Same LLM, same questions. The difference is declared edges vs similarity retrieval.

HF · danyarm/ckg-benchmark · v0.6.2
v3 · live query output

Query the graph. Get the sources.

Every relationship returns a numbered citation back to the Salesforce doc where it was declared — at build time, not at query time.

ckg-mcp · agentforce-vibes · claude.ai connector
▸ query_ckg('Lifetime Token Allocation', 'agentforce-vibes', 4)

Lifetime Token Allocation [QUOTA] [1]
Pro Request Limit [QUOTA] [1] ← REQUIRES(0.95) [1]
Token Ceiling [QUOTA] [1] ← REQUIRES(0.95) [1]
Credit Burn Rate [QUOTA] [3] ← REQUIRES(0.90) [3]
Quota Exhaustion [QUOTA] [1] ← REQUIRES(0.90) [1]
Context Compaction [STRATEGY] [2] ← REQUIRES(0.95) [2]
MCP Server Connection [INTEGRATION] [4] ← REQUIRES(0.90) [4]

SOURCES
[1] help.salesforce.com/s/articleView?id=ai.generative_ai_usage_einstein_requests.htm
[2] developer.salesforce.com/blogs/2025/12/five-pro-tips-for-using-agentforce-vibes
[3] help.salesforce.com/s/articleView?id=ai.generative_ai_usage_metering_logic.htm
[4] developer.salesforce.com/blogs/2026/04/new-developer-edition-agentforce-vibes-claude-mcp
269 tokens · declared edges · check any relationship at the source URL
What you get

One domain. Full graph. Works in 30 seconds.

Developer plan includes the AgentForce Vibes CKG — quota chains, Flex Credit burn patterns, context compaction strategies, MCP integration paths.

AgentForce Vibes CKG

30 nodes, 47 sourced edges. Every quota relationship, every burn pattern, every Salesforce-documented constraint — declared before your agent starts.

agentforce-vibes · agentforce-developer

v3 Perplexity-style citations

Every query returns numbered source citations back to the Salesforce doc where the relationship was found. Auditable by construction.

query_ckg → [1][2][3] + Sources block

claude.ai connector

Paste one URL and your API key into claude.ai Settings → Integrations. No install, no config file, no restart. Works in a new conversation immediately.

https://www.graphifymd.com/api/mcp

Claude Desktop + Claude Code CLI

Also works with the standard MCP config over the same hosted endpoint. Same graph, same citations, same 30-node traversal — whichever client you prefer.

claude mcp add --transport http ckg
Setup

30 seconds, two options.

A

claude.ai connector (fastest)

Go to claude.ai → Settings → Integrations → Add MCP Server. Server URL: https://www.graphifymd.com/api/mcp. Paste your license key. Start a new conversation — no restart, no install.

B

Claude Desktop or Code CLI

Run claude mcp add --transport http ckg https://www.graphifymd.com/api/mcp --header "X-License-Key: your-key". Or add the same URL and header to your Claude Desktop config file. Restart once.

✓

Verify either way

Run query_ckg('Lifetime Token Allocation', 'agentforce-vibes', 4). You should see the quota traversal tree with source citations — 269 tokens.

Get the knowledge layer.
$29 a month.

License key delivered by email. Works with claude.ai, Claude Desktop, and Claude Code. Cancel anytime from your Stripe portal.

Get Developer Access — $29/month →
benchmark v0.6.2 · F1 0.471 · 269 tokens/query · patent pending · graphifymd.com