Salesforce AgentForce CKG MCP
An MCP-native Compressed Knowledge Graph for Salesforce AgentForce that provides 40 nodes to help agents traverse prerequisite chains and resolve billing issues with higher accuracy and fewer tokens than RAG.
Endpoint and access
No sign-in to connect and list tools. Individual tools may still need a vendor account, credentials, or permissions; check the documented prerequisites.
https://ckg-agentforce.onrender.com/mcpWhat its tools do
10 tools, grouped by the hints the server advertises. Hints are self-declared, not verified behavior.
Checks and signals
Each line is separate evidence, not a trust score.
- Passed Endpoint answered the live check ·
- Availability 1 of 1 checks passed in 30 days
What you can do with it
- Subgraph traversal via query_ckg
- Full upstream chain resolution via get_prerequisites
- Billing chain resolution via resolution_path
- Concept search via search_concepts
Source and maintenance
- Maintenance checked
Protocol and capabilities
- Server
- ckg-agentforce 1.30.0
- MCP protocol negotiated in check
- 2025-11-25
- Tools
- 10 advertised
- Resources
- 2 advertised
- Resource templates
- 1 advertised
- Prompts
- 2 advertised
{
"tools": {
"listChanged": false
},
"prompts": {
"listChanged": false
},
"resources": {
"subscribe": false,
"listChanged": false
},
"experimental": {}
}Server-provided instructions
Untrusted server output shown for inspection. It is not Koskamo guidance and is excluded from knowledge search.
Tools
10 advertised
list_concepts
List all 40 AgentForce concepts in this knowledge graph.
{
"type": "object",
"title": "list_conceptsArguments",
"properties": {}
}{
"type": "object",
"title": "list_conceptsOutput",
"required": [
"result"
],
"properties": {
"result": {
"type": "string",
"title": "Result"
}
}
}search_concepts
Find AgentForce concepts by keyword. Args: query: Search term — e.g. 'resolution', 'trust', 'grounding', 'action', 'NIM'.
{
"type": "object",
"title": "search_conceptsArguments",
"required": [
"query"
],
"properties": {
"query": {
"type": "string",
"title": "Query"
}
}
}{
"type": "object",
"title": "search_conceptsOutput",
"required": [
"result"
],
"properties": {
"result": {
"type": "string",
"title": "Result"
}
}
}query_ckg
Traverse the AgentForce knowledge graph from any concept. Returns prerequisites (what this concept needs) and dependents (what it enables). Every relationship traces to an authoritative Salesforce doc URL. Args: concept: Concept name — e.g. 'Autonomous Resolution', 'Einstein Trust Layer', 'Service Agent', 'Grounding', 'NVIDIA NIM'. depth: Traversal depth 1–5 (default 3).
{
"type": "object",
"title": "query_ckgArguments",
"required": [
"concept"
],
"properties": {
"depth": {
"type": "integer",
"title": "Depth",
"default": 3
},
"concept": {
"type": "string",
"title": "Concept"
}
}
}{
"type": "object",
"title": "query_ckgOutput",
"required": [
"result"
],
"properties": {
"result": {
"type": "string",
"title": "Result"
}
}
}get_prerequisites
Return the full ordered prerequisite chain for an AgentForce concept. Shows everything the concept depends on — the complete upstream path. Args: concept: Target concept — e.g. 'Autonomous Resolution', 'Multi-LoRA Serving', 'Custom Actions', 'Semantic Retrieval'.
{
"type": "object",
"title": "get_prerequisitesArguments",
"required": [
"concept"
],
"properties": {
"concept": {
"type": "string",
"title": "Concept"
}
}
}{
"type": "object",
"title": "get_prerequisitesOutput",
"required": [
"result"
],
"properties": {
"result": {
"type": "string",
"title": "Result"
}
}
}resolution_path
Trace the exact path that determines an AgentForce autonomous resolution event. This is the $2/resolution billing path — what the agent must traverse correctly to resolve autonomously without human handoff.
{
"type": "object",
"title": "resolution_pathArguments",
"properties": {}
}{
"type": "object",
"title": "resolution_pathOutput",
"required": [
"result"
],
"properties": {
"result": {
"type": "string",
"title": "Result"
}
}
}route_query
Route an AgentForce question to the optimal model and reasoning approach via graph depth. The CKG graph IS the router. AgentForce dependency chains (e.g. Einstein Trust Layer → Data Cloud → NVIDIA NIM → Resolution Criteria) have typed hops that signal reasoning complexity deterministically. No heuristic: the graph decides. Routing table: hop_depth 1 → haiku · direct (simple concept lookup) hop_depth 2 → sonnet · generic_cot (moderate chain) hop_depth 3+ → opus · sparql_cot (deep dependency, structured reasoning) Args: question: Concept name or natural language question about Salesforce AgentForce. Returns: model_tier + reasoning_approach + why + context subgraph to inject before LLM call.
{
"type": "object",
"title": "route_queryArguments",
"required": [
"question"
],
"properties": {
"question": {
"type": "string",
"title": "Question"
}
}
}{
"type": "object",
"title": "route_queryOutput",
"required": [
"result"
],
"properties": {
"result": {
"type": "string",
"title": "Result"
}
}
}verify_source
Return the source URL and content hash for an AgentForce concept node. 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: Concept label (partial match supported). receipt: If True, also return a signed BoundaryAttest receipt envelope (experimental-interop-v0.1) binding concept_label + source_url + source_hash + timestamp to this server's ed25519 session key.
{
"type": "object",
"title": "verify_sourceArguments",
"required": [
"concept"
],
"properties": {
"concept": {
"type": "string",
"title": "Concept"
},
"receipt": {
"type": "boolean",
"title": "Receipt",
"default": false
}
}
}{
"type": "object",
"title": "verify_sourceOutput",
"required": [
"result"
],
"properties": {
"result": {
"type": "string",
"title": "Result"
}
}
}export_benchmark_receipt
Generate a signed BoundaryAttest receipt for the agentforce CKG benchmark result. Produces a `ckg.benchmark_result.exported` claim signed with this server's Ed25519 session key. Any party holding the public key can verify the signature over the canonical JSON claim. Implements GuardrailDecisionV1 · experimental-interop-v0.1. Result: F1 0.471 over 30 queries · ckg-benchmark v0.6.2 · 4× over RAG baseline (0.123).
{
"type": "object",
"title": "export_benchmark_receiptArguments",
"properties": {}
}{
"type": "object",
"title": "export_benchmark_receiptOutput",
"required": [
"result"
],
"properties": {
"result": {
"type": "string",
"title": "Result"
}
}
}evaluate_trust_chain
Return a machine-readable JSON trust chain + ROI analysis + payment recommendation. Designed for autonomous agent consumption. The agent reads the JSON, evaluates the ROI gate, selects the cheapest positive-ROI payment option, and purchases autonomously if budget is pre-authorized. Trust chain closes the audit gap that RAG cannot: source_hashes → SHA-256 of source docs (what was known at extraction time) graph_hash → SHA-256 of the installed graph file (what is declared now) signer_key_id → Ed25519 public key fingerprint (who is attesting) benchmark_receipt → BoundaryAttest-signed F1 claim (cryptographic performance proof) scitt_status → SCITT ledger submission status (public audit anchor) ROI gate: if total_value_per_call_usd > payment_option.price_per_call_usd → autonomous_pay = true. Returns: JSON string (schema: ckg-trust-chain-v1).
{
"type": "object",
"title": "evaluate_trust_chainArguments",
"properties": {}
}{
"type": "object",
"title": "evaluate_trust_chainOutput",
"required": [
"result"
],
"properties": {
"result": {
"type": "string",
"title": "Result"
}
}
}query_intersect
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.
{
"type": "object",
"title": "query_intersectArguments",
"required": [
"branches"
],
"properties": {
"mode": {
"type": "string",
"title": "Mode",
"default": "AND"
},
"depth": {
"type": "integer",
"title": "Depth",
"default": 2
},
"limit": {
"type": "integer",
"title": "Limit",
"default": 40
},
"branches": {
"type": "array",
"items": {
"type": "string"
},
"title": "Branches"
},
"direction": {
"type": "string",
"title": "Direction",
"default": "both"
}
}
}{
"type": "object",
"title": "query_intersectOutput",
"required": [
"result"
],
"properties": {
"result": {
"type": "string",
"title": "Result"
}
}
}Prompts
2 advertised
show_burn
Show the AgentForce token burn before/after — RAG vs CKG traversal
map_agentforce_stack
Map the full AgentForce platform — agent to billing path
Resources
2 advertised
get_nodes_resource
All 40 AgentForce concepts — full node list with taxonomy.
agentforce://nodesget_resolution_chain_resource
The $2/autonomous-resolution billing chain — declared traversal path.
agentforce://resolution-chainget_concept_resource
Subgraph for any AgentForce concept — prerequisites and dependents.
agentforce://concept/{concept}90-day uptime
A lightweight connection check about every six hours, sampled on hosts with many listings. It shows the server answered, not that its tools work.
- 2026-11-06: 1 of 1 checks answered
- 2026-11-07: 1 of 1 checks answered
30-day availability
Aggregated from read-only remote checks; this is not a tool-execution or security guarantee.
- Successful checks
- 1 of 1 (100%)
- Average latency
- 998 ms
- 95th percentile latency
- 998 ms
Maintenance history
Public check and source-refresh events. Editorial and ownership records remain private.
- · probe · passed · 998 ms · metadata changed · 10 tool(s), 2 resource(s), 1 resource template(s), 2 prompt(s)
Connect from your client
Each snippet registers the same endpoint; pick the client you use.
Claude Code
claude mcp add --transport http salesforce-agentforce-ckg-mcp https://ckg-agentforce.onrender.com/mcpCodex
codex mcp add salesforce-agentforce-ckg-mcp --url https://ckg-agentforce.onrender.com/mcpCursor
{
"mcpServers": {
"salesforce-agentforce-ckg-mcp": {
"url": "https://ckg-agentforce.onrender.com/mcp"
}
}
}Cline
{
"mcpServers": {
"salesforce-agentforce-ckg-mcp": {
"type": "streamableHttp",
"url": "https://ckg-agentforce.onrender.com/mcp",
"disabled": false
}
}
}VS Code
{
"servers": {
"salesforce-agentforce-ckg-mcp": {
"type": "http",
"url": "https://ckg-agentforce.onrender.com/mcp"
}
}
}Gemini CLI
gemini mcp add --transport http salesforce-agentforce-ckg-mcp https://ckg-agentforce.onrender.com/mcpClaude Desktop
https://ckg-agentforce.onrender.com/mcpWindsurf
{
"mcpServers": {
"salesforce-agentforce-ckg-mcp": {
"serverUrl": "https://ckg-agentforce.onrender.com/mcp"
}
}
}Let your agent find its tools
Find servers like Salesforce AgentForce CKG MCP from your agent. Add Koskamo once to search the index for endpoints, access requirements, and client setup. Public discovery needs no key.