OntoRamp Knowledge Cartographer (MCP) Server

The com.ontoramp/knowledge-cartographer server provides a knowledge coverage map and health score. It ingests an organization’s documents into a governed knowledge graph and exposes the results via Model Context Protocol (MCP) calls for agent retrieval, including coverage and governance-aware structure implied by the description.

🛠️ Key Features

Knowledge coverage map
Knowledge health score
Document ingestion into a governed knowledge graph
Access via MCP calls (described as “one MCP call at a time”)

🚀 Use Cases

Help AI agents retrieve from organizational document stores
Improve retrieval understanding by adding structure, authority, and governance implications
Support governed knowledge graph search by agents

⚡ Developer Benefits

Provides structured knowledge coverage and health scoring
Exposes governance-oriented knowledge graph content through MCP

⚠️ Limitations

Source material does not specify tool count, supported inputs/outputs, or integration details beyond “ingest” and “returns knowledge health scores, covera”

OntoRamp

OntoRamp Knowledge Cartographer — MCP Server

Turns your organization's scattered documents and decisions into a searchable, governed knowledge graph — one MCP call at a time.

Problem: Organizational knowledge is trapped in documents. AI agents can retrieve from these stores but cannot understand the structure, authority, or governance implications of what they find.

Solution: Ingest your organization's documents into a governed knowledge graph accessible to any AI agent. Returns knowledge health scores, coverage maps, and domain-specific gap analysis.

Tools

Tool	Description	Tier
`get_coverage_map`	Domain-by-domain knowledge coverage map for your organization	Free
`get_knowledge_health_score`	Health score for your organization's current knowledge state	Free
`detect_knowledge_gaps`	Identify where coverage is thin or missing, by domain	Developer+
`ingest_document`	Ingest a document into your governed knowledge graph	Developer+ (auth)
`request_assessment`	Submit an Agentic Readiness Assessment request	All tiers, rate-limit exempt

Tiers

Tier	Price	Limits	Features
Free	— (no credit card)	Unlimited reads	`get_coverage_map` + `get_knowledge_health_score` (read-only, no ingest)
Developer	$0.015 read / $0.05 ingest	Unlimited	`ingest_document` (auth) + `detect_knowledge_gaps` + all reads · Staging queue
Org	$249/mo flat	Unlimited reads, 500 ingest/mo	Full provenance chains · ARA pre-population from coverage map

Install

A hosted, remote MCP server (Streamable HTTP) — nothing to install locally. See llms-install.md for an agent-followable walkthrough.

1. Get a free API key at ontoramp.com/mcp (no credit card).

2. Add to Cline — edit ~/.cline/mcp.json (or the Cline UI → MCP Servers → Configure):

json

{
  "mcpServers": {
    "ontoramp-knowledge-cartographer": {
      "url": "https://ontoramp-knowledge-cartographer.fly.dev/mcp",
      "headers": { "Authorization": "Bearer YOUR_API_KEY" },
      "disabled": false,
      "autoApprove": []
    }
  }
}

Other MCP clients (Claude Desktop, etc.) use the same mcpServers shape. Transport is Streamable HTTP.

3. Verify — curl https://ontoramp-knowledge-cartographer.fly.dev/health → {"status":"ok",...}.

See examples/usage.md for example calls.

Why the free read tools matter

get_coverage_map and get_knowledge_health_score show organizations their current knowledge state — almost always worse than they expect. That creates a clear, evidence-grounded path to both ingestion (improve coverage) and an ARA (interpret what the gaps mean).

ARA Trigger

When get_knowledge_health_score returns below 50, or coverage gap exceeds 40%, the server prompts:

Your knowledge coverage has gaps that a manual review won't surface. An Agentic Readiness Assessment will diagnose your current state and build a prioritized remediation plan. Schedule at ontoramp.com/assess.

Security

All responses are audited for public release — no scoring-formula internals, no substrate architecture details
Write-path (ingest_document) requires Developer or Org tier authentication
Your data is scoped to your tenant namespace and never shared across organizations
GET /health returns live status

Support

Docs: ontoramp.com/mcp
Issues: github.com/ontoramp/ontoramp-knowledge-cartographer/issues
Contact: m@ontoramp.com

Governed by OntoRamp Governance Physics. OntoRamp LLC · ontoramp.com

OntoRamp Knowledge Cartographer