knowledge-cartographer
MCP serverDev toolsKnowledge Cartographer shows how well your documentation covers a topic and gives it a health score. Once added, your AI can ingest your docs into a governed knowledge graph, so its knowledge is organized and managed instead of scattered across files.
Use knowledge-cartographer in Claude, ChatGPT or Ahel Desktop
Free. Sign in, add knowledge-cartographer and connect your AI. About a minute.
Also: Claude Code · Cursor · Codex
Then ask your AI: use knowledge-cartographer
Needs your own account with this service. Keys stay in your vault.
Details
Available today. Use it from your connected AI after setup.
Add Knowledge Cartographer, then start ingesting your documentation to generate your first coverage map and health score.
What your AI can do with it
- Ingest documentation into a governed knowledge graph
- Map which topics your docs cover and where coverage is thin
- Score the overall health of your knowledge base
- Give your AI a single organized picture of what your documentation contains
Install knowledge-cartographer
The server’s own address, for the clients that take one directly. Or connect Ahel once and every client you use reads it from one address, with the account kept on Ahel rather than in each client’s config.
Claude Code
claude mcp add --transport http --scope user knowledge-cartographer 'https://ontoramp-knowledge-cartographer.fly.dev/mcp'Run it once in your project, then open /mcp to approve any sign-in the server asks for.
Claude Desktop
https://ontoramp-knowledge-cartographer.fly.dev/mcpAdd a custom connector in Settings, paste this address, and approve the sign-in.
Cursor
cursor://anysphere.cursor-deeplink/mcp/install?name=knowledge-cartographer&config=eyJ1cmwiOiJodHRwczovL29udG9yYW1wLWtub3dsZWRnZS1jYXJ0b2dyYXBoZXIuZmx5LmRldi9tY3AifQ==Open the link and Cursor adds the server at that address.
ChatGPT
https://ontoramp-knowledge-cartographer.fly.dev/mcpIn Settings, enable Developer mode, create an MCP app, and paste this address. Your plan and workspace must allow custom apps.
Codex
codex mcp add knowledge-cartographer --url 'https://ontoramp-knowledge-cartographer.fly.dev/mcp'Run it once, then sign in with codex mcp login knowledge-cartographer if the server asks for an account.
From the project's README
As published by matthewdavisaiarchitect/ontoramp-knowledge-cartographer in README.md.
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):
{
"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 /healthreturns 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
Signals
- Last commit
- Aug 2026
Advanced
- Delivery
- knowledge-cartographer MCP server → your Ahel connector (mcp.ahel.ai) → your AI.
- Item type
- mcp-server
- Key
com-ontoramp-knowledge-cartographer- Source
- github.com/matthewdavisaiarchitect/ontoramp-knowledge-cartographer
- Hosted endpoint
https://ontoramp-knowledge-cartographer.fly.dev/mcp
github.com/matthewdavisaiarchitect/ontoramp-knowledge-cartographer