# OntoRamp Knowledge Cartographer

> Knowledge coverage map and health score. Ingest docs into a governed knowledge graph via MCP.

- **Type:** MCP server
- **Install:** `agentstack add mcp-matthewdavisaiarchitect-ontoramp-knowledge-cartographer`
- **Verified:** Yes — security-reviewed for prompt injection and unsafe behavior
- **Seller:** [MatthewDavisAIArchitect](https://agentstack.voostack.com/s/matthewdavisaiarchitect)
- **Installs:** 0
- **Category:** [Integrations](https://agentstack.voostack.com/c/integrations)
- **Latest version:** 1.0.1
- **License:** MIT
- **Upstream author:** [MatthewDavisAIArchitect](https://github.com/MatthewDavisAIArchitect)
- **Source:** https://github.com/MatthewDavisAIArchitect/ontoramp-knowledge-cartographer
- **Website:** https://ontoramp.com/mcp

## Install

```sh
agentstack add mcp-matthewdavisaiarchitect-ontoramp-knowledge-cartographer
```

Requires the [AgentStack CLI](https://agentstack.voostack.com/docs/cli). Works with Claude Code, Cursor, and any MCP-compatible agent.

## About

# 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.

[](https://registry.modelcontextprotocol.io)
[](LICENSE)
[](https://ontoramp-knowledge-cartographer.fly.dev/health)

---

## 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`](llms-install.md) for an agent-followable walkthrough.

**1. Get a free API key** at [ontoramp.com/mcp](https://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`](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/assessment](https://ontoramp.com/assessment).

## 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](https://ontoramp.com/mcp)
- Issues: [github.com/MatthewDavisAIArchitect/ontoramp-knowledge-cartographer/issues](https://github.com/MatthewDavisAIArchitect/ontoramp-knowledge-cartographer/issues)
- Contact: m@ontoramp.com

---

*Governed by OntoRamp Governance Physics. OntoRamp LLC · [ontoramp.com](https://ontoramp.com)*

## Source & license

This open-source MCP server is cataloged on AgentStack and links to its original source — we do not rehost the code.

- **Author:** [MatthewDavisAIArchitect](https://github.com/MatthewDavisAIArchitect)
- **Source:** [MatthewDavisAIArchitect/ontoramp-knowledge-cartographer](https://github.com/MatthewDavisAIArchitect/ontoramp-knowledge-cartographer)
- **License:** MIT
- **Homepage:** https://ontoramp.com/mcp

Install and usage instructions live in the source repository linked above.

## Pricing

- **Free** — Free

## Security capabilities

Automated source analysis of v1.0.1 — what this tool can access:

- **Network access:** yes
- **Filesystem access:** no
- **Shell / process execution:** no
- **Environment & secrets:** no
- **Dynamic code execution:** no

*"Yes" means the capability is present in the source — more access means more to trust, not that it is unsafe.*


## Versions

- **1.0.1** — security scan: passed — Imported from the upstream source.

## Links

- Listing page: https://agentstack.voostack.com/l/mcp-matthewdavisaiarchitect-ontoramp-knowledge-cartographer
- Seller: https://agentstack.voostack.com/s/matthewdavisaiarchitect
- Browse the marketplace: https://agentstack.voostack.com/browse

---
Listed on AgentStack — the marketplace for AI agent skills and MCP servers. Every listing is security-reviewed. Creators keep 70%.