# Shipshape Data

> Services, case studies, 169 data and AI guides, and AI readiness scoring. Read-only, keyless.

- name: com.shipshapedata/shipshape-data
- version: 1.0.0
- connection class: R0 (autonomous)
- trust: 97/100
- quality: 86/100 (good)
- owner: not claimed
- descriptor: https://api.protogrid.dev/v1/servers/com.shipshapedata%2Fshipshape-data
- tools: https://api.protogrid.dev/v1/servers/com.shipshapedata%2Fshipshape-data/tools

**An agent can connect right now, no human step.** Remote endpoint, no authentication, reachable on the last probe.

## Connection (mcpServers)

```json
{
  "mcpServers": {
    "shipshape-data": {
      "type": "http",
      "url": "https://shipshapedata.com/mcp"
    }
  }
}
```


## Trust

- hygiene: 100
- liveness: 100
- freshness: 85
- provenance: 100
- drivers: +repository +namespace-matches-repo +dns-namespace +website +reachable +uptime-100% ~updated-53d-ago
- Derived from observable signals (official registry feed and our own credential-free probes); no code audit performed.

## Quality 86/100 (good)

### protocol: 75 (weight 25)

- warn `protocol.modern`: newest supported version is 2025-06-18; 2026-07-28 not supported, older versions are deprecated until 2027-07-28
- n/a `protocol.stateless`: only applies to 2026-07-28 servers
- pass `protocol.transport`: streamable HTTP
- n/a `protocol.list_ttl`: only applies to 2026-07-28 servers

### authorization: n/a (weight 15)

- n/a `auth.prm`, `auth.as_metadata`, `auth.cimd`: no remote uses OAuth
- n/a `auth.secret_in_url`: no templated URL

### tool hygiene: 100 (weight 30)

- pass `tools.descriptions`: every tool has a description
- pass `tools.description_length`: descriptions are concise
- pass `tools.schemas`: every tool has an object input schema
- pass `tools.annotations`: 6 of 6 tools declare readOnlyHint or destructiveHint
- pass `tools.directory_hints`: every tool declares readOnlyHint, destructiveHint, idempotentHint and openWorldHint
- pass `tools.token_cost`: about 776 tokens to load every tool
- pass `tools.api_dump`: tools are not a one-to-one API dump

### stability: 75 (weight 15)

- warn `stability.changes`: 14 tool changes in 30 days
- pass `stability.rug_pull`: no tool changed its meaning under the same name

### dependencies: n/a (weight 15)

- n/a `deps.known_vulns`, `deps.mcp_sdk_version`, `deps.resolvable`: no npm or PyPI package

- tools: 6, about 776 tokens to load them all
- tool set hash: df070c8027647d8c58493bdb3dd2c8f0
- tools last changed: 2026-10-19T06:19:47.937Z
- badge: [![protogrid quality](https://protogrid.dev/badge/com.shipshapedata/shipshape-data.svg)](https://protogrid.dev/servers/com.shipshapedata/shipshape-data)
- Checks run on what our credential-free, read-only probes observe; tools are never called and no code audit is performed.

### Tool changes

- 2026-10-19 `search_resources` changed (description)
  - before: Search Shipshape Data's library of 187 practical guides on data and AI. Each result includes the questions the guide answers and its URL (every page also serves a markdown twin at URL + index.md).
  - after: Search Shipshape Data's library of 188 practical guides on data and AI. Each result includes the questions the guide answers and its URL (every page also serves a markdown twin at URL + index.md).
- 2026-10-18 `search_resources` changed (description)
  - before: Search Shipshape Data's library of 186 practical guides on data and AI. Each result includes the questions the guide answers and its URL (every page also serves a markdown twin at URL + index.md).
  - after: Search Shipshape Data's library of 187 practical guides on data and AI. Each result includes the questions the guide answers and its URL (every page also serves a markdown twin at URL + index.md).
- 2026-10-17 `search_resources` changed (description)
  - before: Search Shipshape Data's library of 185 practical guides on data and AI. Each result includes the questions the guide answers and its URL (every page also serves a markdown twin at URL + index.md).
  - after: Search Shipshape Data's library of 186 practical guides on data and AI. Each result includes the questions the guide answers and its URL (every page also serves a markdown twin at URL + index.md).
- 2026-10-16 `search_resources` changed (description)
  - before: Search Shipshape Data's library of 184 practical guides on data and AI. Each result includes the questions the guide answers and its URL (every page also serves a markdown twin at URL + index.md).
  - after: Search Shipshape Data's library of 185 practical guides on data and AI. Each result includes the questions the guide answers and its URL (every page also serves a markdown twin at URL + index.md).
- 2026-10-15 `search_resources` changed (description)
  - before: Search Shipshape Data's library of 183 practical guides on data and AI. Each result includes the questions the guide answers and its URL (every page also serves a markdown twin at URL + index.md).
  - after: Search Shipshape Data's library of 184 practical guides on data and AI. Each result includes the questions the guide answers and its URL (every page also serves a markdown twin at URL + index.md).
- 2026-10-14 `search_resources` changed (description)
  - before: Search Shipshape Data's library of 182 practical guides on data and AI. Each result includes the questions the guide answers and its URL (every page also serves a markdown twin at URL + index.md).
  - after: Search Shipshape Data's library of 183 practical guides on data and AI. Each result includes the questions the guide answers and its URL (every page also serves a markdown twin at URL + index.md).
- 2026-10-13 `search_resources` changed (description)
  - before: Search Shipshape Data's library of 181 practical guides on data and AI. Each result includes the questions the guide answers and its URL (every page also serves a markdown twin at URL + index.md).
  - after: Search Shipshape Data's library of 182 practical guides on data and AI. Each result includes the questions the guide answers and its URL (every page also serves a markdown twin at URL + index.md).
- 2026-10-12 `search_resources` changed (description)
  - before: Search Shipshape Data's library of 180 practical guides on data and AI. Each result includes the questions the guide answers and its URL (every page also serves a markdown twin at URL + index.md).
  - after: Search Shipshape Data's library of 181 practical guides on data and AI. Each result includes the questions the guide answers and its URL (every page also serves a markdown twin at URL + index.md).
- 2026-10-07 `search_resources` changed (description)
  - before: Search Shipshape Data's library of 179 practical guides on data and AI. Each result includes the questions the guide answers and its URL (every page also serves a markdown twin at URL + index.md).
  - after: Search Shipshape Data's library of 180 practical guides on data and AI. Each result includes the questions the guide answers and its URL (every page also serves a markdown twin at URL + index.md).
- 2026-10-06 `search_resources` changed (description)
  - before: Search Shipshape Data's library of 178 practical guides on data and AI. Each result includes the questions the guide answers and its URL (every page also serves a markdown twin at URL + index.md).
  - after: Search Shipshape Data's library of 179 practical guides on data and AI. Each result includes the questions the guide answers and its URL (every page also serves a markdown twin at URL + index.md).

Full history: https://api.protogrid.dev/v1/servers/com.shipshapedata%2Fshipshape-data/changes

## Remotes

- https://shipshapedata.com/mcp (streamable-http, auth none, reachable true, uptime30d 1)

## Packages

_none_

## Tools (6)

- `get_ai_readiness_questions`: The 16-question AI readiness assessment (four areas: strategy, people, data, change; 15 questions scored). Ask the user each question, then call score_ai_readiness with the answers.
- `get_case_studies`: The three published case studies with real, verifiable outcomes: Smarter Services (1.5 days of admin freed weekly), 1NCE (multilingual AI support assistant), Slimstock (AI chat on their own content).
- `get_contact_info`: How to contact the Shipshape Data team on a user's behalf (email; a person replies, usually within one working day). This server has no write tools.
- `list_services`: List the 13 services of Shipshape Data (a London AI consultancy): AI strategy, data consultancy, AI development, data migration, and nine specialisms including MCP connections and RAG. Returns names, descriptions, and page URLs.
- `score_ai_readiness`: Score AI readiness answers with the same maths as shipshapedata.com/ai-readiness: returns a 0-100 score, one of five maturity bands with guidance, per-area averages, and the weakest area with advice.
- `search_resources`: Search Shipshape Data's library of 188 practical guides on data and AI. Each result includes the questions the guide answers and its URL (every page also serves a markdown twin at URL + index.md).