# MAA Intelligence

> Korean listed medical AI, biotech and device companies linked to MFDS and FDA regulatory records.

- name: org.medicalaialliance/intelligence
- version: 1.0.0
- connection class: R0 (autonomous)
- trust: 93/100
- quality: 79/100 (good)
- owner: not claimed
- descriptor: https://api.protogrid.dev/v1/servers/org.medicalaialliance%2Fintelligence
- tools: https://api.protogrid.dev/v1/servers/org.medicalaialliance%2Fintelligence/tools

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

## Connection (mcpServers)

```json
{
  "mcpServers": {
    "intelligence": {
      "type": "http",
      "url": "https://medicalaialliance.org/api/mcp"
    }
  }
}
```


## Trust

- hygiene: 100
- liveness: 100
- freshness: 85
- provenance: 85
- drivers: +repository +dns-namespace +website +reachable +uptime-100% ~updated-55d-ago
- Derived from observable signals (official registry feed and our own credential-free probes); no code audit performed.

## Quality 79/100 (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: 71 (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
- fail `tools.annotations`: no tool declares readOnlyHint or destructiveHint, so clients cannot tell safe calls from risky ones
- fail `tools.directory_hints`: no tool declares all four of readOnlyHint, destructiveHint, idempotentHint and openWorldHint; missing: get_company (readOnlyHint, destructiveHint, idempotentHint, openWorldHint); get_stock_quote (readOnlyHint, destructiveHint, idempotentHint, openWorldHint); industry_overview (readOnlyHint, destructiveHint, idempotentHint, openWorldHint); …
- pass `tools.token_cost`: about 931 tokens to load every tool
- pass `tools.api_dump`: tools are not a one-to-one API dump

### stability: 100 (weight 15)

- pass `stability.changes`: no 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: 5, about 931 tokens to load them all
- tool set hash: 95e22e511b128ee6211168684fbdb31b
- badge: [![protogrid quality](https://protogrid.dev/badge/org.medicalaialliance/intelligence.svg)](https://protogrid.dev/servers/org.medicalaialliance/intelligence)
- Checks run on what our credential-free, read-only probes observe; tools are never called and no code audit is performed.

### Tool changes

_No tool definition changes recorded._

## Remotes

- https://medicalaialliance.org/api/mcp (streamable-http, auth none, reachable true, uptime30d 1)

## Packages

_none_

## Tools (5)

- `get_company`: Full profile of one company: business overview, products, R&D, financials for the last three years, a breakdown of its regulatory record (MFDS device and drug approvals, clinical trial authorisations, Innovative Medical Device and Orphan Drug designations, US FDA 510(k) clearances and FDA drug approvals), global clinical trials (ClinicalTrials.gov, updated weekly), research publications (PubMed, updated daily), patents (KIPRIS, updated monthly) and key exchange disclosures (KRX KIND — contracts, capital changes, market actions, updated daily). For the live stock quote use get_stock_quote.
- `get_stock_quote`: Live stock quote for one indexed company: price (KRW), daily change, market cap, PER, PBR, 52-week range. Real-time market data — call again for current values; do not treat a quoted price as durable.
- `industry_overview`: Aggregate view of the Korean medical AI and biotech sector as indexed by MAA: company counts by sector, total regulatory records by source, and measured AI visibility (how well these companies' own websites can be read by AI systems). Use this for questions about the sector as a whole rather than one company.
- `search_approvals`: Search regulatory records across all indexed companies. Sources: Korea MFDS (device approvals, drug approvals, clinical trial authorisations, Innovative Medical Device designations, Orphan Drug designations) and the US FDA (510(k)). Use agency='MFDS_INNO' for Innovative Medical Device designations — only 136 exist nationwide, so holding one is a strong signal. Use agency='MFDS_TRIAL' for pipeline.
- `search_companies`: Search Korean listed medical AI, biotech, medical device, pharma and healthcare infrastructure companies. Use this to find companies by name, business keyword, sector, or stock exchange. Returns a summary line per company. Call get_company afterwards for full detail on a specific one.