# three.ws Brain (npm · @three-ws/brain-mcp)

List LLM providers and run chat completions through the three.ws multi-provider router.

- Trust score: 63/100 (medium)
- Change this week: +21
- Registry status: active
- Liveness: live
- Owner verified: no
- Last scored: 2026-08-03

## Components

- npm · `@three-ws/brain-mcp`: 63/100 (this document), [markdown](https://verifymcp.io/servers/nirholas-brain-mcp/three-ws-brain-mcp.md), [page](https://verifymcp.io/servers/nirholas-brain-mcp/three-ws-brain-mcp)

## Channel facts

- Registry: `npm`
- Package: `@three-ws/brain-mcp`
- Version: `0.1.2`
- Transport: `stdio`

## Trust breakdown

How this component scores in each security and reliability category. Every signal is checked automatically from public evidence about the published package, including repeated runs of it in an isolated sandbox, and we only credit what we can confirm. Scores are 0–100 per category. Scoring method: https://verifymcp.io/docs/scoring (what has changed: https://verifymcp.io/docs/scoring/changelog)

Scored 2026-08-03.

- **Supply Chain Security**: 87/100
  - No malware found by supply-chain analysis.
  - Only part of the dependency tree could be resolved (95 of 99), so this covers what we could see, not the whole tree.
  - No install/post-install scripts declared.
  - Only part of the dependency tree could be resolved (95 of 99), so this covers what we could see, not the whole tree.
- **Provenance & Transparency**: 45/100
  - Source repository is publicly reachable at the declared URL.
  - Provenance check failed: no build-provenance attestation is published.
  - Clear OSI-approved license (Apache-2.0).
  - Actively maintained (last published 21 days ago).
  - Disclosure check failed: no security disclosure policy was found in the source repository.
- **Schema Quality & AI Usability**: 65/100
  - AI-judged instruction clarity (excellent).
  - Context-footprint check failed: tool/resource definitions use about 683 tokens (~341/item across 2 items; 2 tools + 0 resources), over budget; trim descriptions and params.
  - Usage-examples check failed: none of the tools include examples.
- **Stability & Change Management**: 0/100
  - Stability not yet verified: not enough scan history yet (needs a 30-day window).
- **Tool Coverage**: 100/100
  - 100% of tools have a non-trivial description (not blank, and not just the tool's name).
  - 100% of tool parameters carry a description.
- **Capabilities**: 100/100
  - Implements a supported MCP spec version (2025-11-25); the latest is 2026-07-28.

**Unverified: 1 category.** A category scored 0 because we could not verify it: a data source with nothing on this package, evidence we could not reach, or a check we could not run. We only credit what we can confirm.

## Install

### Claude

```bash
claude mcp add nirholas-brain-mcp -- npx -y @three-ws/brain-mcp
```

### Codex

```bash
codex mcp add nirholas-brain-mcp -- npx -y @three-ws/brain-mcp
```

### opencode

```json
{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "nirholas-brain-mcp": {
      "type": "local",
      "command": [
        "npx",
        "-y",
        "@three-ws/brain-mcp"
      ],
      "enabled": true
    }
  }
}
```

### OpenClaw

```bash
openclaw mcp add nirholas-brain-mcp --command npx --arg -y --arg @three-ws/brain-mcp
```

### Hermes

```yaml
mcp_servers:
  nirholas-brain-mcp:
    command: "npx"
    args: ["-y", "@three-ws/brain-mcp"]
```

### Other

```json
{
  "mcpServers": {
    "nirholas-brain-mcp": {
      "command": "npx",
      "args": [
        "-y",
        "@three-ws/brain-mcp"
      ]
    }
  }
}
```

## Changelog

Every change recorded for this component, newest first. Days that predate change tracking, or that we cannot explain, say so: "we were watching and nothing happened" and "we were not watching" are different claims.

### 2026-08-02 (score 63, +45)

- [security regression] Provenance: unverified → fail
- [security improvement] Install scripts: unverified → pass
- [security improvement] Known CVEs: unverified → partial
- [security improvement] Malware scan: unverified → pass
- [security] Stability: Stability not yet verified: not enough scan history yet (needs a 30-day window).
- [functional regression] Tool coverage: 100 → unverified
- [functional improvement] Schema quality: unverified → excellent
- [functional improvement] License: unverified → pass
- [functional improvement] Dependency health: unverified → partial
- [functional improvement] Maintenance: unverified → pass
- [functional improvement] MCP protocol: unverified → pass
- [functional] First check of Schema quality: unverified
- [functional] Licence: Apache-2.0

### 2026-07-31 (score 18, −24)

- [functional] We updated how we score, so this day's move reflects our rubric, not a change to the server

### 2026-07-27 (score 42)

First indexed and scored.

## MCP tools (2)

### `list_providers` (~188 tokens)

List LLM providers and models

List every LLM the three.ws router can run a completion through — one entry per provider/model. Each entry has: `key` (the id you pass to `chat`), `label` (human name), `network` (e.g. Anthropic, OpenAI, DashScope, NVIDIA NIM, IBM watsonx.ai), `tier` (flagship | balanced | fast | reasoning), `maxOutput` (max output tokens), `description`, `available` (true when the server currently holds a working key/route for it), and `requiresAuth` (true when it is a paid first-party model that needs a three.ws API key — set THREE_WS_API_KEY; false for the free open-weight tiers). Call this first to pick a `key` for `chat`. The set is live, so availability moves between calls — not idempotent.

### `chat` (~315 tokens)

Run a chat completion

Run a chat completion through the three.ws LLM router and get back the full reply as a single message. Pick `provider` from `list_providers` (default `gpt-oss-120b`, a free open-weight model). `messages` is the conversation so far (roles `user`/`assistant`); add system instructions via `system`. The route streams and auto-falls-back across mirrors/free tiers if the chosen model is briefly down — this tool collapses that into one reply and reports the actual route taken, token usage, and timing. Paid first-party flagships (Claude, GPT-4o, o3, Qwen Plus, DeepSeek) need a three.ws API key (set THREE_WS_API_KEY); the free open-weight tiers (GPT-OSS 120B, NVIDIA NIM models) need none. Read-only: a completion does not change any platform state.

Input parameters:

- `maxTokens` (integer): Maximum output tokens. Clamped to the chosen model’s ceiling by the router. Defaults to 4096.
- `messages` (array, required): Conversation turns in order, each { role: "user"|"assistant", content }. At least one.
- `provider` (string): Provider/model key from list_providers (e.g. "claude-sonnet-4-6", "gpt-4o", "deepseek-r1"). Defaults to "gpt-oss-120b".
- `system` (string): Optional system prompt / instructions prepended to the conversation.

## Diagnostics

Captured diagnostic sections: Provenance, Dependencies. The full working is on the page: https://verifymcp.io/servers/nirholas-brain-mcp/three-ws-brain-mcp#diagnostics

## Score history

- 2026-08-03: 63
- 2026-08-02: 63
- 2026-08-01: 18
- 2026-07-31: 18
- 2026-07-30: 42
- 2026-07-28: 42
- 2026-07-27: 42

## Links

- npm package: https://www.npmjs.com/package/@three-ws/brain-mcp
- Socket report: https://socket.dev/npm/package/@three-ws/brain-mcp
- Repository: https://github.com/nirholas/three.ws
- Website: https://three.ws/
- Changelog RSS feed: https://verifymcp.io/servers/nirholas-brain-mcp/three-ws-brain-mcp/changelog.xml
- Changelog JSON feed: https://verifymcp.io/servers/nirholas-brain-mcp/three-ws-brain-mcp/changelog.json
- HTML version of this page: https://verifymcp.io/servers/nirholas-brain-mcp/three-ws-brain-mcp