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three.ws Brain

NPM · @THREE-WS/BRAIN-MCP · SCANNED AUG 3

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

Available components

+21 this week 63 Trust /100
Trust breakdown (6 categories)

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. How we score →

Supply Chain Security87
  • No malware found by supply-chain analysis.Pass
  • Only part of the dependency tree could be resolved (95 of 99), so this covers what we could see, not the whole tree.Partial
  • No install/post-install scripts declared.Pass
  • Only part of the dependency tree could be resolved (95 of 99), so this covers what we could see, not the whole tree. View diagnostics → Partial
Provenance & Transparency45
Schema Quality & AI Usability65
  • AI-judged instruction clarity (excellent).Pass
  • 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. See how to fix → Fail
  • Usage-examples check failed: none of the tools include examples. See how to fix → Fail
Stability & Change Management0
  • Stability not yet verified: not enough scan history yet (needs a 30-day window).Unverified
Tool Coverage100
  • 100% of tools have a non-trivial description (not blank, and not just the tool's name).Pass
  • 100% of tool parameters carry a description.Pass
Capabilities100
  • Implements a supported MCP spec version (2025-11-25); the latest is 2026-07-28.Pass

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

Add this component to your MCP client. Where a client-specific snippet is available, pick your client below and copy it straight into your config; otherwise use the connection detail shown.

npm · @three-ws/brain-mcp

# add to Claude Code
claude mcp add nirholas-brain-mcp -- npx -y @three-ws/brain-mcp
# add to Codex CLI
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
    }
  }
}
# add to OpenClaw
openclaw mcp add nirholas-brain-mcp --command npx --arg -y --arg @three-ws/brain-mcp
# ~/.hermes/config.yaml
mcp_servers:
  nirholas-brain-mcp:
    command: "npx"
    args: ["-y", "@three-ws/brain-mcp"]
// mcp.json
{
  "mcpServers": {
    "nirholas-brain-mcp": {
      "command": "npx",
      "args": [
        "-y",
        "@three-ws/brain-mcp"
      ]
    }
  }
}
Changelog

Every change we have recorded for this component, newest first. Security-relevant changes are always shown. ▲ marks a change for the better, ▼ a change for the worse; unmarked changes are neutral.

  • 2 Aug 26 +45
    • Provenance: unverified → fail security
    • Install scripts: unverified → pass security
    • Known CVEs: unverified → partial security
    • Malware scan: unverified → pass security
    • Stability: Stability not yet verified: not enough scan history yet (needs a 30-day window). security
    • Tool coverage: 100 → unverified functional
    • Schema quality: unverified → excellent functional
    • License: unverified → pass functional
    • Dependency health: unverified → partial functional
    • Maintenance: unverified → pass functional
    • MCP protocol: unverified → pass functional
    • First check of Schema quality: unverified functional
    • Licence: Apache-2.0 functional
  • 31 Jul 26 −24
    • We updated how we score, so this day's move reflects our rubric, not a change to the server See what changed → functional
  • 27 Jul 26 42

    First indexed and scored.

Diagnostics

Diagnostic detail from the automated scan of this channel: what the scanner observed at each step, so you can see exactly where a check passed or failed. It is informational only and never changes the trust score.

Captured 3 Aug 2026 · Analysed npm/@three-ws/[email protected]

Provenance none

Ecosystem: npm · Outcome: none

Dependencies 95 packages

95 packages in the resolved dependency tree · 95 deprecated · 29 stale.

The dependency tree was only partially resolved, so these counts may be incomplete.

MCP tools — 2 exposed · ~503 tokens

The tools this component advertises to a client, with an estimated token cost for each. Expand a tool to see its parameters and schema. The per-tool counts are indicative and are not scored directly; the schema's total context footprint is one signal in Schema Quality & AI Usability.

Tool Tokens
chat ~315

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.

NameTypeReqDescription
maxTokensintegerMaximum output tokens. Clamped to the chosen model’s ceiling by the router. Defaults to 4096.
messagesarrayyesConversation turns in order, each { role: "user"|"assistant", content }. At least one.
providerstringProvider/model key from list_providers (e.g. "claude-sonnet-4-6", "gpt-4o", "deepseek-r1"). Defaults to "gpt-oss-120b".
systemstringOptional system prompt / instructions prepended to the conversation.

No output schema declared.

No examples provided.

list_providers ~188

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.

Input schema present but exposes no named parameters.

No output schema declared.

No examples provided.