# llm-oracle (npm · @weiseer/llm-oracle-mcp)

Up-to-date LLM pricing + availability catalog with cited sources for AI agent routing.

- Trust score: 62/100 (medium)
- Change this week: +20
- Registry status: active
- Liveness: live
- Owner verified: no
- Last scored: 2026-08-03

## Components

- npm · `@weiseer/llm-oracle-mcp`: 62/100 (this document), [markdown](https://verifymcp.io/servers/weiseer-llm-oracle/weiseer-llm-oracle-mcp.md), [page](https://verifymcp.io/servers/weiseer-llm-oracle/weiseer-llm-oracle-mcp)

## Channel facts

- Registry: `npm`
- Package: `@weiseer/llm-oracle-mcp`
- Version: `0.2.0`
- 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**: 86/100
  - No malware found by supply-chain analysis.
  - Only part of the dependency tree could be resolved (94 of 98), 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 (94 of 98), 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 65 days ago).
  - Disclosure check failed: no security disclosure policy was found in the source repository.
- **Schema Quality & AI Usability**: 60/100
  - AI-judged instruction clarity (fair).
  - Tool/resource definitions use about 427 tokens (~53/item across 8 items; 8 tools + 0 resources), lean.
  - Usage-examples check failed: none of the tools include examples.
- **Stability & Change Management**: 23/100
  - Stability observed for 7 of 30 days with no destabilising changes; credit accrues until the full window elapses.
- **Tool Coverage**: 67/100
  - 100% of tools have a non-trivial description (not blank, and not just the tool's name).
  - 0% of tool parameters carry a description.
- **Capabilities**: 100/100
  - Implements a supported MCP spec version (2025-11-25); the latest is 2026-07-28.

## Install

### Claude

```bash
claude mcp add weiseer-llm-oracle -- npx -y @weiseer/llm-oracle-mcp
```

### Codex

```bash
codex mcp add weiseer-llm-oracle -- npx -y @weiseer/llm-oracle-mcp
```

### opencode

```json
{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "weiseer-llm-oracle": {
      "type": "local",
      "command": [
        "npx",
        "-y",
        "@weiseer/llm-oracle-mcp"
      ],
      "enabled": true
    }
  }
}
```

### OpenClaw

```bash
openclaw mcp add weiseer-llm-oracle --command npx --arg -y --arg @weiseer/llm-oracle-mcp
```

### Hermes

```yaml
mcp_servers:
  weiseer-llm-oracle:
    command: "npx"
    args: ["-y", "@weiseer/llm-oracle-mcp"]
```

### Other

```json
{
  "mcpServers": {
    "weiseer-llm-oracle": {
      "command": "npx",
      "args": [
        "-y",
        "@weiseer/llm-oracle-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 62, +39)

- [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: we do not have a sandbox capture of the MCP schema this version of the package serves yet.
- [functional regression] Capabilities: pass → unverified
- [functional regression] Security disclosure: fail → unverified
- [functional regression] Tool coverage: 100 → unverified
- [functional improvement] Maintenance: unverified → pass
- [functional improvement] Dependency health: unverified → partial
- [functional improvement] Schema quality: unverified → fair
- [functional improvement] License: unverified → pass
- [functional improvement] Stability: unverified → 0.20
- [functional] Licence: Apache-2.0

### 2026-08-01 (score 23, +18)

- [security] Stability: Stability not yet verified: not enough scan history yet (needs a 30-day window).
- [functional improvement] MCP protocol: unverified → pass
- [functional improvement] Tool coverage: unverified → 100

### 2026-07-31 (score 5, −19)

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

### 2026-07-28 (score 24, −18)

- [functional regression] Tool coverage: 100 → unverified
- [functional] First check of Schema quality: unverified

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

First indexed and scored.

## MCP tools (8)

### `list_models` (~35 tokens)

List LLM models, optionally filtered by provider or required capability.

Input parameters:

- `capability` (string)
- `provider` (string)

### `get_model` (~29 tokens)

Full record for one model id with cited pricing/availability URLs.

Input parameters:

- `model_id` (string, required)

### `find_cheapest` (~55 tokens)

Rank models by estimated cost for token spec; cheapest first.

Input parameters:

- `input_tokens` (number, required)
- `only_operational` (boolean)
- `output_tokens` (number, required)
- `required_capabilities` (array)

### `compare_models` (~46 tokens)

Side-by-side comparison of a set of models for a token spec.

Input parameters:

- `input_tokens` (number)
- `model_ids` (array, required)
- `output_tokens` (number)

### `check_availability` (~28 tokens)

Current availability status for a model with cited source URL.

Input parameters:

- `model_id` (string, required)

### `pick_optimal_model` (~114 tokens)

Multi-criteria routing recommendation — weighted cost/speed/quality, with rationale. THIS is what AI agents should call instead of find_cheapest when they care about more than just cost.

Input parameters:

- `allowed_providers` (array)
- `cost_weight` (number)
- `input_tokens` (number, required)
- `min_context_window` (number)
- `output_tokens` (number, required)
- `quality_weight` (number)
- `required_capabilities` (array)
- `speed_weight` (number)

### `recommend_fallback` (~51 tokens)

Given a primary model, recommend fallback candidates with same capabilities, cross-provider preferred for diversification.

Input parameters:

- `input_tokens` (number)
- `model_id` (string, required)
- `output_tokens` (number)

### `estimate_monthly_cost` (~69 tokens)

Projected monthly + yearly cost for a model given call volume + avg token spec. Useful for AI app capacity planning.

Input parameters:

- `avg_input_tokens` (number)
- `avg_output_tokens` (number)
- `calls_per_day` (number, required)
- `model_id` (string, required)

## Diagnostics

Captured diagnostic sections: Provenance, Dependencies. The full working is on the page: https://verifymcp.io/servers/weiseer-llm-oracle/weiseer-llm-oracle-mcp#diagnostics

## Score history

- 2026-08-03: 62
- 2026-08-02: 62
- 2026-08-01: 23
- 2026-07-31: 5
- 2026-07-30: 24
- 2026-07-28: 24
- 2026-07-27: 42

## Links

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