llm-oracle
NPM · @WEISEER/LLM-ORACLE-MCP · SCANNED AUG 3
Up-to-date LLM pricing + availability catalog with cited sources for AI agent routing.
Available components
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 Security86
- No malware found by supply-chain analysis.Pass
- Only part of the dependency tree could be resolved (94 of 98), 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 (94 of 98), so this covers what we could see, not the whole tree. View diagnostics → Partial
Provenance & Transparency45
- Source repository is publicly reachable at the declared URL. View diagnostics → Pass
- Provenance check failed: no build-provenance attestation is published. See how to fix → View diagnostics → Fail
- Clear OSI-approved license (Apache-2.0).Pass
- Actively maintained (last published 65 days ago).Pass
- Disclosure check failed: no security disclosure policy was found in the source repository. See how to fix → Fail
Schema Quality & AI Usability60
- AI-judged instruction clarity (fair).Partial
- Tool/resource definitions use about 427 tokens (~53/item across 8 items; 8 tools + 0 resources), lean.Pass
- Usage-examples check failed: none of the tools include examples. See how to fix → Fail
Stability & Change Management23
- Stability observed for 7 of 30 days with no destabilising changes; credit accrues until the full window elapses.Partial
Tool Coverage67
- 100% of tools have a non-trivial description (not blank, and not just the tool's name).Pass
- 0% of tool parameters carry a description.Fail
Capabilities100
- Implements a supported MCP spec version (2025-11-25); the latest is 2026-07-28.Pass
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 · @weiseer/llm-oracle-mcp
claude mcp add weiseer-llm-oracle -- npx -y @weiseer/llm-oracle-mcp
codex mcp add weiseer-llm-oracle -- npx -y @weiseer/llm-oracle-mcp
{
"$schema": "https://opencode.ai/config.json",
"mcp": {
"weiseer-llm-oracle": {
"type": "local",
"command": [
"npx",
"-y",
"@weiseer/llm-oracle-mcp"
],
"enabled": true
}
}
} openclaw mcp add weiseer-llm-oracle --command npx --arg -y --arg @weiseer/llm-oracle-mcp
mcp_servers:
weiseer-llm-oracle:
command: "npx"
args: ["-y", "@weiseer/llm-oracle-mcp"] {
"mcpServers": {
"weiseer-llm-oracle": {
"command": "npx",
"args": [
"-y",
"@weiseer/llm-oracle-mcp"
]
}
}
} 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 +39
- Provenance: unverified → fail ▼ security
- Install scripts: unverified → pass ▲ security
- Known CVEs: unverified → partial ▲ security
- 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. security
- Capabilities: pass → unverified ▼ functional
- Security disclosure: fail → unverified ▼ functional
- Tool coverage: 100 → unverified ▼ functional
- Maintenance: unverified → pass ▲ functional
- Dependency health: unverified → partial ▲ functional
- Schema quality: unverified → fair ▲ functional
- License: unverified → pass ▲ functional
- Stability: unverified → 0.20 ▲ functional
- Licence: Apache-2.0 functional
- 1 Aug 26 +18
- Stability: Stability not yet verified: not enough scan history yet (needs a 30-day window). security
- MCP protocol: unverified → pass ▲ functional
- Tool coverage: unverified → 100 ▲ functional
- 31 Jul 26 −19
- We updated how we score, so this day's move reflects our rubric, not a change to the server See what changed → functional
- 28 Jul 26 −18
- Tool coverage: 100 → unverified ▼ functional
- First check of Schema quality: unverified functional
- 27 Jul 26 42
First indexed and scored.
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/@weiseer/[email protected]
Provenance none
Ecosystem: npm · Outcome: none
Dependencies 94 packages
94 packages in the resolved dependency tree · 94 deprecated · 29 stale.
The dependency tree was only partially resolved, so these counts may be incomplete.
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.
check_availability ~28
Current availability status for a model with cited source URL.
| Name | Type | Req | Description |
|---|---|---|---|
| model_id | string | yes | — |
No output schema declared.
No examples provided.
compare_models ~46
Side-by-side comparison of a set of models for a token spec.
| Name | Type | Req | Description |
|---|---|---|---|
| input_tokens | number | — | — |
| model_ids | array | yes | — |
| output_tokens | number | — | — |
No output schema declared.
No examples provided.
estimate_monthly_cost ~69
Projected monthly + yearly cost for a model given call volume + avg token spec. Useful for AI app capacity planning.
| Name | Type | Req | Description |
|---|---|---|---|
| avg_input_tokens | number | — | — |
| avg_output_tokens | number | — | — |
| calls_per_day | number | yes | — |
| model_id | string | yes | — |
No output schema declared.
No examples provided.
find_cheapest ~55
Rank models by estimated cost for token spec; cheapest first.
| Name | Type | Req | Description |
|---|---|---|---|
| input_tokens | number | yes | — |
| only_operational | boolean | — | — |
| output_tokens | number | yes | — |
| required_capabilities | array | — | — |
No output schema declared.
No examples provided.
get_model ~29
Full record for one model id with cited pricing/availability URLs.
| Name | Type | Req | Description |
|---|---|---|---|
| model_id | string | yes | — |
No output schema declared.
No examples provided.
list_models ~35
List LLM models, optionally filtered by provider or required capability.
| Name | Type | Req | Description |
|---|---|---|---|
| capability | string | — | — |
| provider | string | — | — |
No output schema declared.
No examples provided.
pick_optimal_model ~114
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.
| Name | Type | Req | Description |
|---|---|---|---|
| allowed_providers | array | — | — |
| cost_weight | number | — | — |
| input_tokens | number | yes | — |
| min_context_window | number | — | — |
| output_tokens | number | yes | — |
| quality_weight | number | — | — |
| required_capabilities | array | — | — |
| speed_weight | number | — | — |
No output schema declared.
No examples provided.
recommend_fallback ~51
Given a primary model, recommend fallback candidates with same capabilities, cross-provider preferred for diversification.
| Name | Type | Req | Description |
|---|---|---|---|
| input_tokens | number | — | — |
| model_id | string | yes | — |
| output_tokens | number | — | — |
No output schema declared.
No examples provided.