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GPU compute API: LLM inference (ornith-1.5) on RTX 4080, pay-per-credit in Bitcoin.

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Status
Unhealthy
Uptime
48.0% over 43 days
Last Tested
Transport
Streamable HTTP
URL
ChatGPT
–
Claude
–

TDQS

A3.6/5.0

Scored across 5 tools

Disambiguation5/5

Each tool addresses a distinct step in the workflow: status check, key collection, credit balance, inference, and order creation. There is no overlap or ambiguity between their purposes.

Naming Consistency3/5

All tools share the 'titan_' prefix, but the second part mixes nouns (beacon, credits, order) with verb phrases (collect_key, generate). The pattern is readable but not fully consistent.

Tool Count5/5

With 5 tools, the server is well-scoped for a focused GPU inference and credit-purchase service. Each tool earns its place without redundancy.

Completeness4/5

The core user journey is covered: order credits, collect API key, check balance, and run generation. Minor gaps exist (e.g., no explicit order history or pricing tool), but they are not essential to the primary workflow.

Tool Schema Changelog

Recent tool additions, removals, and schema changes observed during successful MCP inspections.

  1. 5 tool updates
    • First observedtitan_beacon
    • First observedtitan_collect_key
    • First observedtitan_credits
    • First observedtitan_generate
    • First observedtitan_order

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