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Pay-per-call QUBO/Ising optimization for AI agents via x402 (USDC on Base). No API keys.

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Status
Unhealthy
Uptime
52.9% over 52 days
Last Tested
Transport
Streamable HTTP
URL
Repository
jonahthan433/cortexcloud-mcp
GitHub Stars
0
Server Listing
CortexCloud MCP

TDQS

A3.7/5.0

Scored across 10 tools

Disambiguation5/5

Each tool targets a distinct operation: chat, HTTP automation, JSON transform, optimization planning/execution/polling, backend listing, research search, token price, and wallet balances. Related optimization tools are clearly separated into estimate, solve, and poll stages, so an agent can select the right one without ambiguity.

Naming Consistency3/5

All tools share a snake_case 'cortex_' prefix, but the suffix pattern is inconsistent: some are verb_noun (get_job, list_backends), some are single verbs (optimize), and some are noun phrases (token_price, wallet_balances, ai_chat). The names are readable but do not follow a uniform convention.

Tool Count5/5

Ten tools is a well-scoped size for a multi-purpose cloud API covering AI, automation, optimization, research, and crypto queries. Each tool maps to a distinct paid or free endpoint, and there is no obvious bloat or redundant functionality.

Completeness4/5

The optimization workflow is well covered with estimate, backend listing, solve, and job polling. Minor gaps exist, such as no job cancellation and read-only wallet tools with no transfer capability, but the main workflows agents would attempt can be completed without dead ends.

Tool Schema Changelog

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

  1. 6 tool updates
    • Addedcortex_ai_chat
    • Addedcortex_automation_http_request
    • Addedcortex_automation_transform
    • Addedcortex_research_search
    • Addedcortex_token_price
    • Addedcortex_wallet_balances
  2. 26 tool updates
    • Removedbase_balance
    • Removedbase_token_balance
    • Removedchat_completions
    • Removedcoins_search
    • Addedcortex_estimate_optimization
    • Addedcortex_get_job
    • Addedcortex_list_backends
    • Addedcortex_optimize
    • Removedcrypto_history
    • Removeddefi_protocols
    • Removeddefi_yields
    • Removeddex_pairs
    • Removeddex_search
    • Removedembeddings
    • Removedeth_balance
    • Removedethereum_rpc
    • Removedfx_list
    • Removedfx_price
    • Removedimage_generation
    • Removedmodels
    • Removednews
    • Removedprices
    • Removedresponses
    • Removedsearch_contents
    • Removedtext_to_speech
    • Removedweb_search
  3. 22 tool updates
    • First observedbase_balance
    • First observedbase_token_balance
    • First observedchat_completions
    • First observedcoins_search
    • First observedcrypto_history
    • First observeddefi_protocols
    • First observeddefi_yields
    • First observeddex_pairs
    • First observeddex_search
    • First observedembeddings
    • First observedeth_balance
    • First observedethereum_rpc
    • First observedfx_list
    • First observedfx_price
    • First observedimage_generation
    • First observedmodels
    • First observednews
    • First observedprices
    • First observedresponses
    • First observedsearch_contents
    • First observedtext_to_speech
    • First observedweb_search

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