ask_services

shallow

io.github.AgentTools-Cloud/agent-tools-mcp · Verify this server

Ask for the best x402/MCP services for an agent intent. This is the high-level discovery tool: it retrieves candidates from the directory, asks the configured backend LLM to rank only those candidates, and returns service cards for the selected recommendations. If the LLM is unavailable, it falls back to the directory ranker. Args: intent: Natural-language job the agent wants to accomplish. top_k: Max recommendations to return (1-10). max_price_usd: Optional per-call budget cap. category: Optional directory category filter. chain: Optional payment network filter, e.g. "base" or "solana". require_healthy: When true, only consider services marked health=ok. min_confidence: Optional x402scan quality floor (0.0-1.0). has_mcp: When true, only consider services with MCP endpoints. use_llm: Set false for deterministic retrieval-only fallback.

100.0/100

1 trials · measured 8 days ago

ask_services scores 100.0/100 on Vouch's measured behaviour index, from 1 real invocation trials against io.github.AgentTools-Cloud/agent-tools-mcp, measured 25 Aug 2026 under methodology v0.2.0. Every measured component scored 100.

Component breakdown

ComponentWeightValue
Reliability35%not applicable
Schema integrity25%100.0
Failure behaviour15%not applicable
Latency15%not applicable
Concurrency10%not applicable

Tool details

Transport
remote + stdio
Credential class
open
Category
Communication
Input schema
declared
Output schema
declared
Side-effect classification
unclassified
Declared input schema
{
  "type": "object",
  "title": "ask_servicesArguments",
  "required": [
    "intent"
  ],
  "properties": {
    "chain": {
      "anyOf": [
        {
          "type": "string"
        },
        {
          "type": "null"
        }
      ],
      "title": "Chain",
      "default": null
    },
    "top_k": {
      "type": "integer",
      "title": "Top K",
      "default": 5
    },
    "intent": {
      "type": "string",
      "title": "Intent"
    },
    "has_mcp": {
      "type": "boolean",
      "title": "Has Mcp",
      "default": false
    },
    "use_llm": {
      "type": "boolean",
      "title": "Use Llm",
      "default": true
    },
    "category": {
      "anyOf": [
        {
          "type": "string"
        },
        {
          "type": "null"
        }
      ],
      "title": "Category",
      "default": null
    },
    "max_price_usd": {
      "anyOf": [
        {
          "type": "number"
        },
        {
          "type": "null"
        }
      ],
      "title": "Max Price Usd",
      "default": null
    },
    "min_confidence": {
      "anyOf": [
        {
          "type": "number"
        },
        {
          "type": "null"
        }
      ],
      "title": "Min Confidence",
      "default": null
    },
    "require_healthy": {
      "type": "boolean",
      "title": "Require Healthy",
      "default": true
    }
  }
}

Score history

DayScoreTierMethodology
2026-08-25100.0shallowv0.2.0
2026-08-2498.3deepv0.1.0

Probe evidence

ProbeOutcomes
schema_integritypass: 1
reliabilitytimeout: 1, pass: 19
malformed_inputpass: 4
timeout_honourpass: 2
cancellationskipped: 2
concurrencypass: 20

Raw request/response logs are not archived yet — the outcome counts above are drawn directly from every recorded trial.

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Vouch score: ask_services
[![Vouch score](https://vouch.tools/api/tools/7b2066ba-fa5d-4e74-882f-0ef60c41c641/badge.svg)](https://vouch.tools/tools/7b2066ba-fa5d-4e74-882f-0ef60c41c641)