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Neuronto ARD Registry: Agentic Resource Discovery (ARD) Index

Find an agentic resource

find_resource
Read-onlyIdempotent

Search for an MCP server, skill, agent, API or other callable capability for a task, across this index and every other public ARD registry at once. Returns ranked matches with a relevance score, the endpoint to connect to, and which registries carry each result. The score is relevance only and is not a trust or safety rating. Filter by payment (free, payable, x402, mpp) and a maximum price per call: terms come from the publisher's manifest or the endpoint's own 402 answer, and the caller pays the provider directly.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
kindNoRestrict to one family of resource. Matching is normalised, so 'mcp-server' finds them under every media type in circulation, and 'a2a-agent' or 'agent' both reach A2A cards and ACP, OASF and AgentFacts descriptors. 'webmcp' is browser-page tools, which are not callable servers.any
limitNo
queryYesThe task, in plain language. For example: 'scrape a website behind cloudflare'.
networkNoPayment network, for example base, solana, tempo or stripe.
paymentNoKeep only resources with this payment requirement. 'free' means none is known; 'payable' means a price or a 402 is known.any
federateNoAlso query upstream registries live and fuse the rankings. Off is faster.
max_price_per_callNoMost you will pay for one call, in US dollars. A resource whose price is unknown is excluded.

Schema Changelog

Changes observed during successful MCP inspections.

  1. Changed3 schema fields changed
    • addedInput schema / properties / max_price_per_call
      Added value: +{
      +  "description": "Most you will pay for one call, in US dollars. A resource whose price is unknown is excluded.",
      +  "minimum": 0,
      +  "type": "number"
      +}
    • addedInput schema / properties / network
      Added value: +{
      +  "description": "Payment network, for example base, solana, tempo or stripe.",
      +  "type": "string"
      +}
    • addedInput schema / properties / payment
      Added value: +{
      +  "default": "any",
      +  "description": "Keep only resources with this payment requirement. 'free' means none is known; 'payable' means a price or a 402 is known.",
      +  "enum": [
      +    "any",
      +    "free",
      +    "payable",
      +    "x402",
      +    "mpp",
      +    "card"
      +  ],
      +  "type": "string"
      +}
  2. First observed

TDQS

A4.2/5.0
Behavior5/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnly/idempotent/openWorld/non-destructive, and the description adds material behavior the annotations cannot convey: the federated live query to upstream registries, ranked fusion, the fact that the returned score is relevance only and not a trust or safety signal, and that payment terms come from the publisher manifest or the endpoint's own 402 with the caller paying the provider directly.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Three sentences, front-loaded with what the tool does and immediately followed by the return shape and a critical caveat about the score's meaning. Dense but every sentence carries distinct information; no filler.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness5/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

With no output schema, the description carries the return-shape burden and does it: ranked matches, relevance score, endpoint to connect to, and which registries carry each result. Combined with payment-term provenance, an agent has enough to call and interpret this tool correctly.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters4/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema coverage is 86%, so the baseline is 3, but the description adds real semantic depth the schema lacks: the distinction between 'free' (none known) and 'payable' (price or 402 known), the source of price terms, and direct caller-to-provider payment. It says nothing about 'kind', 'limit', 'federate' or 'network' beyond the schema.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose4/5

Does the description clearly state what the tool does and how it differs from similar tools?

States a specific verb and resource ('Search for an MCP server, skill, agent, API or other callable capability for a task') and precisely scopes it ('across this index and every other public ARD registry at once'). It never names or contrasts the sibling find_tool, so an agent must infer the split between the two finders.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines3/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

Usage is implied rather than stated: the description covers payment filtering and price caps, suggesting when those filters matter, but gives no explicit guidance on when to use this over find_tool or registry_stats. No prerequisites or exclusions are named.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

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