ToolAssay

Find MCP servers matching a need, ranked by semantic similarity over a curated s

Find MCP servers matching a need, ranked by semantic similarity over a curated snapshot of 10101 MCP servers. Returns name, endpoint, description, source registry and a 0-1 relevance per match. Paid POST: up to 25 matches. Try GET /discover/sample.

Answeringour last check, 2026-09-25
1 of 1checks answered this week
954 msmedian answer time
$0.001listed price per call
$0.001price it asked us

Paid test badge: not yet. The checks above are free: we call the tool without paying and read the payment request it sends back. The Verified badge needs paid calls whose answers match the promised output, and nobody can buy a badge.

Endpoint

POST https://x402.agentindex.world/discover

CategoryCompany and compliance
Provider hostx402.agentindex.world
Networkseip155:8453
Payment schemesexact
Self-reported calls, 30 days2 from 1 payers (the provider's figure, not ours)

Our checks, last 30 days

DayResultHTTPAskedTime
2026-09-25 valid payment request 402$0.001 954 ms

Example input (from the provider)

{
  "body": {
    "q": "read a PDF and give me markdown"
  },
  "bodyType": "json",
  "method": "POST",
  "type": "http"
}

Promised output schema (from the provider)

{
  "$schema": "https://json-schema.org/draft/2020-12/schema",
  "properties": {
    "input": {
      "additionalProperties": false,
      "properties": {
        "body": {
          "properties": {
            "max_results": {
              "description": "Maximum number of servers to return (default 5).",
              "maximum": 25,
              "minimum": 1,
              "type": "integer"
            },
            "min_similarity": {
              "description": "Minimum cosine similarity to include a result (default 0.30). Raise it for fewer, closer matches.",
              "maximum": 1,
              "minimum": 0,
              "type": "number"
            },
            "q": {
              "description": "The need to match, in plain language - e.g. \"read a PDF and give me markdown\" or \"persistent knowledge graph\". Matched against 10101 MCP servers (official registry + carnet) by semantic similarity.",
              "type": "string"
            }
          },
          "required": [
            "q"
          ]
        },
        "bodyType": {
          "enum": [
            "json",
            "form-data",
            "text"
          ],
          "type": "string"
        },
        "method": {
          "enum": [
            "POST",
            "PUT",
            "PATCH"
          ],
          "type": "string"
        },
        "type": {
          "const": "http",
          "type": "string"
        }
      },
      "required": [
        "type",
        "method",
        "bodyType",
        "body"
      ],
      "type": "object"
    },
    "output": {
      "properties": {
        "example": {
          "properties": {
            "matches": {
              "description": "Number of servers above the threshold before the top-N cut.",
              "type": "integer"
            },
            "min_similarity": {
              "description": "The similarity threshold applied.",
              "type": "number"
            },
            "q": {
              "description": "The query that was matched."
            },
            "results": {
              "description": "Best-matching MCP servers, most relevant first.",
              "items": {
                "properties": {
                  "description": {
                    "description": "What the server does, as observed.",
                    "type": "string"
                  },
                  "name": {
                    "description": "Server name as observed.",
                    "type": "string"
                  },
                  "registry": {
                    "description": "Registry or listing where it was seen."
                  },
                  "relevance": {
                    "description": "Cosine similarity between the query and this server, 0 to 1.",
                    "type": "number"
                  },
                  "url": {
                    "description": "Endpoint URL, when one was observed."
                  }
                },
                "type": "object"
              },
              "type": "array"
            },
            "snapshot_date": {
              "description": "Date the underlying MCP snapshot was taken.",
              "type": "string"
            },
            "snapshot_rows": {
              "description": "Number of MCP servers in the snapshot.",
              "type": "integer"
            }
          },
          "required": [
            "q",
            "results"
          ],
          "type": "object"
        },
        "type": {
          "type": "string"
        }
      },
      "required": [
        "type"
      ],
      "type": "object"
    }
  },
  "required": [
    "input"
  ],
  "type": "object"
}

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