{
  "x402Version": 2,
  "id": 29814,
  "slug": "29814",
  "resource": "https://api.nohumans.directory/v1/demand/clusters",
  "description": "What AI agents search for when they look for paid APIs and data: the last 30 days of searches on nohumans.directory, refreshed every 15 minutes, grouped by meaning. Each need has example phrasings, searches, distinct clients, and how many results they got (near zero = unmet demand). Use it to decide what paid API or dataset to build. Sellers checking their own listings and lookups of a service's own name are listed apart. A need shows only when 3+ clients asked.",
  "type": "http",
  "serviceName": "nohumans.directory",
  "resourceType": "Market Data",
  "accepts": [
    {
      "scheme": "exact",
      "network": "eip155:8453",
      "payTo": "0xA733875f2F7E8A2817040B5c60B63Ae07D58a1d6",
      "asset": "0x833589fCD6eDb6E08f4c7C32D4f71b54bdA02913",
      "amount": "250000",
      "amountUsd": 0.25,
      "maxTimeoutSeconds": 60
    }
  ],
  "outputSchema": {
    "properties": {
      "example": {
        "properties": {
          "clusters": {
            "description": "needs, most distinct clients first",
            "items": {
              "properties": {
                "avg_result_count": {
                  "description": "near 0 = unmet demand",
                  "type": "number"
                },
                "buyer_asks": {
                  "description": "searches, sellers' self-checks removed",
                  "type": "integer"
                },
                "buyer_client_ips": {
                  "description": "distinct non-seller clients",
                  "type": "integer"
                },
                "distinct_clients": {
                  "type": "integer"
                },
                "distinct_query_texts": {
                  "type": "integer"
                },
                "example_queries": {
                  "items": {
                    "type": "string"
                  },
                  "type": "array"
                },
                "label": {
                  "type": "string"
                },
                "query_count": {
                  "type": "integer"
                },
                "self_monitoring_asks": {
                  "type": "integer"
                },
                "self_monitoring_client_ips": {
                  "type": "integer"
                },
                "top_categories": {
                  "type": "object"
                }
              },
              "type": "object"
            },
            "type": "array"
          },
          "clusters_below_privacy_floor": {
            "type": "integer"
          },
          "delay_seconds": {
            "description": "0: the window ends when the copy was built",
            "type": "integer"
          },
          "distinct_query_texts": {
            "type": "integer"
          },
          "excluded_short_queries": {
            "type": "integer"
          },
          "generated_at": {
            "description": "when this copy was built; rebuilt every refresh_seconds",
            "type": "integer"
          },
          "named_listing_lookup_rule": {
            "type": "string"
          },
          "named_listing_lookup_searches": {
            "type": "integer"
          },
          "named_listing_lookups": {
            "items": {
              "properties": {
                "client_ips": {
                  "type": "integer"
                },
                "searches": {
                  "type": "integer"
                },
                "share_asking_only_this_service": {
                  "type": "number"
                },
                "term": {
                  "type": "string"
                }
              },
              "type": "object"
            },
            "type": "array"
          },
          "note": {
            "type": "string"
          },
          "refresh_seconds": {
            "type": "integer"
          },
          "scripted_rotation": {
            "items": {
              "properties": {
                "client_ips": {
                  "type": "integer"
                },
                "searches": {
                  "type": "integer"
                },
                "share_single_search_client_ips": {
                  "type": "number"
                },
                "term": {
                  "type": "string"
                }
              },
              "type": "object"
            },
            "type": "array"
          },
          "scripted_rotation_rule": {
            "type": "string"
          },
          "scripted_rotation_searches": {
            "type": "integer"
          },
          "texts_pending_grouping": {
            "description": "phrasings first seen since the last build, counted but not grouped yet",
            "type": "integer"
          },
          "total_queries_analyzed": {
            "type": "integer"
          },
          "window_complete": {
            "type": "boolean"
          },
          "window_days": {
            "type": "integer"
          },
          "window_ends_at": {
            "type": "integer"
          },
          "window_starts_at": {
            "type": "integer"
          }
        },
        "required": [
          "window_days",
          "total_queries_analyzed",
          "clusters"
        ],
        "type": "object"
      },
      "type": {
        "type": "string"
      }
    },
    "required": [
      "type"
    ],
    "type": "object"
  },
  "extensions": {
    "bazaar": {
      "info": {
        "input": {
          "discoverable": true,
          "method": "GET",
          "type": "http"
        },
        "output": {
          "example": {
            "clusters": [
              {
                "avg_result_count": 0.4,
                "buyer_asks": 44,
                "buyer_client_ips": 6,
                "distinct_clients": 7,
                "distinct_query_texts": 2,
                "example_queries": [
                  "ECB reference rates",
                  "euro fx rates daily"
                ],
                "label": "ECB reference rates",
                "query_count": 47,
                "self_monitoring_asks": 3,
                "self_monitoring_client_ips": 1,
                "top_categories": {
                  "data.fx": 12
                }
              }
            ],
            "clusters_below_privacy_floor": 41,
            "delay_seconds": 0,
            "distinct_query_texts": 312,
            "excluded_short_queries": 18,
            "generated_at": 1790000000,
            "named_listing_lookup_searches": 0,
            "named_listing_lookups": [],
            "refresh_seconds": 900,
            "texts_pending_grouping": 3,
            "total_queries_analyzed": 1234,
            "window_complete": true,
            "window_days": 30,
            "window_ends_at": 1790000000,
            "window_starts_at": 1787400000
          },
          "type": "json"
        }
      },
      "routeTemplate": "/v1/demand/clusters",
      "schema": {
        "$schema": "https://json-schema.org/draft/2020-12/schema",
        "properties": {
          "input": {
            "properties": {
              "discoverable": {
                "type": "boolean"
              },
              "method": {
                "enum": [
                  "GET"
                ],
                "type": "string"
              },
              "queryParams": {
                "properties": {},
                "required": [],
                "type": "object"
              },
              "type": {
                "const": "http",
                "type": "string"
              }
            },
            "required": [
              "type",
              "method"
            ],
            "type": "object"
          },
          "output": {
            "properties": {
              "example": {
                "properties": {
                  "clusters": {
                    "description": "needs, most distinct clients first",
                    "items": {
                      "properties": {
                        "avg_result_count": {
                          "description": "near 0 = unmet demand",
                          "type": "number"
                        },
                        "buyer_asks": {
                          "description": "searches, sellers' self-checks removed",
                          "type": "integer"
                        },
                        "buyer_client_ips": {
                          "description": "distinct non-seller clients",
                          "type": "integer"
                        },
                        "distinct_clients": {
                          "type": "integer"
                        },
                        "distinct_query_texts": {
                          "type": "integer"
                        },
                        "example_queries": {
                          "items": {
                            "type": "string"
                          },
                          "type": "array"
                        },
                        "label": {
                          "type": "string"
                        },
                        "query_count": {
                          "type": "integer"
                        },
                        "self_monitoring_asks": {
                          "type": "integer"
                        },
                        "self_monitoring_client_ips": {
                          "type": "integer"
                        },
                        "top_categories": {
                          "type": "object"
                        }
                      },
                      "type": "object"
                    },
                    "type": "array"
                  },
                  "clusters_below_privacy_floor": {
                    "type": "integer"
                  },
                  "delay_seconds": {
                    "description": "0: the window ends when the copy was built",
                    "type": "integer"
                  },
                  "distinct_query_texts": {
                    "type": "integer"
                  },
                  "excluded_short_queries": {
                    "type": "integer"
                  },
                  "generated_at": {
                    "description": "when this copy was built; rebuilt every refresh_seconds",
                    "type": "integer"
                  },
                  "named_listing_lookup_rule": {
                    "type": "string"
                  },
                  "named_listing_lookup_searches": {
                    "type": "integer"
                  },
                  "named_listing_lookups": {
                    "items": {
                      "properties": {
                        "client_ips": {
                          "type": "integer"
                        },
                        "searches": {
                          "type": "integer"
                        },
                        "share_asking_only_this_service": {
                          "type": "number"
                        },
                        "term": {
                          "type": "string"
                        }
                      },
                      "type": "object"
                    },
                    "type": "array"
                  },
                  "note": {
                    "type": "string"
                  },
                  "refresh_seconds": {
                    "type": "integer"
                  },
                  "scripted_rotation": {
                    "items": {
                      "properties": {
                        "client_ips": {
                          "type": "integer"
                        },
                        "searches": {
                          "type": "integer"
                        },
                        "share_single_search_client_ips": {
                          "type": "number"
                        },
                        "term": {
                          "type": "string"
                        }
                      },
                      "type": "object"
                    },
                    "type": "array"
                  },
                  "scripted_rotation_rule": {
                    "type": "string"
                  },
                  "scripted_rotation_searches": {
                    "type": "integer"
                  },
                  "texts_pending_grouping": {
                    "description": "phrasings first seen since the last build, counted but not grouped yet",
                    "type": "integer"
                  },
                  "total_queries_analyzed": {
                    "type": "integer"
                  },
                  "window_complete": {
                    "type": "boolean"
                  },
                  "window_days": {
                    "type": "integer"
                  },
                  "window_ends_at": {
                    "type": "integer"
                  },
                  "window_starts_at": {
                    "type": "integer"
                  }
                },
                "required": [
                  "window_days",
                  "total_queries_analyzed",
                  "clusters"
                ],
                "type": "object"
              },
              "type": {
                "type": "string"
              }
            },
            "required": [
              "type"
            ],
            "type": "object"
          }
        },
        "required": [
          "input"
        ],
        "type": "object"
      }
    },
    "builder-code": {
      "info": {
        "a": "bc_jght1wny"
      },
      "schema": {
        "$schema": "https://json-schema.org/draft/2020-12/schema",
        "additionalProperties": false,
        "properties": {
          "a": {
            "description": "App builder code",
            "pattern": "^[a-z0-9_]{1,32}$",
            "type": "string"
          },
          "s": {
            "description": "Service builder codes",
            "items": {
              "pattern": "^[a-z0-9_]{1,32}$",
              "type": "string"
            },
            "maxItems": 11,
            "type": "array"
          },
          "w": {
            "description": "Wallet builder code",
            "pattern": "^[a-z0-9_]{1,32}$",
            "type": "string"
          }
        },
        "type": "object"
      }
    }
  },
  "tags": [
    "agent-demand",
    "market-research",
    "search-trends",
    "api-ideas",
    "unmet-demand",
    "bazaar",
    "builder-code"
  ],
  "sourceHost": "api.nohumans.directory",
  "lastUpdated": "2026-10-09T22:51:11.917Z",
  "quality": {
    "calls30d": 5,
    "uniquePayers30d": 4,
    "lastCalledAt": "2026-10-09T22:51:46.362Z"
  },
  "metadata": {
    "serviceName": "nohumans.directory",
    "extensions": {
      "bazaar": {
        "info": {
          "input": {
            "discoverable": true,
            "method": "GET",
            "type": "http"
          },
          "output": {
            "example": {
              "clusters": [
                {
                  "avg_result_count": 0.4,
                  "buyer_asks": 44,
                  "buyer_client_ips": 6,
                  "distinct_clients": 7,
                  "distinct_query_texts": 2,
                  "example_queries": [
                    "ECB reference rates",
                    "euro fx rates daily"
                  ],
                  "label": "ECB reference rates",
                  "query_count": 47,
                  "self_monitoring_asks": 3,
                  "self_monitoring_client_ips": 1,
                  "top_categories": {
                    "data.fx": 12
                  }
                }
              ],
              "clusters_below_privacy_floor": 41,
              "delay_seconds": 0,
              "distinct_query_texts": 312,
              "excluded_short_queries": 18,
              "generated_at": 1790000000,
              "named_listing_lookup_searches": 0,
              "named_listing_lookups": [],
              "refresh_seconds": 900,
              "texts_pending_grouping": 3,
              "total_queries_analyzed": 1234,
              "window_complete": true,
              "window_days": 30,
              "window_ends_at": 1790000000,
              "window_starts_at": 1787400000
            },
            "type": "json"
          }
        },
        "routeTemplate": "/v1/demand/clusters",
        "schema": {
          "$schema": "https://json-schema.org/draft/2020-12/schema",
          "properties": {
            "input": {
              "properties": {
                "discoverable": {
                  "type": "boolean"
                },
                "method": {
                  "enum": [
                    "GET"
                  ],
                  "type": "string"
                },
                "queryParams": {
                  "properties": {},
                  "required": [],
                  "type": "object"
                },
                "type": {
                  "const": "http",
                  "type": "string"
                }
              },
              "required": [
                "type",
                "method"
              ],
              "type": "object"
            },
            "output": {
              "properties": {
                "example": {
                  "properties": {
                    "clusters": {
                      "description": "needs, most distinct clients first",
                      "items": {
                        "properties": {
                          "avg_result_count": {
                            "description": "near 0 = unmet demand",
                            "type": "number"
                          },
                          "buyer_asks": {
                            "description": "searches, sellers' self-checks removed",
                            "type": "integer"
                          },
                          "buyer_client_ips": {
                            "description": "distinct non-seller clients",
                            "type": "integer"
                          },
                          "distinct_clients": {
                            "type": "integer"
                          },
                          "distinct_query_texts": {
                            "type": "integer"
                          },
                          "example_queries": {
                            "items": {
                              "type": "string"
                            },
                            "type": "array"
                          },
                          "label": {
                            "type": "string"
                          },
                          "query_count": {
                            "type": "integer"
                          },
                          "self_monitoring_asks": {
                            "type": "integer"
                          },
                          "self_monitoring_client_ips": {
                            "type": "integer"
                          },
                          "top_categories": {
                            "type": "object"
                          }
                        },
                        "type": "object"
                      },
                      "type": "array"
                    },
                    "clusters_below_privacy_floor": {
                      "type": "integer"
                    },
                    "delay_seconds": {
                      "description": "0: the window ends when the copy was built",
                      "type": "integer"
                    },
                    "distinct_query_texts": {
                      "type": "integer"
                    },
                    "excluded_short_queries": {
                      "type": "integer"
                    },
                    "generated_at": {
                      "description": "when this copy was built; rebuilt every refresh_seconds",
                      "type": "integer"
                    },
                    "named_listing_lookup_rule": {
                      "type": "string"
                    },
                    "named_listing_lookup_searches": {
                      "type": "integer"
                    },
                    "named_listing_lookups": {
                      "items": {
                        "properties": {
                          "client_ips": {
                            "type": "integer"
                          },
                          "searches": {
                            "type": "integer"
                          },
                          "share_asking_only_this_service": {
                            "type": "number"
                          },
                          "term": {
                            "type": "string"
                          }
                        },
                        "type": "object"
                      },
                      "type": "array"
                    },
                    "note": {
                      "type": "string"
                    },
                    "refresh_seconds": {
                      "type": "integer"
                    },
                    "scripted_rotation": {
                      "items": {
                        "properties": {
                          "client_ips": {
                            "type": "integer"
                          },
                          "searches": {
                            "type": "integer"
                          },
                          "share_single_search_client_ips": {
                            "type": "number"
                          },
                          "term": {
                            "type": "string"
                          }
                        },
                        "type": "object"
                      },
                      "type": "array"
                    },
                    "scripted_rotation_rule": {
                      "type": "string"
                    },
                    "scripted_rotation_searches": {
                      "type": "integer"
                    },
                    "texts_pending_grouping": {
                      "description": "phrasings first seen since the last build, counted but not grouped yet",
                      "type": "integer"
                    },
                    "total_queries_analyzed": {
                      "type": "integer"
                    },
                    "window_complete": {
                      "type": "boolean"
                    },
                    "window_days": {
                      "type": "integer"
                    },
                    "window_ends_at": {
                      "type": "integer"
                    },
                    "window_starts_at": {
                      "type": "integer"
                    }
                  },
                  "required": [
                    "window_days",
                    "total_queries_analyzed",
                    "clusters"
                  ],
                  "type": "object"
                },
                "type": {
                  "type": "string"
                }
              },
              "required": [
                "type"
              ],
              "type": "object"
            }
          },
          "required": [
            "input"
          ],
          "type": "object"
        }
      },
      "builder-code": {
        "info": {
          "a": "bc_jght1wny"
        },
        "schema": {
          "$schema": "https://json-schema.org/draft/2020-12/schema",
          "additionalProperties": false,
          "properties": {
            "a": {
              "description": "App builder code",
              "pattern": "^[a-z0-9_]{1,32}$",
              "type": "string"
            },
            "s": {
              "description": "Service builder codes",
              "items": {
                "pattern": "^[a-z0-9_]{1,32}$",
                "type": "string"
              },
              "maxItems": 11,
              "type": "array"
            },
            "w": {
              "description": "Wallet builder code",
              "pattern": "^[a-z0-9_]{1,32}$",
              "type": "string"
            }
          },
          "type": "object"
        }
      }
    }
  },
  "liveness": {
    "reliability": null
  },
  "verified": false,
  "featured": false,
  "provider": {
    "host": "api.nohumans.directory",
    "manifest_name": "api.nohumans.directory",
    "source": "cdp-mirror",
    "source_manifest_url": "https://api.cdp.coinbase.com/platform/v2/x402/discovery/resources",
    "submitted_at": "2026-10-14T01:15:01.050Z"
  },
  "exampleResponse": {
    "example": {
      "clusters": [
        {
          "avg_result_count": 0,
          "buyer_asks": 0,
          "buyer_client_ips": 0,
          "distinct_clients": 0,
          "distinct_query_texts": 0,
          "example_queries": [
            "string"
          ],
          "label": "string",
          "query_count": 0,
          "self_monitoring_asks": 0,
          "self_monitoring_client_ips": 0,
          "top_categories": {}
        }
      ],
      "clusters_below_privacy_floor": 0,
      "delay_seconds": 0,
      "distinct_query_texts": 0,
      "excluded_short_queries": 0,
      "generated_at": 0,
      "named_listing_lookup_rule": "string",
      "named_listing_lookup_searches": 0,
      "named_listing_lookups": [
        {
          "client_ips": 0,
          "searches": 0,
          "share_asking_only_this_service": 0,
          "term": "string"
        }
      ],
      "note": "string",
      "refresh_seconds": 0,
      "scripted_rotation": [
        {
          "client_ips": 0,
          "searches": 0,
          "share_single_search_client_ips": 0,
          "term": "string"
        }
      ],
      "scripted_rotation_rule": "string",
      "scripted_rotation_searches": 0,
      "texts_pending_grouping": 0,
      "total_queries_analyzed": 0,
      "window_complete": true,
      "window_days": 0,
      "window_ends_at": 0,
      "window_starts_at": 0
    },
    "type": "string"
  }
}