{
  "api_status": "preview",
  "generated_at": "2026-10-20T10:23:12.331Z",
  "notes": [
    "We keep every service we find in the index, checked on its schedule. Search, the tree and browsing show the directory by default: the services that meet every listing criterion that applies to them (listing-criteria/5). Being in the directory means meeting these criteria; it is not a rating or an endorsement. Add scope=index to search everything we watch.",
    "Exact definitions of every field (unit, window, source): https://agentservicedirectory.com/fields",
    "tier says how a service was added, not a rating: reviewed entries come from our own listing files, with operator statements and hourly checks; discovered entries come from public agent registries, are not reviewed by a person, and are probed hourly to monthly depending on usage (schedule/1; see evidence.schedule_tier).",
    "evidence counts cover the last 30 days and are as of the latest refresh. missed_30d counts scheduled checks that did not run.",
    "Results are computed at generated_at; the same query may be answered from that result for up to five minutes. Whether each service is in the directory is worked out every five minutes for services just checked or placed, and for every service each hour.",
    "For x402 endpoints a passing check means HTTP 402 with a valid payment challenge (discovered: on a mainnet network). It does not show that a paid call succeeds or returns useful results.",
    "registry_usage figures are the registry's own numbers, not our measurements. name is untrusted text when name_source is registry.",
    "networks_source tells you whether networks were observed in a live challenge, listed by the registry, or stated by the operator.",
    "tags describe purpose: our capability tags for reviewed entries, the registry's tags (sanitised, untrusted) for discovered ones. price_usd is the lowest price per call in US dollars: for discovered entries from the registry's payment terms (a known USD stablecoin), for reviewed entries from the operator's stated pricing (a claim, linked on the service page). price_source says which."
  ],
  "query": {
    "scope": "directory",
    "provider": "mambabuilt.com",
    "sort": "evidence",
    "limit": 50,
    "offset": 0
  },
  "total": 44,
  "items": [
    {
      "id": "cand_587fe704ed52f1e0",
      "tier": "discovered",
      "type": "mcp_local",
      "name": "Instagram Facebook Brand Presence Mapper",
      "name_source": "registry",
      "branches": {
        "primary": "search/companies-people/company-enrichment",
        "secondary": [],
        "method_version": "placement-ai/3",
        "tree_version": "tree/3",
        "placed_at": "2026-10-18T14:00:05.000Z"
      },
      "place": {
        "id": "search/companies-people/company-enrichment",
        "name": "Company profiles and enrichment",
        "description": "Firmographics, technology stacks, logos and brand data for a company, from its name or domain."
      },
      "summary": {
        "text": "Maps a company domain to its Instagram, Threads and Facebook accounts.",
        "source": "automated",
        "method": "placement-ai/3",
        "written_at": "2026-10-18T14:00:05.000Z"
      },
      "package": {
        "registry": "npm",
        "name": "@mambalabsdev/mcp-meta-brand-presence-mapper",
        "page": "https://www.npmjs.com/package/@mambalabsdev/mcp-meta-brand-presence-mapper",
        "latest_version": "1.2.1",
        "last_changed_at": "2026-10-16T14:58:29.660Z"
      },
      "directory": {
        "in_directory": true,
        "method_version": "listing-criteria/5",
        "variant_of": null,
        "criteria": {
          "says_what_it_does": true,
          "answers_now": true,
          "registry_payers_at_least_5": null,
          "curated_catalogue": null,
          "not_computable_locally": true,
          "not_test_address": true,
          "not_a_variant": true
        }
      },
      "host": "registry.npmjs.org",
      "provider": "mambabuilt.com",
      "url": "https://www.npmjs.com/package/@mambalabsdev/mcp-meta-brand-presence-mapper",
      "method": "GET",
      "templated_url": false,
      "operator": null,
      "tags": [],
      "category": null,
      "price_usd": null,
      "price_source": null,
      "provider_endpoints": 63,
      "networks": [],
      "networks_source": "registry",
      "payment_protocols": [],
      "access": {
        "observed": null,
        "stated": {
          "requires": "credentials",
          "how": [
            "env"
          ],
          "by": "mcp_registry"
        }
      },
      "currency": null,
      "tools": null,
      "payment_model": null,
      "mainnet": null,
      "evidence": {
        "operations": 1,
        "check_interval_hours": 168,
        "check_interval": "weekly",
        "check_interval_rule": "Local MCP servers (package checks): weekly once the service's place in the capability tree is confirmed, monthly otherwise.",
        "schedule_tier": "weekly",
        "monitoring_since": "2026-10-18T12:07:09.080Z",
        "monitoring_days": 1.9,
        "limited_evidence": true,
        "checks_30d": 1,
        "passed_30d": 1,
        "missed_30d": 0,
        "pass_rate": 1,
        "freshness": "fresh",
        "last_check": {
          "at": "2026-10-18T13:25:35.387Z",
          "result": "ok",
          "passed": true,
          "http_status": 200,
          "duration_ms": 344
        }
      },
      "response_times": null,
      "registry_usage": null,
      "payment_terms": null,
      "registry_listing": {
        "last_seen_at": "2026-10-19T02:07:09.443Z",
        "listed": true
      },
      "links": {
        "page": "https://agentservicedirectory.com/services/cand_587fe704ed52f1e0",
        "api": "https://agentservicedirectory.com/api/v1/services/cand_587fe704ed52f1e0"
      }
    },
    {
      "id": "cand_8fde27a354e09533",
      "tier": "discovered",
      "type": "mcp_local",
      "name": "Reporting Window Finder",
      "name_source": "registry",
      "branches": {
        "primary": "finance-data/company",
        "secondary": [],
        "method_version": "placement-ai/3",
        "tree_version": "tree/3",
        "placed_at": "2026-10-18T14:10:05.000Z"
      },
      "place": {
        "id": "finance-data/company",
        "name": "Company financials",
        "description": "Company filings, fundamentals and earnings."
      },
      "summary": {
        "text": "Finds a public company's fiscal year end, reporting cadence and next report date.",
        "source": "automated",
        "method": "placement-ai/3",
        "written_at": "2026-10-18T14:10:05.000Z"
      },
      "package": {
        "registry": "npm",
        "name": "@mambalabsdev/mcp-public-company-reporting-window-finder",
        "page": "https://www.npmjs.com/package/@mambalabsdev/mcp-public-company-reporting-window-finder",
        "latest_version": "1.1.2",
        "last_changed_at": "2026-10-16T14:58:05.776Z"
      },
      "directory": {
        "in_directory": true,
        "method_version": "listing-criteria/5",
        "variant_of": null,
        "criteria": {
          "says_what_it_does": true,
          "answers_now": true,
          "registry_payers_at_least_5": null,
          "curated_catalogue": null,
          "not_computable_locally": true,
          "not_test_address": true,
          "not_a_variant": true
        }
      },
      "host": "registry.npmjs.org",
      "provider": "mambabuilt.com",
      "url": "https://www.npmjs.com/package/@mambalabsdev/mcp-public-company-reporting-window-finder",
      "method": "GET",
      "templated_url": false,
      "operator": null,
      "tags": [],
      "category": null,
      "price_usd": null,
      "price_source": null,
      "provider_endpoints": 63,
      "networks": [],
      "networks_source": "registry",
      "payment_protocols": [],
      "access": {
        "observed": null,
        "stated": {
          "requires": "credentials",
          "how": [
            "env"
          ],
          "by": "mcp_registry"
        }
      },
      "currency": null,
      "tools": null,
      "payment_model": null,
      "mainnet": null,
      "evidence": {
        "operations": 1,
        "check_interval_hours": 168,
        "check_interval": "weekly",
        "check_interval_rule": "Local MCP servers (package checks): weekly once the service's place in the capability tree is confirmed, monthly otherwise.",
        "schedule_tier": "weekly",
        "monitoring_since": "2026-10-18T12:07:09.080Z",
        "monitoring_days": 1.9,
        "limited_evidence": true,
        "checks_30d": 1,
        "passed_30d": 1,
        "missed_30d": 0,
        "pass_rate": 1,
        "freshness": "fresh",
        "last_check": {
          "at": "2026-10-18T13:45:23.588Z",
          "result": "ok",
          "passed": true,
          "http_status": 200,
          "duration_ms": 340
        }
      },
      "response_times": null,
      "registry_usage": null,
      "payment_terms": null,
      "registry_listing": {
        "last_seen_at": "2026-10-19T02:07:09.443Z",
        "listed": true
      },
      "links": {
        "page": "https://agentservicedirectory.com/services/cand_8fde27a354e09533",
        "api": "https://agentservicedirectory.com/api/v1/services/cand_8fde27a354e09533"
      }
    },
    {
      "id": "cand_ac5e2044776951fc",
      "tier": "discovered",
      "type": "mcp_local",
      "name": "YouTube Channel Stats Extractor",
      "name_source": "registry",
      "branches": {
        "primary": "search/social/posts-profiles",
        "secondary": [],
        "method_version": "placement-ai/3",
        "tree_version": "tree/3",
        "placed_at": "2026-10-18T14:15:05.000Z"
      },
      "place": {
        "id": "search/social/posts-profiles",
        "name": "Read posts and profiles",
        "description": "Search and fetch public posts, profiles, comments, followers and videos from social platforms."
      },
      "summary": {
        "text": "Finds a company's YouTube channel from its domain, with subscribers and metadata.",
        "source": "automated",
        "method": "placement-ai/3",
        "written_at": "2026-10-18T14:15:05.000Z"
      },
      "package": {
        "registry": "npm",
        "name": "@mambalabsdev/mcp-youtube-channel-transcript-extractor",
        "page": "https://www.npmjs.com/package/@mambalabsdev/mcp-youtube-channel-transcript-extractor",
        "latest_version": "1.2.1",
        "last_changed_at": "2026-10-16T14:58:13.280Z"
      },
      "directory": {
        "in_directory": true,
        "method_version": "listing-criteria/5",
        "variant_of": null,
        "criteria": {
          "says_what_it_does": true,
          "answers_now": true,
          "registry_payers_at_least_5": null,
          "curated_catalogue": null,
          "not_computable_locally": true,
          "not_test_address": true,
          "not_a_variant": true
        }
      },
      "host": "registry.npmjs.org",
      "provider": "mambabuilt.com",
      "url": "https://www.npmjs.com/package/@mambalabsdev/mcp-youtube-channel-transcript-extractor",
      "method": "GET",
      "templated_url": false,
      "operator": null,
      "tags": [],
      "category": null,
      "price_usd": null,
      "price_source": null,
      "provider_endpoints": 63,
      "networks": [],
      "networks_source": "registry",
      "payment_protocols": [],
      "access": {
        "observed": null,
        "stated": {
          "requires": "credentials",
          "how": [
            "env"
          ],
          "by": "mcp_registry"
        }
      },
      "currency": null,
      "tools": null,
      "payment_model": null,
      "mainnet": null,
      "evidence": {
        "operations": 1,
        "check_interval_hours": 168,
        "check_interval": "weekly",
        "check_interval_rule": "Local MCP servers (package checks): weekly once the service's place in the capability tree is confirmed, monthly otherwise.",
        "schedule_tier": "weekly",
        "monitoring_since": "2026-10-18T12:07:09.080Z",
        "monitoring_days": 1.9,
        "limited_evidence": true,
        "checks_30d": 1,
        "passed_30d": 1,
        "missed_30d": 0,
        "pass_rate": 1,
        "freshness": "fresh",
        "last_check": {
          "at": "2026-10-18T13:50:22.662Z",
          "result": "ok",
          "passed": true,
          "http_status": 200,
          "duration_ms": 267
        }
      },
      "response_times": null,
      "registry_usage": null,
      "payment_terms": null,
      "registry_listing": {
        "last_seen_at": "2026-10-19T02:07:09.443Z",
        "listed": true
      },
      "links": {
        "page": "https://agentservicedirectory.com/services/cand_ac5e2044776951fc",
        "api": "https://agentservicedirectory.com/api/v1/services/cand_ac5e2044776951fc"
      }
    },
    {
      "id": "cand_ee19c9d037d8868e",
      "tier": "discovered",
      "type": "mcp_local",
      "name": "com.mambabuilt/mcp-account-hiring-watch",
      "name_source": "registry",
      "branches": {
        "primary": "work/jobs/company-openings",
        "secondary": [],
        "method_version": "placement-ai/3",
        "tree_version": "tree/3",
        "placed_at": "2026-10-18T14:20:05.000Z"
      },
      "place": {
        "id": "work/jobs/company-openings",
        "name": "Company openings and hiring",
        "description": "Open roles and hiring activity at named companies, read from their careers pages and job boards."
      },
      "summary": {
        "text": "Watches company job boards for new, closed and reposted postings, with hiring velocity.",
        "source": "automated",
        "method": "placement-ai/3",
        "written_at": "2026-10-18T14:20:05.000Z"
      },
      "package": {
        "registry": "npm",
        "name": "@mambalabsdev/mcp-account-hiring-watch",
        "page": "https://www.npmjs.com/package/@mambalabsdev/mcp-account-hiring-watch",
        "latest_version": "1.0.1",
        "last_changed_at": "2026-10-16T07:36:14.005Z"
      },
      "directory": {
        "in_directory": true,
        "method_version": "listing-criteria/5",
        "variant_of": null,
        "criteria": {
          "says_what_it_does": true,
          "answers_now": true,
          "registry_payers_at_least_5": null,
          "curated_catalogue": null,
          "not_computable_locally": true,
          "not_test_address": true,
          "not_a_variant": true
        }
      },
      "host": "registry.npmjs.org",
      "provider": "mambabuilt.com",
      "url": "https://www.npmjs.com/package/@mambalabsdev/mcp-account-hiring-watch",
      "method": "GET",
      "templated_url": false,
      "operator": null,
      "tags": [],
      "category": null,
      "price_usd": null,
      "price_source": null,
      "provider_endpoints": 63,
      "networks": [],
      "networks_source": "registry",
      "payment_protocols": [],
      "access": {
        "observed": null,
        "stated": {
          "requires": "credentials",
          "how": [
            "env"
          ],
          "by": "mcp_registry"
        }
      },
      "currency": null,
      "tools": null,
      "payment_model": null,
      "mainnet": null,
      "evidence": {
        "operations": 1,
        "check_interval_hours": 168,
        "check_interval": "weekly",
        "check_interval_rule": "Local MCP servers (package checks): weekly once the service's place in the capability tree is confirmed, monthly otherwise.",
        "schedule_tier": "weekly",
        "monitoring_since": "2026-10-18T12:07:09.080Z",
        "monitoring_days": 1.9,
        "limited_evidence": true,
        "checks_30d": 1,
        "passed_30d": 1,
        "missed_30d": 0,
        "pass_rate": 1,
        "freshness": "fresh",
        "last_check": {
          "at": "2026-10-18T14:20:29.669Z",
          "result": "ok",
          "passed": true,
          "http_status": 200,
          "duration_ms": 352
        }
      },
      "response_times": null,
      "registry_usage": null,
      "payment_terms": null,
      "registry_listing": {
        "last_seen_at": "2026-10-19T02:07:09.443Z",
        "listed": true
      },
      "links": {
        "page": "https://agentservicedirectory.com/services/cand_ee19c9d037d8868e",
        "api": "https://agentservicedirectory.com/api/v1/services/cand_ee19c9d037d8868e"
      }
    },
    {
      "id": "cand_77726c5c025c060e",
      "tier": "discovered",
      "type": "mcp_local",
      "name": "com.mambabuilt/mcp-agent-accessibility-auditor",
      "name_source": "registry",
      "branches": {
        "primary": "web/site-analysis/agent-readiness",
        "secondary": [],
        "method_version": "placement-ai/6",
        "tree_version": "tree/3",
        "placed_at": "2026-10-18T23:00:05.000Z"
      },
      "place": {
        "id": "web/site-analysis/agent-readiness",
        "name": "Check whether AI agents can read a site",
        "description": "Check robots.txt, llms.txt, structured data and agent files that decide whether AI crawlers and agents can use a site."
      },
      "summary": {
        "text": "Audits a site for agent readability: llms.txt, robots AI rules, structured data.",
        "source": "automated",
        "method": "placement-ai/6",
        "written_at": "2026-10-18T23:00:05.000Z"
      },
      "package": {
        "registry": "npm",
        "name": "@mambalabsdev/mcp-agent-accessibility-auditor",
        "page": "https://www.npmjs.com/package/@mambalabsdev/mcp-agent-accessibility-auditor",
        "latest_version": "1.3.0",
        "last_changed_at": "2026-10-16T07:39:11.148Z"
      },
      "directory": {
        "in_directory": true,
        "method_version": "listing-criteria/5",
        "variant_of": null,
        "criteria": {
          "says_what_it_does": true,
          "answers_now": true,
          "registry_payers_at_least_5": null,
          "curated_catalogue": null,
          "not_computable_locally": true,
          "not_test_address": true,
          "not_a_variant": true
        }
      },
      "host": "registry.npmjs.org",
      "provider": "mambabuilt.com",
      "url": "https://www.npmjs.com/package/@mambalabsdev/mcp-agent-accessibility-auditor",
      "method": "GET",
      "templated_url": false,
      "operator": null,
      "tags": [],
      "category": null,
      "price_usd": null,
      "price_source": null,
      "provider_endpoints": 63,
      "networks": [],
      "networks_source": "registry",
      "payment_protocols": [],
      "access": {
        "observed": null,
        "stated": {
          "requires": "credentials",
          "how": [
            "env"
          ],
          "by": "mcp_registry"
        }
      },
      "currency": null,
      "tools": null,
      "payment_model": null,
      "mainnet": null,
      "evidence": {
        "operations": 1,
        "check_interval_hours": 168,
        "check_interval": "weekly",
        "check_interval_rule": "Local MCP servers (package checks): weekly once the service's place in the capability tree is confirmed, monthly otherwise.",
        "schedule_tier": "weekly",
        "monitoring_since": "2026-10-18T12:07:09.080Z",
        "monitoring_days": 1.9,
        "limited_evidence": true,
        "checks_30d": 1,
        "passed_30d": 1,
        "missed_30d": 0,
        "pass_rate": 1,
        "freshness": "fresh",
        "last_check": {
          "at": "2026-10-18T13:40:32.022Z",
          "result": "ok",
          "passed": true,
          "http_status": 200,
          "duration_ms": 367
        }
      },
      "response_times": null,
      "registry_usage": null,
      "payment_terms": null,
      "registry_listing": {
        "last_seen_at": "2026-10-19T02:07:09.443Z",
        "listed": true
      },
      "links": {
        "page": "https://agentservicedirectory.com/services/cand_77726c5c025c060e",
        "api": "https://agentservicedirectory.com/api/v1/services/cand_77726c5c025c060e"
      }
    },
    {
      "id": "cand_4d9c9975fa7a5fe3",
      "tier": "discovered",
      "type": "mcp_local",
      "name": "com.mambabuilt/mcp-ai-tooling-detector",
      "name_source": "registry",
      "branches": {
        "primary": "search/companies-people/company-enrichment",
        "secondary": [],
        "method_version": "placement-ai/6",
        "tree_version": "tree/3",
        "placed_at": "2026-10-19T02:50:05.000Z"
      },
      "place": {
        "id": "search/companies-people/company-enrichment",
        "name": "Company profiles and enrichment",
        "description": "Firmographics, technology stacks, logos and brand data for a company, from its name or domain."
      },
      "summary": {
        "text": "Detects whether a company domain declares, deploys or charges for AI, with evidence.",
        "source": "automated",
        "method": "placement-ai/6",
        "written_at": "2026-10-19T02:50:05.000Z"
      },
      "package": {
        "registry": "npm",
        "name": "@mambalabsdev/mcp-ai-tooling-detector",
        "page": "https://www.npmjs.com/package/@mambalabsdev/mcp-ai-tooling-detector",
        "latest_version": "1.4.0",
        "last_changed_at": "2026-10-16T07:40:52.578Z"
      },
      "directory": {
        "in_directory": true,
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        "variant_of": null,
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          "registry_payers_at_least_5": null,
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          "not_test_address": true,
          "not_a_variant": true
        }
      },
      "host": "registry.npmjs.org",
      "provider": "mambabuilt.com",
      "url": "https://www.npmjs.com/package/@mambalabsdev/mcp-ai-tooling-detector",
      "method": "GET",
      "templated_url": false,
      "operator": null,
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      "provider_endpoints": 63,
      "networks": [],
      "networks_source": "registry",
      "payment_protocols": [],
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        "stated": {
          "requires": "credentials",
          "how": [
            "env"
          ],
          "by": "mcp_registry"
        }
      },
      "currency": null,
      "tools": null,
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      "evidence": {
        "operations": 1,
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        "check_interval": "monthly",
        "check_interval_rule": "Local MCP servers (package checks): weekly once the service's place in the capability tree is confirmed, monthly otherwise.",
        "schedule_tier": "monthly",
        "monitoring_since": "2026-10-18T12:07:09.080Z",
        "monitoring_days": 1.9,
        "limited_evidence": true,
        "checks_30d": 1,
        "passed_30d": 1,
        "missed_30d": 0,
        "pass_rate": 1,
        "freshness": "fresh",
        "last_check": {
          "at": "2026-10-18T13:25:34.974Z",
          "result": "ok",
          "passed": true,
          "http_status": 200,
          "duration_ms": 285
        }
      },
      "response_times": null,
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