{
  "api_status": "preview",
  "generated_at": "2026-10-20T14:12:13.009Z",
  "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": "mcparmory.com",
    "sort": "evidence",
    "limit": 50,
    "offset": 0
  },
  "total": 60,
  "items": [
    {
      "id": "cand_bf83487592c57cc5",
      "tier": "discovered",
      "type": "mcp_local",
      "name": "com.mcparmory/agentql",
      "name_source": "registry",
      "branches": {
        "primary": "web/fetch/read-page",
        "secondary": [],
        "method_version": "placement-ai/3",
        "tree_version": "tree/3",
        "placed_at": "2026-10-18T14:15:05.000Z"
      },
      "place": {
        "id": "web/fetch/read-page",
        "name": "Read and extract from pages",
        "description": "Fetch given pages and return their content, or fields pulled from them, as Markdown, text or JSON."
      },
      "summary": {
        "text": "Queries webpages in natural language and returns structured data extracted from them.",
        "source": "automated",
        "method": "placement-ai/3",
        "written_at": "2026-10-18T14:15:05.000Z"
      },
      "package": {
        "registry": "pypi",
        "name": "mcparmory-agentql",
        "page": "https://pypi.org/project/mcparmory-agentql/",
        "latest_version": "1.0.8",
        "last_changed_at": "2026-05-11T22:50:36.276306Z"
      },
      "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": "pypi.org",
      "provider": "mcparmory.com",
      "url": "https://pypi.org/project/mcparmory-agentql/",
      "method": "GET",
      "templated_url": false,
      "operator": null,
      "tags": [],
      "category": null,
      "price_usd": null,
      "price_source": null,
      "provider_endpoints": 76,
      "networks": [],
      "networks_source": "registry",
      "payment_protocols": [],
      "access": {
        "observed": null,
        "stated": null
      },
      "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": 2.1,
        "limited_evidence": true,
        "checks_30d": 1,
        "passed_30d": 1,
        "missed_30d": 0,
        "pass_rate": 1,
        "freshness": "fresh",
        "last_check": {
          "at": "2026-10-18T12:50:25.698Z",
          "result": "ok",
          "passed": true,
          "http_status": 200,
          "duration_ms": 14
        }
      },
      "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_bf83487592c57cc5",
        "api": "https://agentservicedirectory.com/api/v1/services/cand_bf83487592c57cc5"
      }
    },
    {
      "id": "cand_2f24a6f4c1be7c12",
      "tier": "discovered",
      "type": "mcp_local",
      "name": "com.mcparmory/ahrefs",
      "name_source": "registry",
      "branches": {
        "primary": "web/site-analysis/seo-data",
        "secondary": [],
        "method_version": "placement-ai/3",
        "tree_version": "tree/3",
        "placed_at": "2026-10-18T13:55:05.000Z"
      },
      "place": {
        "id": "web/site-analysis/seo-data",
        "name": "SEO data",
        "description": "keywords, rankings and backlinks: Keyword volumes, search rankings, backlinks, domain authority, indexing and Search Console data."
      },
      "summary": {
        "text": "Analyses domain authority, backlinks, traffic and keyword rankings for SEO.",
        "source": "automated",
        "method": "placement-ai/3",
        "written_at": "2026-10-18T13:55:05.000Z"
      },
      "package": {
        "registry": "pypi",
        "name": "mcparmory-ahrefs",
        "page": "https://pypi.org/project/mcparmory-ahrefs/",
        "latest_version": "1.0.3",
        "last_changed_at": "2026-05-11T22:52:22.919828Z"
      },
      "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": "pypi.org",
      "provider": "mcparmory.com",
      "url": "https://pypi.org/project/mcparmory-ahrefs/",
      "method": "GET",
      "templated_url": false,
      "operator": null,
      "tags": [],
      "category": null,
      "price_usd": null,
      "price_source": null,
      "provider_endpoints": 76,
      "networks": [],
      "networks_source": "registry",
      "payment_protocols": [],
      "access": {
        "observed": null,
        "stated": null
      },
      "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": 2.1,
        "limited_evidence": true,
        "checks_30d": 1,
        "passed_30d": 1,
        "missed_30d": 0,
        "pass_rate": 1,
        "freshness": "fresh",
        "last_check": {
          "at": "2026-10-18T12:15:42.069Z",
          "result": "ok",
          "passed": true,
          "http_status": 200,
          "duration_ms": 12
        }
      },
      "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_2f24a6f4c1be7c12",
        "api": "https://agentservicedirectory.com/api/v1/services/cand_2f24a6f4c1be7c12"
      }
    },
    {
      "id": "cand_76e367a1fbfe1785",
      "tier": "discovered",
      "type": "mcp_local",
      "name": "com.mcparmory/airtable",
      "name_source": "registry",
      "branches": {
        "primary": "compute/databases",
        "secondary": [],
        "method_version": "placement-ai/3",
        "tree_version": "tree/3",
        "placed_at": "2026-10-18T14:05:05.000Z"
      },
      "place": {
        "id": "compute/databases",
        "name": "Databases",
        "description": "Databases, vector stores and caches."
      },
      "summary": {
        "text": "Creates, reads, updates and deletes records in Airtable bases and tables.",
        "source": "automated",
        "method": "placement-ai/3",
        "written_at": "2026-10-18T14:05:05.000Z"
      },
      "package": {
        "registry": "pypi",
        "name": "mcparmory-airtable",
        "page": "https://pypi.org/project/mcparmory-airtable/",
        "latest_version": "1.0.3",
        "last_changed_at": "2026-05-11T22:53:50.831187Z"
      },
      "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": "pypi.org",
      "provider": "mcparmory.com",
      "url": "https://pypi.org/project/mcparmory-airtable/",
      "method": "GET",
      "templated_url": false,
      "operator": null,
      "tags": [],
      "category": null,
      "price_usd": null,
      "price_source": null,
      "provider_endpoints": 76,
      "networks": [],
      "networks_source": "registry",
      "payment_protocols": [],
      "access": {
        "observed": null,
        "stated": null
      },
      "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": 2.1,
        "limited_evidence": true,
        "checks_30d": 1,
        "passed_30d": 1,
        "missed_30d": 0,
        "pass_rate": 1,
        "freshness": "fresh",
        "last_check": {
          "at": "2026-10-18T12:30:28.400Z",
          "result": "ok",
          "passed": true,
          "http_status": 200,
          "duration_ms": 14
        }
      },
      "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_76e367a1fbfe1785",
        "api": "https://agentservicedirectory.com/api/v1/services/cand_76e367a1fbfe1785"
      }
    },
    {
      "id": "cand_1a4f01334fed6e17",
      "tier": "discovered",
      "type": "mcp_local",
      "name": "com.mcparmory/alchemy-nft",
      "name_source": "registry",
      "branches": {
        "primary": "finance-data/crypto/chain-reads",
        "secondary": [],
        "method_version": "placement-ai/3",
        "tree_version": "tree/3",
        "placed_at": "2026-10-18T13:55:05.000Z"
      },
      "place": {
        "id": "finance-data/crypto/chain-reads",
        "name": "Read blockchain data",
        "description": "Node and JSON-RPC access, blocks, transactions, contract reads and explorer data."
      },
      "summary": {
        "text": "Retrieves NFT metadata, ownership and contract details across blockchains.",
        "source": "automated",
        "method": "placement-ai/3",
        "written_at": "2026-10-18T13:55:05.000Z"
      },
      "package": {
        "registry": "pypi",
        "name": "mcparmory-alchemy-nft",
        "page": "https://pypi.org/project/mcparmory-alchemy-nft/",
        "latest_version": "1.0.3",
        "last_changed_at": "2026-05-11T22:55:24.146432Z"
      },
      "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": "pypi.org",
      "provider": "mcparmory.com",
      "url": "https://pypi.org/project/mcparmory-alchemy-nft/",
      "method": "GET",
      "templated_url": false,
      "operator": null,
      "tags": [],
      "category": null,
      "price_usd": null,
      "price_source": null,
      "provider_endpoints": 76,
      "networks": [],
      "networks_source": "registry",
      "payment_protocols": [],
      "access": {
        "observed": null,
        "stated": null
      },
      "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": 2.1,
        "limited_evidence": true,
        "checks_30d": 1,
        "passed_30d": 1,
        "missed_30d": 0,
        "pass_rate": 1,
        "freshness": "fresh",
        "last_check": {
          "at": "2026-10-18T12:10:28.416Z",
          "result": "ok",
          "passed": true,
          "http_status": 200,
          "duration_ms": 17
        }
      },
      "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_1a4f01334fed6e17",
        "api": "https://agentservicedirectory.com/api/v1/services/cand_1a4f01334fed6e17"
      }
    },
    {
      "id": "cand_33f7c5104870e4a2",
      "tier": "discovered",
      "type": "mcp_local",
      "name": "com.mcparmory/alpha-vantage",
      "name_source": "registry",
      "branches": {
        "primary": "finance-data/markets/stock-prices",
        "secondary": [],
        "method_version": "placement-ai/3",
        "tree_version": "tree/3",
        "placed_at": "2026-10-18T14:00:05.000Z"
      },
      "place": {
        "id": "finance-data/markets/stock-prices",
        "name": "Stock and index prices",
        "description": "Quotes, price history and snapshots for stocks, ETFs and indices."
      },
      "summary": {
        "text": "Tracks stock prices, searches symbols and computes technical indicators.",
        "source": "automated",
        "method": "placement-ai/3",
        "written_at": "2026-10-18T14:00:05.000Z"
      },
      "package": {
        "registry": "pypi",
        "name": "mcparmory-alpha-vantage",
        "page": "https://pypi.org/project/mcparmory-alpha-vantage/",
        "latest_version": "1.0.3",
        "last_changed_at": "2026-05-11T22:58:25.597896Z"
      },
      "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": "pypi.org",
      "provider": "mcparmory.com",
      "url": "https://pypi.org/project/mcparmory-alpha-vantage/",
      "method": "GET",
      "templated_url": false,
      "operator": null,
      "tags": [],
      "category": null,
      "price_usd": null,
      "price_source": null,
      "provider_endpoints": 76,
      "networks": [],
      "networks_source": "registry",
      "payment_protocols": [],
      "access": {
        "observed": null,
        "stated": null
      },
      "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": 2.1,
        "limited_evidence": true,
        "checks_30d": 1,
        "passed_30d": 1,
        "missed_30d": 0,
        "pass_rate": 1,
        "freshness": "fresh",
        "last_check": {
          "at": "2026-10-18T12:15:42.095Z",
          "result": "ok",
          "passed": true,
          "http_status": 200,
          "duration_ms": 13
        }
      },
      "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_33f7c5104870e4a2",
        "api": "https://agentservicedirectory.com/api/v1/services/cand_33f7c5104870e4a2"
      }
    },
    {
      "id": "cand_a8de908e7d40c316",
      "tier": "discovered",
      "type": "mcp_local",
      "name": "com.mcparmory/apify",
      "name_source": "registry",
      "branches": {
        "primary": "web/fetch/crawl-sites",
        "secondary": [],
        "method_version": "placement-ai/3",
        "tree_version": "tree/3",
        "placed_at": "2026-10-18T14:10:05.000Z"
      },
      "place": {
        "id": "web/fetch/crawl-sites",
        "name": "Crawl whole sites",
        "description": "Crawl many pages of a site, or run scrapers on a schedule, and collect the results."
      },
      "summary": {
        "text": "Builds, deploys and runs cloud web scraping and automation actors.",
        "source": "automated",
        "method": "placement-ai/3",
        "written_at": "2026-10-18T14:10:05.000Z"
      },
      "package": {
        "registry": "pypi",
        "name": "mcparmory-apify",
        "page": "https://pypi.org/project/mcparmory-apify/",
        "latest_version": "1.0.5",
        "last_changed_at": "2026-05-11T23:00:34.722855Z"
      },
      "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": "pypi.org",
      "provider": "mcparmory.com",
      "url": "https://pypi.org/project/mcparmory-apify/",
      "method": "GET",
      "templated_url": false,
      "operator": null,
      "tags": [],
      "category": null,
      "price_usd": null,
      "price_source": null,
      "provider_endpoints": 76,
      "networks": [],
      "networks_source": "registry",
      "payment_protocols": [],
      "access": {
        "observed": null,
        "stated": null
      },
      "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": 2.1,
        "limited_evidence": true,
        "checks_30d": 1,
        "passed_30d": 1,
        "missed_30d": 0,
        "pass_rate": 1,
        "freshness": "fresh",
        "last_check": {
          "at": "2026-10-18T12:45:26.909Z",
          "result": "ok",
          "passed": true,
          "http_status": 200,
          "duration_ms": 15
        }
      },
      "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_a8de908e7d40c316",
        "api": "https://agentservicedirectory.com/api/v1/services/cand_a8de908e7d40c316"
      }
    },
    {
      "id": "cand_cdf0ce0c85b7e714",
      "tier": "discovered",
      "type": "mcp_local",
      "name": "com.mcparmory/apollo",
      "name_source": "registry",
      "branches": {
        "primary": "search/companies-people/sales-leads",
        "secondary": [],
        "method_version": "placement-ai/3",
        "tree_version": "tree/3",
        "placed_at": "2026-10-18T14:15:05.000Z"
      },
      "place": {
        "id": "search/companies-people/sales-leads",
        "name": "Sales leads and contact details",
        "description": "B2B contact databases, work email and phone finders, lead lists and buying signals."
      },
      "summary": {
        "text": "Searches and enriches contact and company data from large people and company databases.",
        "source": "automated",
        "method": "placement-ai/3",
        "written_at": "2026-10-18T14:15:05.000Z"
      },
      "package": {
        "registry": "pypi",
        "name": "mcparmory-apollo",
        "page": "https://pypi.org/project/mcparmory-apollo/",
        "latest_version": "1.0.4",
        "last_changed_at": "2026-05-11T23:02:22.889162Z"
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      },
      "host": "pypi.org",
      "provider": "mcparmory.com",
      "url": "https://pypi.org/project/mcparmory-apollo/",
      "method": "GET",
      "templated_url": false,
      "operator": null,
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      "networks": [],
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        "check_interval": "weekly",
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        "schedule_tier": "weekly",
        "monitoring_since": "2026-10-18T12:07:09.080Z",
        "monitoring_days": 2.1,
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        "freshness": "fresh",
        "last_check": {
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          "duration_ms": 12
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      "response_times": null,
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      "registry_listing": {
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        "listed": true
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      "links": {
        "page": "https://agentservicedirectory.com/services/cand_cdf0ce0c85b7e714",
        "api": "https://agentservicedirectory.com/api/v1/services/cand_cdf0ce0c85b7e714"
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    },
    {
      "id": "cand_30920beb6487f219",
      "tier": "discovered",
      "type": "mcp_local",
      "name": "com.mcparmory/asana",
      "name_source": "registry",
      "branches": {
        "primary": "productivity/projects/team-projects",
        "secondary": [],
        "method_version": "placement-ai/3",
        "tree_version": "tree/3",
        "placed_at": "2026-10-18T13:55:05.000Z"
      },
      "place": {
        "id": "productivity/projects/team-projects",
        "name": "Team projects and issues",
        "description": "Project management and issue tracking for teams: boards, tasks, sprints, timelines and Gantt charts."
      },
      "summary": {
        "text": "Manages Asana tasks, projects, portfolios and team workflows.",
        "source": "automated",
        "method": "placement-ai/3",
        "written_at": "2026-10-18T13:55:05.000Z"
      },
      "package": {
        "registry": "pypi",
        "name": "mcparmory-asana",
        "page": "https://pypi.org/project/mcparmory-asana/",
        "latest_version": "1.0.5",
        "last_changed_at": "2026-05-11T23:04:28.742122Z"
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      "directory": {
        "in_directory": true,
        "method_version": "listing-criteria/5",
        "variant_of": null,
        "criteria": {
          "says_what_it_does": true,
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          "registry_payers_at_least_5": null,
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          "not_computable_locally": true,
          "not_test_address": true,
          "not_a_variant": true
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      },
      "host": "pypi.org",
      "provider": "mcparmory.com",
      "url": "https://pypi.org/project/mcparmory-asana/",
      "method": "GET",
      "templated_url": false,
      "operator": null,
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      "provider_endpoints": 76,
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        "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": 2.1,
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        "last_check": {
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          "result": "ok",
          "passed": true,
          "http_status": 200,
          "duration_ms": 15
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      },
      "response_times": null,
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      "registry_listing": {
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        "listed": true
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      "links": {
        "page": "https://agentservicedirectory.com/services/cand_30920beb6487f219",
        "api": "https://agentservicedirectory.com/api/v1/services/cand_30920beb6487f219"
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    {
      "id": "cand_668821e66324d896",
      "tier": "discovered",
      "type": "mcp_local",
      "name": "com.mcparmory/atlassian-confluence",
      "name_source": "registry",
      "branches": {
        "primary": "productivity/knowledge/team-knowledge",
        "secondary": [],
        "method_version": "placement-ai/3",
        "tree_version": "tree/3",
        "placed_at": "2026-10-18T14:05:05.000Z"
      },
      "place": {
        "id": "productivity/knowledge/team-knowledge",
        "name": "Team knowledge bases",
        "description": "Shared wikis, knowledge bases and company context, including decisions, served to teams and their agents."
      },
      "summary": {
        "text": "Creates, manages and searches Confluence pages, attachments and content.",
        "source": "automated",
        "method": "placement-ai/3",
        "written_at": "2026-10-18T14:05:05.000Z"
      },
      "package": {
        "registry": "pypi",
        "name": "mcparmory-atlassian-confluence",
        "page": "https://pypi.org/project/mcparmory-atlassian-confluence/",
        "latest_version": "1.0.8",
        "last_changed_at": "2026-05-11T23:07:44.586716Z"
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      "directory": {
        "in_directory": true,
        "method_version": "listing-criteria/5",
        "variant_of": null,
        "criteria": {
          "says_what_it_does": true,
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          "registry_payers_at_least_5": null,
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          "not_computable_locally": true,
          "not_test_address": true,
          "not_a_variant": true
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      },
      "host": "pypi.org",
      "provider": "mcparmory.com",
      "url": "https://pypi.org/project/mcparmory-atlassian-confluence/",
      "method": "GET",
      "templated_url": false,
      "operator": null,
      "tags": [],
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      "provider_endpoints": 76,
      "networks": [],
      "networks_source": "registry",
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        "check_interval": "weekly",
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        "schedule_tier": "weekly",
        "monitoring_since": "2026-10-18T12:07:09.080Z",
        "monitoring_days": 2.1,
        "limited_evidence": true,
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        "passed_30d": 1,
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        "pass_rate": 1,
        "freshness": "fresh",
        "last_check": {
          "at": "2026-10-18T12:30:28.453Z",
          "result": "ok",
          "passed": true,
          "http_status": 200,
          "duration_ms": 13
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      },
      "response_times": null,
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      "registry_listing": {
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        "listed": true
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      "links": {
        "page": "https://agentservicedirectory.com/services/cand_668821e66324d896",
        "api": "https://agentservicedirectory.com/api/v1/services/cand_668821e66324d896"
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    {
      "id": "cand_99e51f1c58809e2a",
      "tier": "discovered",
      "type": "mcp_local",
      "name": "com.mcparmory/atlassian-jira",
      "name_source": "registry",
      "branches": {
        "primary": "productivity/projects/team-projects",
        "secondary": [],
        "method_version": "placement-ai/3",
        "tree_version": "tree/3",
        "placed_at": "2026-10-18T14:10:05.000Z"
      },
      "place": {
        "id": "productivity/projects/team-projects",
        "name": "Team projects and issues",
        "description": "Project management and issue tracking for teams: boards, tasks, sprints, timelines and Gantt charts."
      },
      "summary": {
        "text": "Creates, searches and manages Jira issues, projects and team workflows.",
        "source": "automated",
        "method": "placement-ai/3",
        "written_at": "2026-10-18T14:10:05.000Z"
      },
      "package": {
        "registry": "pypi",
        "name": "mcparmory-atlassian-jira",
        "page": "https://pypi.org/project/mcparmory-atlassian-jira/",
        "latest_version": "1.0.3",
        "last_changed_at": "2026-05-11T19:29:09.741883Z"
      },
      "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,
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          "not_computable_locally": true,
          "not_test_address": true,
          "not_a_variant": true
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      },
      "host": "pypi.org",
      "provider": "mcparmory.com",
      "url": "https://pypi.org/project/mcparmory-atlassian-jira/",
      "method": "GET",
      "templated_url": false,
      "operator": null,
      "tags": [],
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      "provider_endpoints": 76,
      "networks": [],
      "networks_source": "registry",
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        "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",
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        "pass_rate": 1,
        "freshness": "fresh",
        "last_check": {
          "at": "2026-10-18T12:35:27.002Z",
          "result": "ok",
          "passed": true,
          "http_status": 200,
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      },
      "response_times": null,
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      "registry_listing": {
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        "listed": true
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      "links": {
        "page": "https://agentservicedirectory.com/services/cand_99e51f1c58809e2a",
        "api": "https://agentservicedirectory.com/api/v1/services/cand_99e51f1c58809e2a"
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    },
    {
      "id": "cand_90ab8f962c03ea3c",
      "tier": "discovered",
      "type": "mcp_local",
      "name": "com.mcparmory/bitbucket",
      "name_source": "registry",
      "branches": {
        "primary": "compute/developer-data/repositories",
        "secondary": [],
        "method_version": "placement-ai/3",
        "tree_version": "tree/3",
        "placed_at": "2026-10-18T14:10:05.000Z"
      },
      "place": {
        "id": "compute/developer-data/repositories",
        "name": "Find and work with repositories",
        "description": "Public repository data, trending repos, code search across repos, and git hosting and operations."
      },
      "summary": {
        "text": "Manages Bitbucket repositories, branches, webhooks and pull requests.",
        "source": "automated",
        "method": "placement-ai/3",
        "written_at": "2026-10-18T14:10:05.000Z"
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      "package": {
        "registry": "pypi",
        "name": "mcparmory-bitbucket",
        "page": "https://pypi.org/project/mcparmory-bitbucket/",
        "latest_version": "1.0.5",
        "last_changed_at": "2026-05-11T23:10:06.425715Z"
      },
      "directory": {
        "in_directory": true,
        "method_version": "listing-criteria/5",
        "variant_of": null,
        "criteria": {
          "says_what_it_does": true,
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          "registry_payers_at_least_5": null,
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          "not_computable_locally": true,
          "not_test_address": true,
          "not_a_variant": true
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      },
      "host": "pypi.org",
      "provider": "mcparmory.com",
      "url": "https://pypi.org/project/mcparmory-bitbucket/",
      "method": "GET",
      "templated_url": false,
      "operator": null,
      "tags": [],
      "category": null,
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      "provider_endpoints": 76,
      "networks": [],
      "networks_source": "registry",
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      },
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      "evidence": {
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        "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": 2.1,
        "limited_evidence": true,
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        "pass_rate": 1,
        "freshness": "fresh",
        "last_check": {
          "at": "2026-10-18T12:35:27.012Z",
          "result": "ok",
          "passed": true,
          "http_status": 200,
          "duration_ms": 13
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      },
      "response_times": null,
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      "registry_listing": {
        "last_seen_at": "2026-10-19T02:07:09.443Z",
        "listed": true
      },
      "links": {
        "page": "https://agentservicedirectory.com/services/cand_90ab8f962c03ea3c",
        "api": "https://agentservicedirectory.com/api/v1/services/cand_90ab8f962c03ea3c"
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    },
    {
      "id": "cand_9bee5f261c390248",
      "tier": "discovered",
      "type": "mcp_local",
      "name": "com.mcparmory/box",
      "name_source": "registry",
      "branches": {
        "primary": "compute/storage",
        "secondary": [],
        "method_version": "placement-ai/3",
        "tree_version": "tree/3",
        "placed_at": "2026-10-18T14:10:05.000Z"
      },
      "place": {
        "id": "compute/storage",
        "name": "Storage",
        "description": "Files and object storage."
      },
      "summary": {
        "text": "Manages Box files, folders and team sharing with access controls.",
        "source": "automated",
        "method": "placement-ai/3",
        "written_at": "2026-10-18T14:10:05.000Z"
      },
      "package": {
        "registry": "pypi",
        "name": "mcparmory-box",
        "page": "https://pypi.org/project/mcparmory-box/",
        "latest_version": "1.0.5",
        "last_changed_at": "2026-05-11T19:33:44.645291Z"
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      "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
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      },
      "host": "pypi.org",
      "provider": "mcparmory.com",
      "url": "https://pypi.org/project/mcparmory-box/",
      "method": "GET",
      "templated_url": false,
      "operator": null,
      "tags": [],
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      "provider_endpoints": 76,
      "networks": [],
      "networks_source": "registry",
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        "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": 2.1,
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        "pass_rate": 1,
        "freshness": "fresh",
        "last_check": {
          "at": "2026-10-18T12:40:35.079Z",
          "result": "ok",
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          "duration_ms": 12
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      },
      "response_times": null,
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      "registry_listing": {
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        "listed": true
      },
      "links": {
        "page": "https://agentservicedirectory.com/services/cand_9bee5f261c390248",
        "api": "https://agentservicedirectory.com/api/v1/services/cand_9bee5f261c390248"
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    },
    {
      "id": "cand_a7e9cbc26cac3654",
      "tier": "discovered",
      "type": "mcp_local",
      "name": "com.mcparmory/browserbase",
      "name_source": "registry",
      "branches": {
        "primary": "web/browser",
        "secondary": [],
        "method_version": "placement-ai/3",
        "tree_version": "tree/3",
        "placed_at": "2026-10-18T14:10:05.000Z"
      },
      "place": {
        "id": "web/browser",
        "name": "Browser automation",
        "description": "Remote browsers and sessions an agent can drive."
      },
      "summary": {
        "text": "Creates and controls remote browser sessions for web automation and testing.",
        "source": "automated",
        "method": "placement-ai/3",
        "written_at": "2026-10-18T14:10:05.000Z"
      },
      "package": {
        "registry": "pypi",
        "name": "mcparmory-browserbase",
        "page": "https://pypi.org/project/mcparmory-browserbase/",
        "latest_version": "1.0.4",
        "last_changed_at": "2026-05-11T23:12:22.788676Z"
      },
      "directory": {
        "in_directory": true,
        "method_version": "listing-criteria/5",
        "variant_of": null,
        "criteria": {
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          "registry_payers_at_least_5": null,
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          "not_computable_locally": true,
          "not_test_address": true,
          "not_a_variant": true
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      },
      "host": "pypi.org",
      "provider": "mcparmory.com",
      "url": "https://pypi.org/project/mcparmory-browserbase/",
      "method": "GET",
      "templated_url": false,
      "operator": null,
      "tags": [],
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      "provider_endpoints": 76,
      "networks": [],
      "networks_source": "registry",
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      "evidence": {
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        "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": 2.1,
        "limited_evidence": true,
        "checks_30d": 1,
        "passed_30d": 1,
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        "freshness": "fresh",
        "last_check": {
          "at": "2026-10-18T12:40:35.121Z",
          "result": "ok",
          "passed": true,
          "http_status": 200,
          "duration_ms": 14
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      },
      "response_times": null,
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      "registry_listing": {
        "last_seen_at": "2026-10-19T02:07:09.443Z",
        "listed": true
      },
      "links": {
        "page": "https://agentservicedirectory.com/services/cand_a7e9cbc26cac3654",
        "api": "https://agentservicedirectory.com/api/v1/services/cand_a7e9cbc26cac3654"
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    },
    {
      "id": "cand_e9c617a9d7aa0dd5",
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        "description": "File and data format conversion, encoding and file types."
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        "text": "Tracks customer data, manages audience segments and triggers personalised campaigns.",
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        "description": "Run code in sandboxes."
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        "name": "Storage",
        "description": "Files and object storage."
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        "method": "placement-ai/3",
        "written_at": "2026-10-18T14:00:05.000Z"
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      "package": {
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        "page": "https://pypi.org/project/mcparmory-files-com/",
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        "api": "https://agentservicedirectory.com/api/v1/services/cand_3a55e9e4ea431a58"
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      "name": "com.mcparmory/firecrawl",
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        "method_version": "placement-ai/3",
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        "placed_at": "2026-10-18T14:05:05.000Z"
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        "description": "Fetch given pages and return their content, or fields pulled from them, as Markdown, text or JSON."
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      "summary": {
        "text": "Scrapes, crawls and extracts structured data from websites at scale.",
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      "package": {
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        "page": "https://pypi.org/project/mcparmory-firecrawl/",
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      "name": "com.mcparmory/github",
      "name_source": "registry",
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        "name": "Find and work with repositories",
        "description": "Public repository data, trending repos, code search across repos, and git hosting and operations."
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        "text": "Manages GitHub repositories, users, releases and workflow automation.",
        "source": "automated",
        "method": "placement-ai/3",
        "written_at": "2026-10-18T14:15:05.000Z"
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      "package": {
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      "host": "pypi.org",
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      "name": "com.mcparmory/gitlab",
      "name_source": "registry",
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        "method_version": "placement-ai/3",
        "tree_version": "tree/3",
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        "id": "compute/developer-data/repositories",
        "name": "Find and work with repositories",
        "description": "Public repository data, trending repos, code search across repos, and git hosting and operations."
      },
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        "text": "Manages GitLab projects, branches, merge requests and CI/CD pipelines.",
        "source": "automated",
        "method": "placement-ai/3",
        "written_at": "2026-10-18T13:55:05.000Z"
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      "package": {
        "registry": "pypi",
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      },
      "host": "pypi.org",
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        "listed": true
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    },
    {
      "id": "cand_eb694df74b82624b",
      "tier": "discovered",
      "type": "mcp_local",
      "name": "com.mcparmory/google-analytics",
      "name_source": "registry",
      "branches": {
        "primary": "web/site-analysis/web-analytics",
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        "method_version": "placement-ai/3",
        "tree_version": "tree/3",
        "placed_at": "2026-10-18T14:20:05.000Z"
      },
      "place": {
        "id": "web/site-analysis/web-analytics",
        "name": "Website traffic analytics",
        "description": "Visitor traffic, funnels, session replays and A/B tests for sites you run, including Google Analytics data."
      },
      "summary": {
        "text": "Queries GA4 analytics with custom reports, pivot tables and audience exports.",
        "source": "automated",
        "method": "placement-ai/3",
        "written_at": "2026-10-18T14:20:05.000Z"
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      "package": {
        "registry": "pypi",
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        "last_changed_at": "2026-05-12T11:27:54.102872Z"
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      "directory": {
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      },
      "host": "pypi.org",
      "provider": "mcparmory.com",
      "url": "https://pypi.org/project/mcparmory-google-analytics/",
      "method": "GET",
      "templated_url": false,
      "operator": null,
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        "schedule_tier": "weekly",
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        "last_check": {
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        "listed": true
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    },
    {
      "id": "cand_b21bb5138a45cae5",
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      "type": "mcp_local",
      "name": "com.mcparmory/google-drive",
      "name_source": "registry",
      "branches": {
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        "method_version": "placement-ai/3",
        "tree_version": "tree/3",
        "placed_at": "2026-10-18T14:15:05.000Z"
      },
      "place": {
        "id": "compute/storage",
        "name": "Storage",
        "description": "Files and object storage."
      },
      "summary": {
        "text": "Manages Google Drive files, folders, permissions and collaborative content.",
        "source": "automated",
        "method": "placement-ai/3",
        "written_at": "2026-10-18T14:15:05.000Z"
      },
      "package": {
        "registry": "pypi",
        "name": "mcparmory-google-drive",
        "page": "https://pypi.org/project/mcparmory-google-drive/",
        "latest_version": "1.0.2",
        "last_changed_at": "2026-05-05T15:09:49.946710Z"
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      "directory": {
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        "method_version": "listing-criteria/5",
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          "not_a_variant": true
        }
      },
      "host": "pypi.org",
      "provider": "mcparmory.com",
      "url": "https://pypi.org/project/mcparmory-google-drive/",
      "method": "GET",
      "templated_url": false,
      "operator": null,
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      "provider_endpoints": 76,
      "networks": [],
      "networks_source": "registry",
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        "schedule_tier": "weekly",
        "monitoring_since": "2026-10-18T12:07:09.080Z",
        "monitoring_days": 2.1,
        "limited_evidence": true,
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        "last_check": {
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          "passed": true,
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          "duration_ms": 12
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      "registry_listing": {
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        "listed": true
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      "links": {
        "page": "https://agentservicedirectory.com/services/cand_b21bb5138a45cae5",
        "api": "https://agentservicedirectory.com/api/v1/services/cand_b21bb5138a45cae5"
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    },
    {
      "id": "cand_e39baf2da448507f",
      "tier": "discovered",
      "type": "mcp_local",
      "name": "com.mcparmory/google-gmail",
      "name_source": "registry",
      "branches": {
        "primary": "messaging/email/mailbox-access",
        "secondary": [],
        "method_version": "placement-ai/3",
        "tree_version": "tree/3",
        "placed_at": "2026-10-18T14:20:05.000Z"
      },
      "place": {
        "id": "messaging/email/mailbox-access",
        "name": "Use an existing mailbox",
        "description": "Read, search, organise, draft and send from a person's existing Gmail, Outlook or IMAP mailbox."
      },
      "summary": {
        "text": "Sends, reads and organises Gmail email, including labels, drafts and filters.",
        "source": "automated",
        "method": "placement-ai/3",
        "written_at": "2026-10-18T14:20:05.000Z"
      },
      "package": {
        "registry": "pypi",
        "name": "mcparmory-google-gmail",
        "page": "https://pypi.org/project/mcparmory-google-gmail/",
        "latest_version": "1.0.4",
        "last_changed_at": "2026-05-12T11:29:51.005812Z"
      },
      "directory": {
        "in_directory": true,
        "method_version": "listing-criteria/5",
        "variant_of": null,
        "criteria": {
          "says_what_it_does": true,
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          "registry_payers_at_least_5": null,
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          "not_computable_locally": true,
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          "not_a_variant": true
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      },
      "host": "pypi.org",
      "provider": "mcparmory.com",
      "url": "https://pypi.org/project/mcparmory-google-gmail/",
      "method": "GET",
      "templated_url": false,
      "operator": null,
      "tags": [],
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      "provider_endpoints": 76,
      "networks": [],
      "networks_source": "registry",
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      },
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        "check_interval": "weekly",
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        "schedule_tier": "weekly",
        "monitoring_since": "2026-10-18T12:07:09.080Z",
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        "missed_30d": 0,
        "pass_rate": 1,
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        "last_check": {
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          "result": "ok",
          "passed": true,
          "http_status": 200,
          "duration_ms": 27
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      "registry_listing": {
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        "listed": true
      },
      "links": {
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        "api": "https://agentservicedirectory.com/api/v1/services/cand_e39baf2da448507f"
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    },
    {
      "id": "cand_6f05477e8c83bca2",
      "tier": "discovered",
      "type": "mcp_local",
      "name": "com.mcparmory/google-maps",
      "name_source": "registry",
      "branches": {
        "primary": "places/maps-geocoding",
        "secondary": [],
        "method_version": "placement-ai/3",
        "tree_version": "tree/3",
        "placed_at": "2026-10-18T14:05:05.000Z"
      },
      "place": {
        "id": "places/maps-geocoding",
        "name": "Maps and geocoding",
        "description": "Addresses, coordinates and map data."
      },
      "summary": {
        "text": "Geocodes addresses, calculates directions and searches places using maps.",
        "source": "automated",
        "method": "placement-ai/3",
        "written_at": "2026-10-18T14:05:05.000Z"
      },
      "package": {
        "registry": "pypi",
        "name": "mcparmory-google-maps",
        "page": "https://pypi.org/project/mcparmory-google-maps/",
        "latest_version": "1.0.3",
        "last_changed_at": "2026-05-12T11:31:28.412955Z"
      },
      "directory": {
        "in_directory": true,
        "method_version": "listing-criteria/5",
        "variant_of": null,
        "criteria": {
          "says_what_it_does": true,
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          "registry_payers_at_least_5": null,
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          "not_computable_locally": true,
          "not_test_address": true,
          "not_a_variant": true
        }
      },
      "host": "pypi.org",
      "provider": "mcparmory.com",
      "url": "https://pypi.org/project/mcparmory-google-maps/",
      "method": "GET",
      "templated_url": false,
      "operator": null,
      "tags": [],
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      "provider_endpoints": 76,
      "networks": [],
      "networks_source": "registry",
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      },
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        "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": 2.1,
        "limited_evidence": true,
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        "freshness": "fresh",
        "last_check": {
          "at": "2026-10-18T12:30:28.461Z",
          "result": "ok",
          "passed": true,
          "http_status": 200,
          "duration_ms": 12
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      },
      "response_times": null,
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      "registry_listing": {
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        "listed": true
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      "links": {
        "page": "https://agentservicedirectory.com/services/cand_6f05477e8c83bca2",
        "api": "https://agentservicedirectory.com/api/v1/services/cand_6f05477e8c83bca2"
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    },
    {
      "id": "cand_bd2d3737b84118bb",
      "tier": "discovered",
      "type": "mcp_local",
      "name": "com.mcparmory/google-search",
      "name_source": "registry",
      "branches": {
        "primary": "search/web/results",
        "secondary": [],
        "method_version": "placement-ai/3",
        "tree_version": "tree/3",
        "placed_at": "2026-10-18T14:15:05.000Z"
      },
      "place": {
        "id": "search/web/results",
        "name": "Web search results",
        "description": "Ranked results for a query from web search engines, optionally with page contents (news only: search/news)."
      },
      "summary": {
        "text": "Scrapes Google search results, including ads and knowledge panels.",
        "source": "automated",
        "method": "placement-ai/3",
        "written_at": "2026-10-18T14:15:05.000Z"
      },
      "package": {
        "registry": "pypi",
        "name": "mcparmory-google-search",
        "page": "https://pypi.org/project/mcparmory-google-search/",
        "latest_version": "1.0.2",
        "last_changed_at": "2026-05-12T11:33:11.550996Z"
      },
      "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,
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          "not_computable_locally": true,
          "not_test_address": true,
          "not_a_variant": true
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      },
      "host": "pypi.org",
      "provider": "mcparmory.com",
      "url": "https://pypi.org/project/mcparmory-google-search/",
      "method": "GET",
      "templated_url": false,
      "operator": null,
      "tags": [],
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      "provider_endpoints": 76,
      "networks": [],
      "networks_source": "registry",
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        "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": 2.1,
        "limited_evidence": true,
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        "pass_rate": 1,
        "freshness": "fresh",
        "last_check": {
          "at": "2026-10-18T12:50:25.831Z",
          "result": "ok",
          "passed": true,
          "http_status": 200,
          "duration_ms": 25
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      },
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      "registry_listing": {
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        "listed": true
      },
      "links": {
        "page": "https://agentservicedirectory.com/services/cand_bd2d3737b84118bb",
        "api": "https://agentservicedirectory.com/api/v1/services/cand_bd2d3737b84118bb"
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    },
    {
      "id": "cand_abcbfbe7b6ff921d",
      "tier": "discovered",
      "type": "mcp_local",
      "name": "com.mcparmory/google-search-console",
      "name_source": "registry",
      "branches": {
        "primary": "web/site-analysis/seo-data",
        "secondary": [],
        "method_version": "placement-ai/3",
        "tree_version": "tree/3",
        "placed_at": "2026-10-18T14:15:05.000Z"
      },
      "place": {
        "id": "web/site-analysis/seo-data",
        "name": "SEO data",
        "description": "keywords, rankings and backlinks: Keyword volumes, search rankings, backlinks, domain authority, indexing and Search Console data."
      },
      "summary": {
        "text": "Queries Google Search Console analytics, manages sitemaps and inspects URL indexing status.",
        "source": "automated",
        "method": "placement-ai/3",
        "written_at": "2026-10-18T14:15:05.000Z"
      },
      "package": {
        "registry": "pypi",
        "name": "mcparmory-google-search-console",
        "page": "https://pypi.org/project/mcparmory-google-search-console/",
        "latest_version": "1.0.3",
        "last_changed_at": "2026-05-12T11:34:43.361112Z"
      },
      "directory": {
        "in_directory": true,
        "method_version": "listing-criteria/5",
        "variant_of": null,
        "criteria": {
          "says_what_it_does": true,
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          "registry_payers_at_least_5": null,
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          "not_computable_locally": true,
          "not_test_address": true,
          "not_a_variant": true
        }
      },
      "host": "pypi.org",
      "provider": "mcparmory.com",
      "url": "https://pypi.org/project/mcparmory-google-search-console/",
      "method": "GET",
      "templated_url": false,
      "operator": null,
      "tags": [],
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      "provider_endpoints": 76,
      "networks": [],
      "networks_source": "registry",
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      },
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        "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": 2.1,
        "limited_evidence": true,
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        "pass_rate": 1,
        "freshness": "fresh",
        "last_check": {
          "at": "2026-10-18T12:45:26.974Z",
          "result": "ok",
          "passed": true,
          "http_status": 200,
          "duration_ms": 11
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      },
      "response_times": null,
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      "registry_listing": {
        "last_seen_at": "2026-10-19T02:07:09.443Z",
        "listed": true
      },
      "links": {
        "page": "https://agentservicedirectory.com/services/cand_abcbfbe7b6ff921d",
        "api": "https://agentservicedirectory.com/api/v1/services/cand_abcbfbe7b6ff921d"
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    },
    {
      "id": "cand_0b3e6a57245fc175",
      "tier": "discovered",
      "type": "mcp_local",
      "name": "com.mcparmory/google-sheets",
      "name_source": "registry",
      "branches": {
        "primary": "documents/pdf-office",
        "secondary": [],
        "method_version": "placement-ai/3",
        "tree_version": "tree/3",
        "placed_at": "2026-10-18T13:55:05.000Z"
      },
      "place": {
        "id": "documents/pdf-office",
        "name": "Documents and PDFs",
        "description": "Create, convert and parse documents, PDFs, spreadsheets and slides."
      },
      "summary": {
        "text": "Creates, reads and modifies Google Sheets data, formatting and sheets.",
        "source": "automated",
        "method": "placement-ai/3",
        "written_at": "2026-10-18T13:55:05.000Z"
      },
      "package": {
        "registry": "pypi",
        "name": "mcparmory-google-sheets",
        "page": "https://pypi.org/project/mcparmory-google-sheets/",
        "latest_version": "1.0.3",
        "last_changed_at": "2026-05-12T11:36:37.621787Z"
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      },
      "host": "pypi.org",
      "provider": "mcparmory.com",
      "url": "https://pypi.org/project/mcparmory-google-sheets/",
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      "templated_url": false,
      "operator": null,
      "tags": [],
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      "networks_source": "registry",
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        "schedule_tier": "weekly",
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        "listed": true
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      "links": {
        "page": "https://agentservicedirectory.com/services/cand_0b3e6a57245fc175",
        "api": "https://agentservicedirectory.com/api/v1/services/cand_0b3e6a57245fc175"
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    },
    {
      "id": "cand_633b59de6ab1789a",
      "tier": "discovered",
      "type": "mcp_local",
      "name": "com.mcparmory/ip2location-geolocation",
      "name_source": "registry",
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        "primary": "web/domains-network/ip-lookup",
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        "method_version": "placement-ai/3",
        "tree_version": "tree/3",
        "placed_at": "2026-10-18T14:05:05.000Z"
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      "place": {
        "id": "web/domains-network/ip-lookup",
        "name": "Look up IP addresses",
        "description": "Location, network owner, ASN and proxy or VPN flags for an IP address, including the caller's own."
      },
      "summary": {
        "text": "Looks up an IP address's country, city, timezone and ISP details.",
        "source": "automated",
        "method": "placement-ai/3",
        "written_at": "2026-10-18T14:05:05.000Z"
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      "package": {
        "registry": "pypi",
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        "page": "https://pypi.org/project/mcparmory-ip2location-geolocation/",
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        "last_changed_at": "2026-05-12T11:40:05.130611Z"
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      "directory": {
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      },
      "host": "pypi.org",
      "provider": "mcparmory.com",
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      "links": {
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        "api": "https://agentservicedirectory.com/api/v1/services/cand_633b59de6ab1789a"
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      "name": "com.mcparmory/klaviyo",
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        "method_version": "placement-ai/3",
        "tree_version": "tree/3",
        "placed_at": "2026-10-18T14:00:05.000Z"
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      "place": {
        "id": "messaging/email/campaigns",
        "name": "Newsletters and campaigns",
        "description": "Subscriber lists, newsletters and marketing campaigns, with reports (sales outreach: productivity/crm/sales-outreach)."
      },
      "summary": {
        "text": "Creates and manages email campaigns, subscriber lists and marketing automation.",
        "source": "automated",
        "method": "placement-ai/3",
        "written_at": "2026-10-18T14:00:05.000Z"
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      "package": {
        "registry": "pypi",
        "name": "mcparmory-klaviyo",
        "page": "https://pypi.org/project/mcparmory-klaviyo/",
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        "last_changed_at": "2026-05-12T11:43:02.675571Z"
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      "directory": {
        "in_directory": true,
        "method_version": "listing-criteria/5",
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        "criteria": {
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      },
      "host": "pypi.org",
      "provider": "mcparmory.com",
      "url": "https://pypi.org/project/mcparmory-klaviyo/",
      "method": "GET",
      "templated_url": false,
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        "schedule_tier": "weekly",
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        "last_check": {
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          "http_status": 200,
          "duration_ms": 27
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      "registry_listing": {
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        "listed": true
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      "links": {
        "page": "https://agentservicedirectory.com/services/cand_42f1b10c278877b2",
        "api": "https://agentservicedirectory.com/api/v1/services/cand_42f1b10c278877b2"
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    },
    {
      "id": "cand_5e448182b9b2d8e4",
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      "name": "com.mcparmory/linkup",
      "name_source": "registry",
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        "primary": "search/web",
        "secondary": [],
        "method_version": "placement-ai/3",
        "tree_version": "tree/3",
        "placed_at": "2026-10-18T14:00:05.000Z"
      },
      "place": {
        "id": "search/web",
        "name": "Web search",
        "description": "Search engines and web results for a query."
      },
      "summary": {
        "text": "Searches the web and fetches pages, returning sourced results for agents.",
        "source": "automated",
        "method": "placement-ai/3",
        "written_at": "2026-10-18T14:00:05.000Z"
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      "package": {
        "registry": "pypi",
        "name": "mcparmory-linkup",
        "page": "https://pypi.org/project/mcparmory-linkup/",
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        "last_changed_at": "2026-05-12T11:48:52.920590Z"
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      "directory": {
        "in_directory": true,
        "method_version": "listing-criteria/5",
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        "criteria": {
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          "registry_payers_at_least_5": null,
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          "not_computable_locally": true,
          "not_test_address": true,
          "not_a_variant": true
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      },
      "host": "pypi.org",
      "provider": "mcparmory.com",
      "url": "https://pypi.org/project/mcparmory-linkup/",
      "method": "GET",
      "templated_url": false,
      "operator": null,
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        "check_interval": "weekly",
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        "schedule_tier": "weekly",
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        "monitoring_days": 2.1,
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        "last_check": {
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          "http_status": 200,
          "duration_ms": 12
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      "registry_listing": {
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        "listed": true
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      "links": {
        "page": "https://agentservicedirectory.com/services/cand_5e448182b9b2d8e4",
        "api": "https://agentservicedirectory.com/api/v1/services/cand_5e448182b9b2d8e4"
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    },
    {
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      "type": "mcp_local",
      "name": "com.mcparmory/mailersend",
      "name_source": "registry",
      "branches": {
        "primary": "messaging/email/sending",
        "secondary": [],
        "method_version": "placement-ai/3",
        "tree_version": "tree/3",
        "placed_at": "2026-10-18T14:00:05.000Z"
      },
      "place": {
        "id": "messaging/email/sending",
        "name": "Send email by API",
        "description": "Send transactional email through an API or SMTP relay, with sending domains and templates."
      },
      "summary": {
        "text": "Sends transactional emails and manages sending domains, with delivery analytics.",
        "source": "automated",
        "method": "placement-ai/3",
        "written_at": "2026-10-18T14:00:05.000Z"
      },
      "package": {
        "registry": "pypi",
        "name": "mcparmory-mailersend",
        "page": "https://pypi.org/project/mcparmory-mailersend/",
        "latest_version": "1.0.2",
        "last_changed_at": "2026-05-12T11:51:15.683845Z"
      },
      "directory": {
        "in_directory": true,
        "method_version": "listing-criteria/5",
        "variant_of": null,
        "criteria": {
          "says_what_it_does": true,
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          "registry_payers_at_least_5": null,
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          "not_computable_locally": true,
          "not_test_address": true,
          "not_a_variant": true
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      },
      "host": "pypi.org",
      "provider": "mcparmory.com",
      "url": "https://pypi.org/project/mcparmory-mailersend/",
      "method": "GET",
      "templated_url": false,
      "operator": null,
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      "provider_endpoints": 76,
      "networks": [],
      "networks_source": "registry",
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        "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": 2.1,
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        "freshness": "fresh",
        "last_check": {
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          "result": "ok",
          "passed": true,
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          "duration_ms": 14
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      },
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      "registry_listing": {
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        "listed": true
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      "links": {
        "page": "https://agentservicedirectory.com/services/cand_4c50465b62614523",
        "api": "https://agentservicedirectory.com/api/v1/services/cand_4c50465b62614523"
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    },
    {
      "id": "cand_48365a79fa2bf7c3",
      "tier": "discovered",
      "type": "mcp_local",
      "name": "com.mcparmory/mailtrap",
      "name_source": "registry",
      "branches": {
        "primary": "messaging/email/sending",
        "secondary": [],
        "method_version": "placement-ai/3",
        "tree_version": "tree/3",
        "placed_at": "2026-10-18T14:00:05.000Z"
      },
      "place": {
        "id": "messaging/email/sending",
        "name": "Send email by API",
        "description": "Send transactional email through an API or SMTP relay, with sending domains and templates."
      },
      "summary": {
        "text": "Sends email and manages sending domains, suppression lists and delivery analytics.",
        "source": "automated",
        "method": "placement-ai/3",
        "written_at": "2026-10-18T14:00:05.000Z"
      },
      "package": {
        "registry": "pypi",
        "name": "mcparmory-mailtrap",
        "page": "https://pypi.org/project/mcparmory-mailtrap/",
        "latest_version": "1.0.2",
        "last_changed_at": "2026-05-12T11:52:54.201276Z"
      },
      "directory": {
        "in_directory": true,
        "method_version": "listing-criteria/5",
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        "criteria": {
          "says_what_it_does": true,
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          "registry_payers_at_least_5": null,
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          "not_computable_locally": true,
          "not_test_address": true,
          "not_a_variant": true
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      },
      "host": "pypi.org",
      "provider": "mcparmory.com",
      "url": "https://pypi.org/project/mcparmory-mailtrap/",
      "method": "GET",
      "templated_url": false,
      "operator": null,
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      "networks_source": "registry",
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        "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",
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        "last_check": {
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          "result": "ok",
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      },
      "response_times": null,
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      "registry_listing": {
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        "listed": true
      },
      "links": {
        "page": "https://agentservicedirectory.com/services/cand_48365a79fa2bf7c3",
        "api": "https://agentservicedirectory.com/api/v1/services/cand_48365a79fa2bf7c3"
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    },
    {
      "id": "cand_813a25d2cd239848",
      "tier": "discovered",
      "type": "mcp_local",
      "name": "com.mcparmory/miro",
      "name_source": "registry",
      "branches": {
        "primary": "documents/diagrams-charts",
        "secondary": [],
        "method_version": "placement-ai/3",
        "tree_version": "tree/3",
        "placed_at": "2026-10-18T14:05:05.000Z"
      },
      "place": {
        "id": "documents/diagrams-charts",
        "name": "Diagrams and charts",
        "description": "Create, edit and render diagrams, flowcharts, mind maps, whiteboards and charts from data."
      },
      "summary": {
        "text": "Creates and manages Miro boards, items and diagrams programmatically.",
        "source": "automated",
        "method": "placement-ai/3",
        "written_at": "2026-10-18T14:05:05.000Z"
      },
      "package": {
        "registry": "pypi",
        "name": "mcparmory-miro",
        "page": "https://pypi.org/project/mcparmory-miro/",
        "latest_version": "1.0.2",
        "last_changed_at": "2026-05-12T11:55:07.505863Z"
      },
      "directory": {
        "in_directory": true,
        "method_version": "listing-criteria/5",
        "variant_of": null,
        "criteria": {
          "says_what_it_does": true,
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          "registry_payers_at_least_5": null,
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          "not_computable_locally": true,
          "not_test_address": true,
          "not_a_variant": true
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      },
      "host": "pypi.org",
      "provider": "mcparmory.com",
      "url": "https://pypi.org/project/mcparmory-miro/",
      "method": "GET",
      "templated_url": false,
      "operator": null,
      "tags": [],
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      "provider_endpoints": 76,
      "networks": [],
      "networks_source": "registry",
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      },
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        "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": 2.1,
        "limited_evidence": true,
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        "pass_rate": 1,
        "freshness": "fresh",
        "last_check": {
          "at": "2026-10-18T12:30:28.466Z",
          "result": "ok",
          "passed": true,
          "http_status": 200,
          "duration_ms": 15
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      },
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      "registry_listing": {
        "last_seen_at": "2026-10-19T02:07:09.443Z",
        "listed": true
      },
      "links": {
        "page": "https://agentservicedirectory.com/services/cand_813a25d2cd239848",
        "api": "https://agentservicedirectory.com/api/v1/services/cand_813a25d2cd239848"
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    },
    {
      "id": "cand_e0a4ed051db4b6bf",
      "tier": "discovered",
      "type": "mcp_local",
      "name": "com.mcparmory/mixpanel",
      "name_source": "registry",
      "branches": {
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        "secondary": [],
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      "place": {
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        "name": "Website traffic analytics",
        "description": "Visitor traffic, funnels, session replays and A/B tests for sites you run, including Google Analytics data."
      },
      "summary": {
        "text": "Analyses user behaviour with funnels, retention, cohorts and event segmentation.",
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      },
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        "description": "Note apps, journals, Markdown vaults, voice notes and document editors that agents can read and write."
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        "description": "Addresses, coordinates and map data."
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        "description": "Shared wikis, knowledge bases and company context, including decisions, served to teams and their agents."
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        "text": "Creates and manages team documents, collections and sharing permissions.",
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      "name": "com.mcparmory/parallel",
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        "placed_at": "2026-10-18T14:20:05.000Z"
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      "place": {
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        "name": "Web search results",
        "description": "Ranked results for a query from web search engines, optionally with page contents (news only: search/news)."
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      "summary": {
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      "package": {
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        "placed_at": "2026-10-18T23:20:05.000Z"
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      "place": {
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        "text": "Extracts, edits, converts and parses PDF documents using OCR and AI.",
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      "package": {
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        "page": "https://pypi.org/project/mcparmory-pdfco/",
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    },
    {
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      "type": "mcp_local",
      "name": "com.mcparmory/perigon",
      "name_source": "registry",
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        "method_version": "placement-ai/3",
        "tree_version": "tree/3",
        "placed_at": "2026-10-18T14:15:05.000Z"
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      "place": {
        "id": "search/news/search-feeds",
        "name": "Search and follow news",
        "description": "Search news articles across many sources, and read and monitor RSS and news feeds."
      },
      "summary": {
        "text": "Searches real-time news articles, companies, journalists and trending topics.",
        "source": "automated",
        "method": "placement-ai/3",
        "written_at": "2026-10-18T14:15:05.000Z"
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      "package": {
        "registry": "pypi",
        "name": "mcparmory-perigon",
        "page": "https://pypi.org/project/mcparmory-perigon/",
        "latest_version": "1.0.3",
        "last_changed_at": "2026-05-12T12:08:27.718205Z"
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      },
      "host": "pypi.org",
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