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oviond

by com.oviond
OverviewDiscussionsAdmin

Create datasource connection

create_connection

Create a datasource connection from credentials — the connect panel's credential form, as a tool. Call it with just datasource_id to be told which fields that datasource needs, then again with those values and a name. Re-using an existing name updates that connection's credentials. Only for datasources that are connected by credentials; the ones that sign in through the vendor's website (Google, Meta, LinkedIn…) cannot be created here and say so. Use link_datasource afterwards to point a client at the new connection, and test_connection to check it.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
nameNoWhat to call this connection, e.g. "Client Stripe". Shown wherever connections are listed
credentialsNoThe credential values, keyed as the tool lists them. Omit to see the list
datasource_idYesDatasource alias (from datasources)

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault
dataNoEither the credential fields this datasource needs (when called without them), or the connection that was created — its id and name. Link it to a client with link_datasource.
successYesTrue when the call succeeded.

Schema Changelog

Changes observed during successful MCP inspections.

  1. Changed1 schema field changed
    • changedInput schema / properties / datasource_id / enum
      Previous value: -[
-  "advanced-web-ranking",
-  "ac",
-  "adroll",
-  "ahrefs",
-  "basecamp",
-  "brightlocal",
-  "call-rail",
-  "drip",
-  "keywords",
-  "sendin-blue",
-  "sendgrid",
-  "moosend",
-  "mailer-lite",
-  "pingdom",
-  "uptime-robot",
-  "piwik-pro",
-  "wordpress",
-  "pabbly-connect",
-  "ment",
-  "twilio",
-  "switchy",
-  "vimeo",
-  "pinterest",
-  "pinterest-ads",
-  "gtres",
-  "paypal",
-  "gps",
-  "gs",
-  "CUSTOM_IMPORT",
-  "CUSTOM_DATA",
-  "CALCULATION",
-  "GOALS",
-  "str",
-  "wistia",
-  "ca-mon",
-  "convertkit",
-  "woocommerce",
-  "xero",
-  "matomo",
-  "go-high-level",
-  "wcs",
-  "bing-webmaster-tools",
-  "pipedrive",
-  "salesforce",
-  "tiktok",
-  "tiktok-ads",
-  "twr",
-  "twr-ads",
-  "spf",
-  "ytbe",
-  "google-local-services-ads",
-  "klaviyo",
-  "gsh",
-  "ga4",
-  "lkdin-ads",
-  "lkdin-pg",
-  "mlchmp",
-  "inst-ads",
-  "inst",
-  "fb-ads",
-  "fb-pg",
-  "gmb",
-  "serpstat",
-  "hubspot",
-  "gadw",
-  "sem-rush",
-  "se-ranking",
-  "microsoft-ads",
-  "plausible",
-  "snapchat-ads",
-  "amazon-advertising",
-  "microsoft-clarity",
-  "serp-watch",
-  "vbout",
-  "moz",
-  "chatgpt-ads",
-  "omnisend",
-  "airtable",
-  "nozzle",
-  "surnex",
-  "clickup",
-  "make",
-  "freshdesk",
-  "chart-mogul",
-  "amplitude",
-  "harvest",
-  "zoho-crm",
-  "clockify"
-]New value: +[
+  "advanced-web-ranking",
+  "ac",
+  "adroll",
+  "ahrefs",
+  "basecamp",
+  "brightlocal",
+  "call-rail",
+  "drip",
+  "keywords",
+  "sendin-blue",
+  "sendgrid",
+  "moosend",
+  "mailer-lite",
+  "pingdom",
+  "uptime-robot",
+  "piwik-pro",
+  "wordpress",
+  "pabbly-connect",
+  "ment",
+  "twilio",
+  "switchy",
+  "vimeo",
+  "pinterest",
+  "pinterest-ads",
+  "gtres",
+  "paypal",
+  "gps",
+  "gs",
+  "CUSTOM_IMPORT",
+  "CUSTOM_DATA",
+  "CALCULATION",
+  "GOALS",
+  "str",
+  "wistia",
+  "ca-mon",
+  "convertkit",
+  "woocommerce",
+  "xero",
+  "matomo",
+  "go-high-level",
+  "wcs",
+  "bing-webmaster-tools",
+  "pipedrive",
+  "salesforce",
+  "tiktok",
+  "tiktok-ads",
+  "twr",
+  "twr-ads",
+  "spf",
+  "ytbe",
+  "google-local-services-ads",
+  "klaviyo",
+  "gsh",
+  "ga4",
+  "lkdin-ads",
+  "lkdin-pg",
+  "mlchmp",
+  "inst-ads",
+  "inst",
+  "fb-ads",
+  "fb-pg",
+  "gmb",
+  "serpstat",
+  "hubspot",
+  "gadw",
+  "sem-rush",
+  "se-ranking",
+  "microsoft-ads",
+  "plausible",
+  "snapchat-ads",
+  "amazon-advertising",
+  "microsoft-clarity",
+  "serp-watch",
+  "vbout",
+  "moz",
+  "chatgpt-ads",
+  "omnisend",
+  "airtable",
+  "nozzle",
+  "surnex",
+  "clickup",
+  "make",
+  "freshdesk",
+  "chart-mogul",
+  "amplitude",
+  "harvest",
+  "zoho-crm",
+  "clockify",
+  "adtraction"
+]
  2. Changed1 schema field changed
    • changedInput schema / properties / datasource_id / enum
      Previous value: -[
-  "advanced-web-ranking",
-  "ac",
-  "adroll",
-  "ahrefs",
-  "basecamp",
-  "brightlocal",
-  "call-rail",
-  "drip",
-  "keywords",
-  "sendin-blue",
-  "sendgrid",
-  "moosend",
-  "mailer-lite",
-  "pingdom",
-  "uptime-robot",
-  "piwik-pro",
-  "wordpress",
-  "pabbly-connect",
-  "ment",
-  "twilio",
-  "switchy",
-  "vimeo",
-  "pinterest",
-  "pinterest-ads",
-  "gtres",
-  "paypal",
-  "gps",
-  "gs",
-  "CUSTOM_IMPORT",
-  "CUSTOM_DATA",
-  "CALCULATION",
-  "GOALS",
-  "str",
-  "wistia",
-  "ca-mon",
-  "convertkit",
-  "woocommerce",
-  "xero",
-  "matomo",
-  "go-high-level",
-  "wcs",
-  "bing-webmaster-tools",
-  "pipedrive",
-  "salesforce",
-  "tiktok",
-  "tiktok-ads",
-  "twr",
-  "twr-ads",
-  "spf",
-  "ytbe",
-  "google-local-services-ads",
-  "klaviyo",
-  "gsh",
-  "ga4",
-  "lkdin-ads",
-  "lkdin-pg",
-  "mlchmp",
-  "inst-ads",
-  "inst",
-  "fb-ads",
-  "fb-pg",
-  "gmb",
-  "serpstat",
-  "hubspot",
-  "gadw",
-  "sem-rush",
-  "se-ranking",
-  "microsoft-ads",
-  "plausible",
-  "snapchat-ads",
-  "amazon-advertising",
-  "microsoft-clarity",
-  "serp-watch",
-  "vbout",
-  "moz",
-  "chatgpt-ads",
-  "omnisend",
-  "airtable",
-  "nozzle",
-  "surnex",
-  "clickup",
-  "make",
-  "freshdesk",
-  "chart-mogul",
-  "amplitude",
-  "harvest"
-]New value: +[
+  "advanced-web-ranking",
+  "ac",
+  "adroll",
+  "ahrefs",
+  "basecamp",
+  "brightlocal",
+  "call-rail",
+  "drip",
+  "keywords",
+  "sendin-blue",
+  "sendgrid",
+  "moosend",
+  "mailer-lite",
+  "pingdom",
+  "uptime-robot",
+  "piwik-pro",
+  "wordpress",
+  "pabbly-connect",
+  "ment",
+  "twilio",
+  "switchy",
+  "vimeo",
+  "pinterest",
+  "pinterest-ads",
+  "gtres",
+  "paypal",
+  "gps",
+  "gs",
+  "CUSTOM_IMPORT",
+  "CUSTOM_DATA",
+  "CALCULATION",
+  "GOALS",
+  "str",
+  "wistia",
+  "ca-mon",
+  "convertkit",
+  "woocommerce",
+  "xero",
+  "matomo",
+  "go-high-level",
+  "wcs",
+  "bing-webmaster-tools",
+  "pipedrive",
+  "salesforce",
+  "tiktok",
+  "tiktok-ads",
+  "twr",
+  "twr-ads",
+  "spf",
+  "ytbe",
+  "google-local-services-ads",
+  "klaviyo",
+  "gsh",
+  "ga4",
+  "lkdin-ads",
+  "lkdin-pg",
+  "mlchmp",
+  "inst-ads",
+  "inst",
+  "fb-ads",
+  "fb-pg",
+  "gmb",
+  "serpstat",
+  "hubspot",
+  "gadw",
+  "sem-rush",
+  "se-ranking",
+  "microsoft-ads",
+  "plausible",
+  "snapchat-ads",
+  "amazon-advertising",
+  "microsoft-clarity",
+  "serp-watch",
+  "vbout",
+  "moz",
+  "chatgpt-ads",
+  "omnisend",
+  "airtable",
+  "nozzle",
+  "surnex",
+  "clickup",
+  "make",
+  "freshdesk",
+  "chart-mogul",
+  "amplitude",
+  "harvest",
+  "zoho-crm",
+  "clockify"
+]
  3. Changed1 schema field changed
    • changedInput schema / properties / datasource_id / enum
      Previous value: -[
-  "advanced-web-ranking",
-  "ac",
-  "adroll",
-  "ahrefs",
-  "basecamp",
-  "brightlocal",
-  "call-rail",
-  "drip",
-  "keywords",
-  "sendin-blue",
-  "sendgrid",
-  "moosend",
-  "mailer-lite",
-  "pingdom",
-  "uptime-robot",
-  "piwik-pro",
-  "wordpress",
-  "pabbly-connect",
-  "ment",
-  "twilio",
-  "switchy",
-  "vimeo",
-  "pinterest",
-  "pinterest-ads",
-  "gtres",
-  "paypal",
-  "gps",
-  "gs",
-  "CUSTOM_IMPORT",
-  "CUSTOM_DATA",
-  "CALCULATION",
-  "GOALS",
-  "str",
-  "wistia",
-  "ca-mon",
-  "convertkit",
-  "woocommerce",
-  "xero",
-  "matomo",
-  "go-high-level",
-  "wcs",
-  "bing-webmaster-tools",
-  "pipedrive",
-  "salesforce",
-  "tiktok",
-  "tiktok-ads",
-  "twr",
-  "twr-ads",
-  "spf",
-  "ytbe",
-  "google-local-services-ads",
-  "klaviyo",
-  "gsh",
-  "ga4",
-  "lkdin-ads",
-  "lkdin-pg",
-  "mlchmp",
-  "inst-ads",
-  "inst",
-  "fb-ads",
-  "fb-pg",
-  "gmb",
-  "serpstat",
-  "hubspot",
-  "gadw",
-  "sem-rush",
-  "se-ranking",
-  "microsoft-ads",
-  "plausible",
-  "snapchat-ads",
-  "amazon-advertising",
-  "microsoft-clarity",
-  "serp-watch",
-  "vbout",
-  "moz",
-  "chatgpt-ads",
-  "omnisend",
-  "airtable",
-  "nozzle",
-  "surnex",
-  "clickup",
-  "make",
-  "freshdesk",
-  "chart-mogul",
-  "amplitude"
-]New value: +[
+  "advanced-web-ranking",
+  "ac",
+  "adroll",
+  "ahrefs",
+  "basecamp",
+  "brightlocal",
+  "call-rail",
+  "drip",
+  "keywords",
+  "sendin-blue",
+  "sendgrid",
+  "moosend",
+  "mailer-lite",
+  "pingdom",
+  "uptime-robot",
+  "piwik-pro",
+  "wordpress",
+  "pabbly-connect",
+  "ment",
+  "twilio",
+  "switchy",
+  "vimeo",
+  "pinterest",
+  "pinterest-ads",
+  "gtres",
+  "paypal",
+  "gps",
+  "gs",
+  "CUSTOM_IMPORT",
+  "CUSTOM_DATA",
+  "CALCULATION",
+  "GOALS",
+  "str",
+  "wistia",
+  "ca-mon",
+  "convertkit",
+  "woocommerce",
+  "xero",
+  "matomo",
+  "go-high-level",
+  "wcs",
+  "bing-webmaster-tools",
+  "pipedrive",
+  "salesforce",
+  "tiktok",
+  "tiktok-ads",
+  "twr",
+  "twr-ads",
+  "spf",
+  "ytbe",
+  "google-local-services-ads",
+  "klaviyo",
+  "gsh",
+  "ga4",
+  "lkdin-ads",
+  "lkdin-pg",
+  "mlchmp",
+  "inst-ads",
+  "inst",
+  "fb-ads",
+  "fb-pg",
+  "gmb",
+  "serpstat",
+  "hubspot",
+  "gadw",
+  "sem-rush",
+  "se-ranking",
+  "microsoft-ads",
+  "plausible",
+  "snapchat-ads",
+  "amazon-advertising",
+  "microsoft-clarity",
+  "serp-watch",
+  "vbout",
+  "moz",
+  "chatgpt-ads",
+  "omnisend",
+  "airtable",
+  "nozzle",
+  "surnex",
+  "clickup",
+  "make",
+  "freshdesk",
+  "chart-mogul",
+  "amplitude",
+  "harvest"
+]
  4. Changed1 schema field changed
    • changedInput schema / properties / datasource_id / enum
      Previous value: -[
-  "advanced-web-ranking",
-  "ac",
-  "adroll",
-  "ahrefs",
-  "basecamp",
-  "brightlocal",
-  "call-rail",
-  "drip",
-  "keywords",
-  "sendin-blue",
-  "sendgrid",
-  "moosend",
-  "mailer-lite",
-  "pingdom",
-  "uptime-robot",
-  "piwik-pro",
-  "wordpress",
-  "pabbly-connect",
-  "ment",
-  "twilio",
-  "switchy",
-  "vimeo",
-  "pinterest",
-  "pinterest-ads",
-  "gtres",
-  "paypal",
-  "gps",
-  "gs",
-  "CUSTOM_IMPORT",
-  "CUSTOM_DATA",
-  "CALCULATION",
-  "GOALS",
-  "str",
-  "wistia",
-  "ca-mon",
-  "convertkit",
-  "woocommerce",
-  "xero",
-  "matomo",
-  "go-high-level",
-  "wcs",
-  "bing-webmaster-tools",
-  "pipedrive",
-  "salesforce",
-  "tiktok",
-  "tiktok-ads",
-  "twr",
-  "twr-ads",
-  "spf",
-  "ytbe",
-  "google-local-services-ads",
-  "klaviyo",
-  "gsh",
-  "ga4",
-  "lkdin-ads",
-  "lkdin-pg",
-  "mlchmp",
-  "inst-ads",
-  "inst",
-  "fb-ads",
-  "fb-pg",
-  "gmb",
-  "serpstat",
-  "hubspot",
-  "gadw",
-  "sem-rush",
-  "se-ranking",
-  "microsoft-ads",
-  "plausible",
-  "snapchat-ads",
-  "amazon-advertising",
-  "microsoft-clarity",
-  "serp-watch",
-  "vbout",
-  "moz",
-  "chatgpt-ads",
-  "omnisend",
-  "airtable",
-  "nozzle",
-  "surnex",
-  "clickup",
-  "make",
-  "freshdesk"
-]New value: +[
+  "advanced-web-ranking",
+  "ac",
+  "adroll",
+  "ahrefs",
+  "basecamp",
+  "brightlocal",
+  "call-rail",
+  "drip",
+  "keywords",
+  "sendin-blue",
+  "sendgrid",
+  "moosend",
+  "mailer-lite",
+  "pingdom",
+  "uptime-robot",
+  "piwik-pro",
+  "wordpress",
+  "pabbly-connect",
+  "ment",
+  "twilio",
+  "switchy",
+  "vimeo",
+  "pinterest",
+  "pinterest-ads",
+  "gtres",
+  "paypal",
+  "gps",
+  "gs",
+  "CUSTOM_IMPORT",
+  "CUSTOM_DATA",
+  "CALCULATION",
+  "GOALS",
+  "str",
+  "wistia",
+  "ca-mon",
+  "convertkit",
+  "woocommerce",
+  "xero",
+  "matomo",
+  "go-high-level",
+  "wcs",
+  "bing-webmaster-tools",
+  "pipedrive",
+  "salesforce",
+  "tiktok",
+  "tiktok-ads",
+  "twr",
+  "twr-ads",
+  "spf",
+  "ytbe",
+  "google-local-services-ads",
+  "klaviyo",
+  "gsh",
+  "ga4",
+  "lkdin-ads",
+  "lkdin-pg",
+  "mlchmp",
+  "inst-ads",
+  "inst",
+  "fb-ads",
+  "fb-pg",
+  "gmb",
+  "serpstat",
+  "hubspot",
+  "gadw",
+  "sem-rush",
+  "se-ranking",
+  "microsoft-ads",
+  "plausible",
+  "snapchat-ads",
+  "amazon-advertising",
+  "microsoft-clarity",
+  "serp-watch",
+  "vbout",
+  "moz",
+  "chatgpt-ads",
+  "omnisend",
+  "airtable",
+  "nozzle",
+  "surnex",
+  "clickup",
+  "make",
+  "freshdesk",
+  "chart-mogul",
+  "amplitude"
+]
  5. Changed1 schema field changed
    • changedInput schema / properties / datasource_id / enum
      Previous value: -[
-  "advanced-web-ranking",
-  "ac",
-  "adroll",
-  "ahrefs",
-  "basecamp",
-  "brightlocal",
-  "call-rail",
-  "drip",
-  "keywords",
-  "sendin-blue",
-  "sendgrid",
-  "moosend",
-  "mailer-lite",
-  "pingdom",
-  "uptime-robot",
-  "piwik-pro",
-  "wordpress",
-  "pabbly-connect",
-  "ment",
-  "twilio",
-  "switchy",
-  "vimeo",
-  "pinterest",
-  "pinterest-ads",
-  "gtres",
-  "paypal",
-  "gps",
-  "gs",
-  "CUSTOM_IMPORT",
-  "CUSTOM_DATA",
-  "CALCULATION",
-  "GOALS",
-  "str",
-  "wistia",
-  "ca-mon",
-  "convertkit",
-  "woocommerce",
-  "xero",
-  "matomo",
-  "go-high-level",
-  "wcs",
-  "bing-webmaster-tools",
-  "pipedrive",
-  "salesforce",
-  "tiktok",
-  "tiktok-ads",
-  "twr",
-  "twr-ads",
-  "spf",
-  "ytbe",
-  "google-local-services-ads",
-  "klaviyo",
-  "gsh",
-  "ga4",
-  "lkdin-ads",
-  "lkdin-pg",
-  "mlchmp",
-  "inst-ads",
-  "inst",
-  "fb-ads",
-  "fb-pg",
-  "gmb",
-  "serpstat",
-  "hubspot",
-  "gadw",
-  "sem-rush",
-  "se-ranking",
-  "microsoft-ads",
-  "plausible",
-  "snapchat-ads",
-  "amazon-advertising",
-  "microsoft-clarity",
-  "serp-watch",
-  "vbout",
-  "moz",
-  "chatgpt-ads",
-  "omnisend",
-  "airtable",
-  "nozzle",
-  "surnex"
-]New value: +[
+  "advanced-web-ranking",
+  "ac",
+  "adroll",
+  "ahrefs",
+  "basecamp",
+  "brightlocal",
+  "call-rail",
+  "drip",
+  "keywords",
+  "sendin-blue",
+  "sendgrid",
+  "moosend",
+  "mailer-lite",
+  "pingdom",
+  "uptime-robot",
+  "piwik-pro",
+  "wordpress",
+  "pabbly-connect",
+  "ment",
+  "twilio",
+  "switchy",
+  "vimeo",
+  "pinterest",
+  "pinterest-ads",
+  "gtres",
+  "paypal",
+  "gps",
+  "gs",
+  "CUSTOM_IMPORT",
+  "CUSTOM_DATA",
+  "CALCULATION",
+  "GOALS",
+  "str",
+  "wistia",
+  "ca-mon",
+  "convertkit",
+  "woocommerce",
+  "xero",
+  "matomo",
+  "go-high-level",
+  "wcs",
+  "bing-webmaster-tools",
+  "pipedrive",
+  "salesforce",
+  "tiktok",
+  "tiktok-ads",
+  "twr",
+  "twr-ads",
+  "spf",
+  "ytbe",
+  "google-local-services-ads",
+  "klaviyo",
+  "gsh",
+  "ga4",
+  "lkdin-ads",
+  "lkdin-pg",
+  "mlchmp",
+  "inst-ads",
+  "inst",
+  "fb-ads",
+  "fb-pg",
+  "gmb",
+  "serpstat",
+  "hubspot",
+  "gadw",
+  "sem-rush",
+  "se-ranking",
+  "microsoft-ads",
+  "plausible",
+  "snapchat-ads",
+  "amazon-advertising",
+  "microsoft-clarity",
+  "serp-watch",
+  "vbout",
+  "moz",
+  "chatgpt-ads",
+  "omnisend",
+  "airtable",
+  "nozzle",
+  "surnex",
+  "clickup",
+  "make",
+  "freshdesk"
+]
  6. Changed1 schema field changed
    • changedInput schema / properties / datasource_id / enum
      Previous value: -[
-  "advanced-web-ranking",
-  "ac",
-  "adroll",
-  "ahrefs",
-  "basecamp",
-  "brightlocal",
-  "call-rail",
-  "drip",
-  "keywords",
-  "sendin-blue",
-  "sendgrid",
-  "moosend",
-  "mailer-lite",
-  "pingdom",
-  "uptime-robot",
-  "piwik-pro",
-  "wordpress",
-  "pabbly-connect",
-  "ment",
-  "twilio",
-  "switchy",
-  "vimeo",
-  "pinterest",
-  "pinterest-ads",
-  "gtres",
-  "paypal",
-  "gps",
-  "gs",
-  "CUSTOM_IMPORT",
-  "CUSTOM_DATA",
-  "CALCULATION",
-  "GOALS",
-  "str",
-  "wistia",
-  "ca-mon",
-  "convertkit",
-  "woocommerce",
-  "xero",
-  "matomo",
-  "go-high-level",
-  "wcs",
-  "bing-webmaster-tools",
-  "pipedrive",
-  "salesforce",
-  "tiktok",
-  "tiktok-ads",
-  "twr",
-  "twr-ads",
-  "spf",
-  "ytbe",
-  "google-local-services-ads",
-  "klaviyo",
-  "gsh",
-  "ga4",
-  "lkdin-ads",
-  "lkdin-pg",
-  "mlchmp",
-  "inst-ads",
-  "inst",
-  "fb-ads",
-  "fb-pg",
-  "gmb",
-  "serpstat",
-  "hubspot",
-  "gadw",
-  "sem-rush",
-  "se-ranking",
-  "microsoft-ads",
-  "plausible",
-  "snapchat-ads",
-  "amazon-advertising",
-  "microsoft-clarity",
-  "serp-watch",
-  "vbout",
-  "moz",
-  "chatgpt-ads",
-  "omnisend",
-  "airtable",
-  "nozzle"
-]New value: +[
+  "advanced-web-ranking",
+  "ac",
+  "adroll",
+  "ahrefs",
+  "basecamp",
+  "brightlocal",
+  "call-rail",
+  "drip",
+  "keywords",
+  "sendin-blue",
+  "sendgrid",
+  "moosend",
+  "mailer-lite",
+  "pingdom",
+  "uptime-robot",
+  "piwik-pro",
+  "wordpress",
+  "pabbly-connect",
+  "ment",
+  "twilio",
+  "switchy",
+  "vimeo",
+  "pinterest",
+  "pinterest-ads",
+  "gtres",
+  "paypal",
+  "gps",
+  "gs",
+  "CUSTOM_IMPORT",
+  "CUSTOM_DATA",
+  "CALCULATION",
+  "GOALS",
+  "str",
+  "wistia",
+  "ca-mon",
+  "convertkit",
+  "woocommerce",
+  "xero",
+  "matomo",
+  "go-high-level",
+  "wcs",
+  "bing-webmaster-tools",
+  "pipedrive",
+  "salesforce",
+  "tiktok",
+  "tiktok-ads",
+  "twr",
+  "twr-ads",
+  "spf",
+  "ytbe",
+  "google-local-services-ads",
+  "klaviyo",
+  "gsh",
+  "ga4",
+  "lkdin-ads",
+  "lkdin-pg",
+  "mlchmp",
+  "inst-ads",
+  "inst",
+  "fb-ads",
+  "fb-pg",
+  "gmb",
+  "serpstat",
+  "hubspot",
+  "gadw",
+  "sem-rush",
+  "se-ranking",
+  "microsoft-ads",
+  "plausible",
+  "snapchat-ads",
+  "amazon-advertising",
+  "microsoft-clarity",
+  "serp-watch",
+  "vbout",
+  "moz",
+  "chatgpt-ads",
+  "omnisend",
+  "airtable",
+  "nozzle",
+  "surnex"
+]
  7. Changed3 schema fields changed
    • removedInput schema / $schema
      Removed value: -"http://json-schema.org/draft-07/schema#"
    • removedOutput schema / $schema
      Removed value: -"http://json-schema.org/draft-07/schema#"
    • changedOutput schema / properties / success / description
      Previous value: -"True when the call succeeded. A failure comes back as an error result instead."New value: +"True when the call succeeded."
  8. First observed

TDQS

A4.6/5.0
Behavior4/5

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

Annotations declare readOnly=false, destructive=false, openWorld=true, so the mutation and openness profile is already covered. The description adds genuinely new behavior: the discover-then-submit call sequence, and the subtle upsert semantics where re-using an existing name overwrites that connection's credentials rather than erroring. It stops short of describing failure modes or required role/permissions, which keeps it below a 5.

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

Conciseness4/5

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

Front-loaded with the action, then the call pattern, then the exclusion, then the follow-ups — a logical order with no filler sentences. Slightly dense and the 'connect panel's credential form, as a tool' framing is mildly wordy, but every sentence carries routing or behavioral information.

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

Completeness5/5

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

An output schema exists, so return values need not be explained, and the description fills the remaining gaps for a 3-param nested-object mutation: discovery flow, upsert behavior, scope exclusions, and the correct follow-up tools. An agent has everything needed to invoke it correctly.

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

Parameters4/5

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

Schema coverage is 100%, so the baseline is 3 and the schema already documents name, credentials, and datasource_id. The description adds usage semantics the schema cannot express — calling with only datasource_id is a discovery mode that returns the required credential keys, and credentials must be keyed as that listing dictates.

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

Purpose5/5

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

States a specific verb and resource (create a datasource connection) and immediately frames it as the connect panel's credential form exposed as a tool, which tells an agent exactly what this does. The two-phase call pattern and the OAuth exclusion distinguish it clearly from siblings like link_datasource and test_connection.

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

Usage Guidelines5/5

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

Explicit when-to-use (credentials-based datasources), explicit when-not (Google/Meta/LinkedIn sign-in datasources 'cannot be created here and say so'), and explicit alternatives for follow-up work (link_datasource to attach a client, test_connection to verify). Nothing is left to inference.

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

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