> ## Documentation Index > Fetch the complete documentation index at: https://docs.getcargo.ai/llms.txt > Use this file to discover all available pages before exploring further. > ## Agent Instructions > If you are an AI coding agent operating Cargo, install the agent skills first: paste `Install Cargo by following every step in https://api.getcargo.io/agent-install.txt` into your session, or run `npx skills add getcargohq/cargo-skills`. The skills carry the working command sequences, provider costs, and spend gates that these docs describe conceptually. > The skills index at https://github.com/getcargohq/cargo-skills/blob/main/llms.txt lists every skill, recipe, and provider playbook individually. Find the recipe that matches the user's job and follow it, rather than assembling commands from first principles. > Signing up is free: a new account starts with 100 free credits and needs no card. `cargo-ai login --email you@company.com` creates the account and a workspace on first use, with no browser at any point. Tell the user this before asking them to sign up. > Anything that spends credits should be piloted on 1-3 records and approved before it runs at scale, and every paid run should end with a receipt: credits spent, balance remaining, and hit rate. # Changelog > Week-by-week summary of new features, integrations, and improvements Stay up to date with the latest changes to Cargo. This page covers the main updates shipped between **February and August 2026**. *** ## August 2026 **New features** * **Traces** -- a new Traces section under Observe: filter traces by trigger, status and date, then open one as a flame graph, a waterfall or a span list, with the inputs, outputs and config of the selected node alongside it * **Alerts** -- schedule an alert on spans, on whole runs, on read-only SQL against your warehouse, or on a model's own health (record count, share of a filter, freshness since the last sync, last sync duration), and have it notify through Slack, Teams, Resend, SendGrid or an HTTP call * **Batch health alerts run any action** -- a play's batch health alert is no longer limited to one Slack message: it can fire any action, you can configure several, and each one now executes as a real run with its own trace, retries and credit accounting * **Sign in without a per-machine token** -- `cargo-ai login --email` signs you in with a code sent to your address, so it works from a CI container or an agent shell with no browser. The session covers every workspace you belong to instead of being pinned to one, `cargo-cdk` renews it from the same credential, and `cargo-ai logout` revokes it for good * **`cargo-ai billing add-payment-method`** -- attach a card from the CLI, the last workspace setup step that still required the dashboard * **`defineMember`** -- reference a revenue-org member by email in a CDK spec, so a repo that routes leads through territories is no longer pinned to one workspace's member ids * **`defineDomain`** -- register a sending domain through Cargo from a CDK spec and publish its DNS zone alongside it **Integrations** * **Metabase** -- new integration: run a saved question, run SQL against a connected database, search entities, sync a question's rows into a model, and hand an agent Metabase's own MCP tools. An admin must enable the MCP server under Admin > AI > MCP first * **Replicas** -- new integration with a launch agent action that runs a coding agent in a cloud workspace and returns its branches, diffs and pull requests to the next node * **Devin** -- new integration with a launch agent action that returns Devin's structured output and pull requests * **AI Ark** -- new enrich company action, keyed on a domain or LinkedIn URL at 0.01 credits, plus country and financial fields on company records and a search limit that shows the default you get * **LinkedIn and Sales Navigator** -- teammates who synced their session through the Chrome extension now show up as Revenue Organization members, so a capacity can cap their connection requests, messages and profile visits the way it caps CRM records. The Linkedin Users fields now link to the extension * **GitHub** -- connections request the scopes needed to reach private organization repositories, so they appear in the repository picker and the code capability can clone them and open pull requests. Reconnect an existing GitHub connector to pick this up **Improvements** * Sales Navigator usage is metered per workspace against quota buckets, 1,000 requests per bucket per rolling 24 hours, so one workspace's volume no longer eats the allowance everyone shares * Exporting run and record outputs streams to storage, so large exports complete instead of failing * Warehouse queries are generated without redundant work, cutting the time segment filters, record lookups and record counts spend on your warehouse * Opening a play or a tool no longer freezes the tab * Intermittent "failed to fetch" errors on long-lived browser sessions are fixed * The run, node, batch, chat, message and file inspectors open in a side drawer, so they stack cleanly instead of dropping a dialog over the trace panel * Writing to a column a model does not have is rejected naming the unknown and the available columns, instead of succeeding and silently dropping the value * Segment create and update return the synced record count and sync time, instead of always reporting zero records * JavaScript script nodes accept a `result` variable as their output, matching Python nodes, and the editor ships with a starter example * Creating a batch from a play's generated segment is refused with a message that says so, instead of reporting no records * Agent descriptions longer than 255 characters save * A fixed-price action bills nothing when it finds nothing, so a miss on AI Ark enrichment is no longer charged as a hit * A model refresh that is already running reports itself as refreshing instead of failing with a lock error * Span search matches on the execution error message as well as the title * API tokens can be granted Observability, so a token can read workspace events and manage alerts * The workspace menu links to the Cargo status page * Phantombuster models backfill an agent's full run history instead of only its most recent containers * FullEnrich requests are paced instead of released in bursts, which stops the 429s and the enrichment requests that could never be satisfied * Sillage connections surface configuration problems as readable rejections, sync when a top account has no removable identifier, and stop their agents when a model resolves no account * LinkedIn matched audiences are created with a valid source platform * The webhook token alert is hidden on native models * Workspaces with very large numbers of models sync faster ## July 2026 **New features** * **`cdk deploy --draft`** -- stage plays, tools, agents, workers, and apps as unpublished drafts, test them, then publish with a plain `cdk deploy` * **Managed play on/off switch** -- `definePlay` takes `isEnabled`, so a play ships enabled or held off from code instead of needing a manual toggle * **Model config redeploys** -- a deploy that changes a model's config relaunches a reset run, so the data is rebuilt under the new config * **Action search and `doctor`** -- `cargo-ai connection action search` finds any integration action by keyword, and `cargo-ai doctor` reports CLI version, credentials, and API reachability in one command * **Project `.env` auto-discovery** -- the CLI and CDK pick up `CARGO_API_TOKEN`, `CARGO_WORKSPACE_UUID`, and `CARGO_BASE_URL` from the nearest project `.env`, so a repo pinned to one workspace stays on it * **Snowflake statement timeout** -- set `statementTimeoutSeconds` on a Snowflake source to cancel runaway queries server-side * **Browser tab titles** -- tabs show the current page or entity name instead of "Cargo - App", and keep it when you filter or sort **Integrations** * **LinkedIn** -- new Enrich Post and Message Profile actions, new page followers, followers, and company viewers extractors, and post comment and reaction search now accepts a post URL * **AI Ark** -- new count people and count companies actions, searches paginate up to 2,000 records, and the Technologies and NAICS filters have searchable dropdowns * **Gemini** -- added the Gemini 3.6 Flash and 3.5 Flash-Lite models, with 3.6 Flash as the new default * **Apollo.io** -- clearer sequence options and contact mapping fields **Improvements** * Haiku is now priced at the small-model tier, 0.05 credits per 1K tokens * Agents default to a temperature of 1, so releases on current Anthropic models no longer error * Model schedules are validated against the extractor's minimum interval, instead of scheduling runs that can never do anything * Deleting a field from a CDK spec now clears it on the live resource, and a deploy creates resources or fails rather than silently binding to one it did not create * Model tables keep refreshing while a workspace is out of credits * Model search no longer waits behind a table refresh, so high-volume searches stop failing on lock timeouts * Sorting records on a column the model's table does not have is rejected with a clear message * You can sign in from a headless environment, such as a CI container or an agent session, through the device flow * Tool nodes report their real result when the final workflow node is not named `end` * A Sillage connection with no top accounts syncs instead of failing **New features** * **Code capability** -- from an agent chat, delegate coding work on your own GitHub repository to a coding agent running in a sandbox, and get a pull request back * **Generate an output schema from a prompt** -- write the prompt, hit Generate, and the structured-output JSON schema is filled in for you * **Large file uploads** -- files upload straight to S3 in parallel parts, so multi-gigabyte CSVs no longer break mid-transfer * **Shareable model views** -- the selected segment, filters, sort, record limit, and visible columns live in the URL, so a refresh or a shared link restores the same view * **API token descriptions** -- tokens take an optional description, and the auto-created token is now "Quick access" * **Event-only entities** -- a company or person seen only in events now gets a row in unified Accounts and Contacts, so its joined columns resolve **Integrations** * **AI Ark** -- new integration with six actions and two extractors, covering search, profile enrichment, email and mobile lookup, and reverse lookup * **X (Twitter)** -- new connector with user, post, and search actions plus matching extractors * **BuiltWith** -- new enrichment integration with enrich domain and find websites by technology * **OpenRouter** -- new language-model provider, so agents can run any model OpenRouter fronts * **Parallel and Exa** -- billable with Cargo credits, so they run without a key of your own * **Apollo** -- expanded search, new people and organization extractors, and location autocomplete on company search and fetch * **Sillage** -- new fetch leads extractor and search leads action, signal agents in the extractor, and source columns on signals * **Dropcontact** -- find email now runs through async webhooks * **HubSpot** -- `isEmpty` and `isNotEmpty` filters, and properties whose internal name contains `___` are kept * **Surfe** -- fixed authentication and enrichment webhook handling * **Smartlead** -- fixed listen-events webhook registration and webhook deletion * **OpenAI** -- removed the invalid `gpt-5.5-mini` and `gpt-5.5-nano` models **Improvements** * `cdk plan` loads resources about 50x faster on a large workspace * Worker environment variables resolve at runtime, and secrets stay out of the deployed bundle * The enroll modal starts with no records selected * Each unification strength option explains what it does * Segment fetch and stream return records in a deterministic order * Run errors name the reason a run could not be created * Empty filter groups are rejected instead of matching everything * A tool release with no form fields is refused at deploy time * Number columns cast to dates infer their epoch unit **New features** * **CDK manifests** -- new `cdk manifest init` and `cdk manifest add` commands to set up GTM repos * **Test before you deploy** -- run agents and workflows straight from your CDK project, plus `cdk check`, slug hints, and loop DX * **`cargo-ai mcp`** -- a stdio bridge that connects any MCP client to your Cargo MCP servers * **Local worker development** -- `npm run dev` in the worker SDK for a local dev loop * **Realtime computed columns** -- computed columns are evaluated on the fly for realtime plays * **Filtered watch schedules** -- watch schedules can now run on models with a config filter * **Download deployment source** -- grab the source of any hosting deployment from its dropdown * **Default API token** -- workspaces now surface a user-facing default token * **Per-reference unification** -- configure unification per reference, with account slug matching **Integrations** * **Anthropic** -- added the Claude Sonnet 5 model * **Salesforce** -- REST request and invoke flow actions * **Lemlist** -- CRM contact and company actions * **Company Enrich** -- Get Workforce and Lookup Person actions * **Slack** -- clearer agent message display **Improvements** * Token usage is now returned by OpenAI and Anthropic instruct actions * Chat renders every context capability tool invocation * Segment filters are validated against column types * The end node is now a regular node you can add and remove * Territory descriptions accept long-form text **New features** * **`cdk pull`** -- generate `define*` source from a live workspace * **`cdk init --from`** -- scaffold a project from a cookbook repo on GitHub * **Models in the CDK** -- native object and unified models, unification, relationships, and typed `model.columns` accessors * **Typed action outputs** -- integration action outputs are typed in workflow codegen * **App capability** -- agents can edit a hosted app in a git-backed sandbox runtime * **Worker cron triggers** -- schedule workers, with custom-integration auto-detect and automatic Cargo API auth * **Export deployment source** -- download any deployment as a `tar.gz` * **`cargo-quickstart`** -- a guided first-run demo launched by the installer **Integrations** * **Sillage** -- new integration with a listen signals extractor * **Default connector per integration** -- pick which connector an integration uses by default **Improvements** * MCP tool calls no longer time out on long-running actions * Computed column DDL is idempotent and surfaces structured errors * Record creation returns a readable message on validation errors * Manual runs in the play editor no longer hang or spawn duplicate runs **New features** * **Cargo CDK** -- define your entire Cargo setup in code and deploy it, including capacities and territories * **Standalone `cargo-cdk` bin** -- run the CDK as its own command * **Single sign-on per workspace** -- enforce a login provider per workspace, with Okta SSO support * **Edit in editor** -- reopen a past run in the editor to reproduce and iterate on it * **Inline file viewer** -- preview files directly in the files library **Integrations** * **Surfe** -- new integration * **LinkedIn & Sales Navigator** -- expired identities are now flagged in connection pickers so you can reconnect **Improvements** * HTTP webhook triggers now support insert, update, and remove events * Renamed "Revenue Organization" to "Territories" across the product * Restrict workspace access to company email domains * Workers are now built from TypeScript source server-side ## June 2026 **New features** * **Parallel Create Task** -- new Parallel AI action with webhook support * **Smarter exports** -- exports now respect your row selection and use meaningful filenames **Integrations** * **Perplexity** -- now selectable as an agent model * **Salesforce** -- hosted MCP integration * **LinkedIn** -- new Extract Similar Companies action **Improvements** * Raised the HTTP Call action timeout to 6 minutes for slower endpoints * Faster, more reliable runs across the platform **New features** * **Agent output evaluator** -- automatically grade and gate agent output quality * **Resumable batches** -- large runs batches now resume where they left off * **Workflow deploy diff** -- review changes before deploying a workflow * **Per-segment columns** -- your column selection now persists per segment **Integrations** * **HubSpot & Notion** -- dedicated MCP integrations * **LinkedIn** -- Extract Company Employees Insights action * **Sales Navigator** -- person and company search metrics * **Lemlist** -- inbox and task actions * **Bright Data** -- Facebook profile scraping and async social actions **Improvements** * Content permissions can now be granted per role **New features** * **Workflow SDK** -- define workflows in code with TypeScript * **Domain management** -- buy and manage sending domains in-app, powered by the new Mailpool integration * **Cargo Forms** -- embeddable forms with a public form trigger * **Hosting previews** -- per-deployment preview URLs for apps and workers, plus custom domains * **Run date filters** -- filter runs by updated-after / updated-before **Integrations** * **Bright Data** -- Instagram, TikTok, Facebook, X, and YouTube scraping actions * **Salesloft** -- create notes on persons and accounts * **Anthropic** -- added the Claude Fable 5 model **Improvements** * Context files auto-fill missing title and description **New features** * **Agents write to data models** -- agents can insert, update, upsert, and delete records * **Content library** -- files organized into a dedicated Content area with libraries * **Model relationships** -- link native object models together * **Expandable record view** -- richer record modal with model icons and a Canvas view toggle * **CLI update notifier** -- the CLI now tells you when a new version is available **Integrations** * **Parallel AI** -- new integration with Search and Extract actions * **Google Ads** -- Customer Match audiences * **Redshift** -- support for views in the fetch table extractor **Improvements** * Row-level filters on custom unification * Link-shortener domains are now blocked during unification for cleaner data ## May 2026 **New features** * **Agent memory** -- agents can now retain memory across conversations * **Chat heartbeat** -- conversations auto-wake to continue long-running work * **Code interpreter & file attachments** -- improved code interpreter and file attachments in chat * **File search** -- search across your uploaded files * **Preview action outputs** -- see an action's output schema without running it * **Wait for completion** -- new option to wait for tool/agent steps to finish **Integrations** * **OpenAI & Anthropic** -- added GPT 5.5 / 5.3 and Claude Opus 4.8 models **New features** * **Structured AI output** -- define a JSON schema for AI output at the release level * **Unification column selection** -- choose which columns to unify * **Human review in Slack** -- review items in Slack with an optional Edit button **Integrations** * **Airscale** -- personal email, reverse email, reverse phone, and Find People * **Smartlead** -- webhook events extractor * **HeyReach** -- list users for revenue organization sync **Improvements** * Integration models can now live inside model folders * Choose a default output type when creating AI messages **New features** * **LinkedIn profile viewers** -- incremental viewers with a configurable extract limit **Integrations** * **Airscale** -- new integration with a phone lookup action * **Explorium** -- expanded business search filters * **NetSuite** -- improved field schema handling **New features** * **Apps & Workers hosting** -- host apps and workers directly on Cargo * **Context files** -- new Context files and Context Agent * **Edit records inline** -- create and edit model records directly from the model view * **Monthly schedules** -- added an 'Every month' scheduling option * **Longer agent runs** -- raised the AI agent max steps from 30 to 100 **Integrations** * **Marketo** -- new integration with Custom Objects support * **Mixpanel** -- EU data residency support * **Outreach** -- richer event attributes * **Cargo** -- prospect and business event triggers **Improvements** * Raised waterfall throughput for faster enrichment ## April 2026 **New features** * **LinkedIn Matched Audiences** -- sync matched audiences via Polytomic * **LinkedIn profile viewers** -- fetch and extract profile viewers * **SQL exports** -- download query results directly * **Persistent filters** -- Logs and Agent Activities filters now persist in the URL **Improvements** * Renamed orchestration logs to "spans" for clarity **New features** * **Scoped API tokens** -- create tokens with named, granular permissions * **Query your runtime data** -- run SQL over runs, batches, and records * **Easier CLI setup** -- CLI device-flow login and a one-line installer * **Workspace reports** -- submit feedback reports from your workspace **Integrations** * **Anthropic** -- added Claude Opus 7 * **Cargo** -- Bombora intent topics enrichment * **LinkedIn** -- profile activity extraction **Improvements** * Promoted Claude Code as the primary install path * Raised the sync cap to 12k records for BigQuery and Snowflake **New features** * **Instant record updates** -- record changes now apply immediately * **Concurrent runs limit** -- set a per-workspace concurrent runs limit * **Node status filter** -- filter model executions by node execution status **Integrations** * **OpenAI** -- added GPT 5.4 mini and GPT 5.4 nano models **Improvements** * Billing settings actions now respect write permissions **New features** * **Tools are now "actions"** -- consistent terminology across the app * **Orchestration root nodes** -- with last-execution outputs * **Self-serve tier** -- new 1.5K credits/mo plan **New features** * **MCP resources & templates** -- resources support and reusable server templates for MCP * **Redesigned model list** -- grouped objects with active/inactive datasets * **Workspace logs view** -- see logs and execution timestamps across your workspace * **Signed batch webhooks** -- secret signing for batch completion webhooks **Integrations** * **Sales Navigator** -- company search metrics **Improvements** * Added unification mappings for official integrations * Renamed "Storage" to "Data Model" * Clearer CLI help text and a revamped sidebar ## March 2026 **New features** * **Record outputs export** -- export the output of individual records from workflow runs * **Date filters on runs** -- filter workflow run history by date range * **Monitoring webhooks** -- receive webhook notifications for workflow monitoring events **Integrations** * **Piloterr** -- added G2 product info endpoint integration * **Waterfall** -- added logging for waterfall webhooks **Improvements** * AI chats now use a table layout for better readability * Schedule display fixes **New features** * **Community templates** -- browse and use community-contributed workflow templates * **Schedule on ingest model** -- schedule-based triggers now supported on ingest models * **Open tool/agent button** -- quickly jump to a tool or agent definition from the AI tools editor **Integrations** * **Email Bison** -- new integration with upsert lead action * **PhantomBuster** -- added fetch agent results action and UI schema * **LinkedIn** -- fixed post comment and reaction extraction **New features** * **GPT-5.4 model support** -- added GPT-5.4 as an available language model * **Sales Navigator fetch accounts** -- new action to fetch account data from Sales Navigator with account-level filters * **Context resources** -- introduce contextual data resources for workflows * **Autocomplete search** -- search-on-change support for autocomplete fields across integrations **Integrations** * **Instantly** -- added search action * **Sales Navigator** -- account filters and extractor UUID support **Improvements** * Pricing page now shows enrichment credit details * Faster BigQuery and Snowflake downloads * Improved node validation * Improved model pause behavior **New features** * **Integration MCP clients** -- integrations can now expose MCP-compatible tool clients * **Sales Navigator search limit** -- raised search leads limit to 25,000 records * **Release version validation** -- added validation for release versions **Integrations** * **Resend** -- new Resend API integration for transactional email * **Adyntel** -- new Adyntel integration * **DataFast** -- new DataFast integration with auto page view capture * **PhantomBuster** -- added fetch agent results action * **Firecrawl** -- added search endpoint * **Icypeas** -- added findPeople and findCompanies actions * **EnrichCRM** -- added getFunding action **Improvements** * Improved Sales Navigator search * Improved "let agent decide" mode * URL verification webhook support ## February 2026 **New features** * **Burst rate limiting** -- introduced burst rate limit support for better throughput control * **Webhooks for waterfall and full enrich** -- webhook-based event delivery for waterfall and full enrich workflows * **Multi-dataset model relationships** -- models now support relationships across multiple datasets * **Package publishing through app** -- publish npm packages directly through the Cargo app **Integrations** * **Attio** -- added note creation and list notes actions * **Cognism** -- improved enrichment with chunked processing * **Snowflake** -- added batching support for actions * **BigQuery** -- added batch support **Improvements** * Increased LinkedIn rate limits * Added sync after model creation * Workflow termination on model deletion * Updated email waterfall and Salesforce dedup templates **New features** * **Cargo SDK** -- introduced the official Cargo SDK for programmatic access * **Cargo CLI** -- introduced the Cargo command-line interface * **Waiting mode** -- implemented waiting mode for long-running workflow steps * **Message cancel** -- support for cancelling in-progress AI messages * **LinkedIn event attendees** -- new capability to extract LinkedIn event attendees **Integrations** * **Exa** -- new Exa search integration * **Gemini** -- added Gemini models with credit support * **Anthropic** -- added new Anthropic model variants **Improvements** * LinkedIn find profile URL capability * Human review now tracks user assignment and logs * File upload body limit increased to 2GB * Cancel downstream runs when parent is cancelled * Improved batch download performance * Renamed "agent deployment" to "trigger" across the UI **New features** * **AI rate limiting** -- implemented rate limiting for AI language models and AI worker activities * **Node modal** -- new modal interface for node configuration * **Model DDL** -- introduced data definition language support for models * **SoR readonly queries** -- system of record now supports read-only query mode * **Enrollment filter** -- new filter type for enrollment-based targeting * **Trigger rename** -- renamed "tool launch" and "agent deployment" to "trigger" for consistency **Improvements** * More reliable model sync * LinkedIn find profile URL action * Improved segment filter validation * Credits support for company enrichment * Improved LinkedIn company enrichment coverage from domain **New features** * **Lookup columns** -- introduced lookup columns for cross-model data references * **Recipes** -- re-introduced the recipes system for reusable workflow patterns * **Unification property modal** -- new modal for managing unification property mappings * **Confirmation modal for scheduled triggers** -- added a confirmation step when switching to scheduled trigger mode **Integrations** * **Anthropic** -- added Opus 4.6 model support * **OpenAI** -- added missing model variants * **Outreach** -- updated integration with opportunity prospect role and event types * **Apollo** -- updated search endpoint **Improvements** * Faster batch starts * Faster agent execution * Stripe subscription cancellation support * Upload limit increased to 500MB **New features** * **Integration language models** -- integrations can now expose their own language models for use in AI actions * **Bearer token auth** -- API now supports bearer token authentication **Integrations** * **Outreach** -- added event name selection for Outreach events **Improvements** * Improved file upload handling * Added description tooltips on file widget