Manage swamp model data — list data artifacts, view version history, delete data artifacts, run garbage collection, and query data using CEL predicates. Use when working with swamp model data lifecycle, retention policies, version cleanup, removing specific data artifacts, searching for data by field values, filtering by attributes or tags, or exploring results after running a model method. Triggers on "swamp data", "model data", "data list", "data get", "data versions", "garbage collection", "gc", "data gc", "data retention", "data lifecycle", "version history", "data cleanup", "data delete", "delete data artifact", "remove data", "purge data", "prune data", "expire data", "ephemeral data", "data query", "query data", "find data", "search data where", "filter data", "which data has", "data with", "select from data", "data.query", "context.queryData", "CEL predicate", "data predicate", "inspect results", "method output", "factory results", "browse artifacts", "what did method produce".
Publish swamp extensions to the registry with an enforced state-machine checklist that verifies repo initialization, authentication, manifest validation, collective ownership, version bumping, formatting, and dry-run before allowing a push. Do NOT use for creating extensions (that is swamp-extension), improving quality scores (that is swamp-extension), or smoke testing extensions before push (that is swamp-extension). Use when publishing, pushing, or releasing extensions. Triggers on "publish extension", "push extension", "extension push", "publish to registry", "swamp extension push", "release extension", "prepare for publishing", "extension-publish".
Create, test, and develop swamp extensions — models, vaults, drivers, datastores, and reports. Covers Zod schemas, smoke testing, manifest.yaml, and the quality scorecard. Do NOT use for running existing models (swamp-model), using vaults (swamp-vault), workflows (swamp-workflow), debugging (swamp-troubleshooting), or publishing (swamp-extension-publish). Triggers on "create model", "custom model", "extension model", "zod schema", "build integration", "extensions/models", "implement model", "smoke test extension", "test extension", "manifest.yaml", "custom vault", "VaultProvider", "extensions/vaults", "custom driver", "ExecutionDriver", "extensions/drivers", "custom datastore", "DatastoreProvider", "extensions/datastores", "create report extension", "extensions/reports", "quality score", "scorecard", "improve my extension", "extension quality", "rubric", "fast-check", "extension grade", "symbols-docs".
Interactive getting-started walkthrough for new swamp users. Guides through understanding the user's goals, creating and running a first model, inspecting output, and choosing next steps. Uses a state-machine checklist with verification at each step. Triggers on "getting started", "get started", "new to swamp", "first time", "tutorial", "walkthrough", "onboarding", "how do I start", "what do I do first", "quickstart", "quick start", "hello world", "first model", "just installed swamp", "show me how swamp works", "intro to swamp", "new user", "set up swamp", "learn swamp".
Fetch issue details and submit issues to the swamp Lab or route them to the publisher's repository — fetch issue details, file bug reports, feature requests, and security vulnerability reports against swamp itself or against a specific extension, and post follow-up ripples (comments) on existing Lab issues with optional close/reopen. Use when the user wants to view an issue, report a bug, request a feature, disclose a vulnerability, comment on an existing issue, close or reopen an issue, or provide feedback about swamp. Triggers on "bug report", "feature request", "security report", "vulnerability", "report bug", "request feature", "file bug", "submit bug", "swamp bug", "swamp feature", "feedback", "report issue", "file issue", "report against extension", "extension bug", "ripple", "comment on issue", "reply to issue", "follow up on issue", "add comment to issue", "close issue", "reopen issue", "get issue", "view issue", "fetch issue", "issue details", "show issue".
Work with existing swamp models — structured automation units that define typed schemas, methods (validate, transform, enrich), and outputs for data processing. Use when searching for model types, describing schemas, creating inputs, running or executing methods, viewing outputs, or managing lifecycle (edit, delete). Do NOT use when the user wants to build, create, or implement a custom model type, Zod schema, or TypeScript model — that is swamp-extension. Do NOT use for orchestrating or chaining models in workflows — that is swamp-workflow. Triggers on "swamp model", "model type", "model schema", "create input", "type search", "type describe", "run method", "execute method", "validation method", "transform method", "enrichment model", "model validate", "model delete", "model edit", "model output", "output logs", "output format", "CEL expression".
Manage swamp repositories, datastores, extension sources, and the audit integration — initializing repos (single or multi-tool), upgrading swamp, syncing data, releasing stuck locks, loading extensions from external paths, and installing swamp in CI. Do NOT use for diagnosing health check failures or doctor command output (that is swamp-troubleshooting). Triggers on "repo", "repository", "init", "setup swamp", "upgrade swamp", ".swamp folder", "datastore", "datastore sync", "datastore lock", "stuck lock", "install swamp", "CI/CD", "extension source", ".swamp-sources.yaml", "source add", "source rm", "multi-tool repo", "multiple tools", "--tool", "enroll tool", "primary tool", "marker.tools".
Run, configure, and view reports for swamp models and workflows. Use when running reports via CLI, configuring report selection in definition YAML, viewing report output, or filtering reports by label. Do NOT use for creating report extensions (that is swamp-extension) or debugging report failures (that is swamp-troubleshooting). Triggers on "run report", "swamp report", "model report", "report output", "report label", "skip report", "report results", "cost report", "audit report", "workflow report", "report get", "report filtering".