Governed AI database access for dbt and SQL — sandboxed queries, schema discovery, and intelligent model building powered by SignalPilot
Post-build verification and traceability report. Checks that Notion context was correctly applied to SQL, writes a governed report to Notion via SignalPilot.
Post-build verification of all dbt models. Runs a 7-check protocol: model existence, column schema, row count, fan-out detection, cardinality audit, value spot-check, and table name verification.
BigQuery-specific SQL patterns: UNNEST for array expansion, STRUCT, ARRAY_AGG, DATE_DIFF/DATE_ADD, backtick-quoted table references, EXCEPT/REPLACE in SELECT, approximate aggregation, partitioned and wildcard tables.
Fix current_date/now() hazards in dbt date spine models. Replaces nondeterministic date references with data-driven boundaries from get_date_boundaries.
Load when dbt run or dbt parse fails. Covers YML duplicate patches, ref errors, passthrough model warnings, current_date fixes, DuckDB error messages, and zero-row diagnosis.
Load FIRST before any dbt project work. Covers the full 5-step dbt workflow: project scanning, mapping, validation, contract understanding, SQL writing, and verification. Also covers output shape inference, incremental model handling, and what to trust in YML.
Load at Step 4 when writing SQL models. Covers column naming, type preservation, JOIN defaults, lookup joins, sibling models, materialization, packages, and filtering rules.
Uses power tools
Uses Bash, Write, or Edit tools
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Governed AI database access — sandboxed queries, schema discovery, and intelligent model building powered by SignalPilot.
# Cloud
claude mcp add --transport http signalpilot https://gateway.signalpilot.ai/mcp \
--header "Authorization: Bearer sp_YOUR_API_KEY"
# Local / self-hosted
claude mcp add --transport http signalpilot http://localhost:3300/mcp
claude plugin marketplace add SignalPilot-Labs/signalpilot-plugin
claude plugin install signalpilot-dbt@signalpilot
Step 1 gives you all 30+ MCP tools. Step 2 adds skills and agents on top.
| Category | Tools |
|---|---|
| Schema Discovery | schema_overview, list_tables, describe_table, explore_table, explore_column, explore_columns, get_relationships, schema_ddl, schema_link |
| Querying | query_database, validate_sql, explain_query, estimate_query_cost |
| Analysis | analyze_grain, schema_statistics, find_join_path, compare_join_types, get_date_boundaries, schema_diff |
| Governance | check_budget, query_history, audit_model_sources, validate_model_output |
| Infrastructure | list_database_connections, connection_health, connector_capabilities |
| Notion | notion_search, notion_fetch_page, notion_create_page |
| Skill | Description |
|---|---|
/signalpilot-dbt:signalpilot | Main entry point — schema discovery, governed queries |
/signalpilot-dbt:sql-workflow | Structured SQL query building with verification |
/signalpilot-dbt:dbt-workflow | Full dbt project workflow (scan, map, validate, write, verify) |
/signalpilot-dbt:dbt-write | dbt model writing with column naming and type rules |
/signalpilot-dbt:dbt-debugging | Fix dbt run/parse failures |
/signalpilot-dbt:dbt-date-spines | Fix current_date hazards in date spine models |
| DB-specific | bigquery-sql, snowflake-sql, duckdb-sql, sqlite-sql |
/signalpilot-dbt:notion-context | Gather business context from Notion for dbt builds |
| Agent | Description |
|---|---|
verifier | Post-build verification of dbt models (7-check protocol) |
notion-verify | Post-build traceability report — writes to Notion documenting how context influenced the build |
signalpilot skill (tools overview + skill router)dbt-workflow orchestrates the workflow using SignalPilot MCP toolsverifier agent checks all models for correctnessConnect your Notion workspace to give the agent access to meeting notes, product specs, and data dictionaries for business context during dbt builds.
http://localhost:3200/integrationsCreate a Notion integration at notion.so/profile/integrations to get an access token. Share pages with the integration in Notion for the agent to see them.
-- NOTION: <source> comments in SQL.Apache-2.0
npx claudepluginhub signalpilot-labs/signalpilot-plugin --plugin signalpilot-dbtGoverned AI database access for dbt and SQL — sandboxed queries, schema discovery, and intelligent model building powered by SignalPilot
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