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dbt-mcp

A MCP (Model Context Protocol) server for interacting with dbt.

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Description

A MCP (Model Context Protocol) server for interacting with dbt.

README

dbt MCP Server

OpenSSF Best Practices

This MCP (Model Context Protocol) server provides various tools to interact with dbt. You can use this MCP server to provide AI agents with context of your project in dbt Core, dbt Fusion, and dbt Platform.

Read our documentation here to learn more. This blog post provides more details for what is possible with the dbt MCP server.

Experimental MCP Bundle

We publish an experimental Model Context Protocol Bundle (dbt-mcp.mcpb) with each release so that MCPB-aware clients can import this server without additional setup. Download the bundle from the latest release assets and follow Anthropic's mcpb CLI docs to install or inspect it.

Feedback

If you have comments or questions, create a GitHub Issue or join us in the community Slack in the #tools-dbt-mcp channel.

Architecture

The dbt MCP server architecture allows for your agent to connect to a variety of tools.

architecture diagram of the dbt MCP server

Tools

SQL

Tools for executing and generating SQL on dbt Platform infrastructure.

  • execute_sql: Executes SQL on dbt Platform infrastructure with Semantic Layer support.
  • text_to_sql: Generates SQL from natural language using project context.

Semantic Layer

To learn more about the dbt Semantic Layer, click here.

  • get_dimensions: Gets dimensions for specified metrics.
  • get_entities: Gets entities for specified metrics.
  • get_metrics_compiled_sql: Returns compiled SQL for metrics without executing the query.
  • list_metrics: Retrieves all defined metrics.
  • list_saved_queries: Retrieves all saved queries.
  • query_metrics: Executes metric queries with filtering and grouping options.

Discovery

To learn more about the dbt Discovery API, click here.

  • get_all_macros: Retrieves macros; option to filter by package or return package names only.
  • get_all_models: Retrieves name and description of all models.
  • get_all_sources: Gets all sources with freshness status; option to filter by source name.
  • get_exposure_details: Gets exposure details including owner, parents, and freshness status.
  • get_exposures: Gets all exposures (downstream dashboards, apps, or analyses).
  • get_lineage: Gets full lineage graph (ancestors and descendants) with type and depth filtering.
  • get_macro_details: Gets details for a specific macro.
  • get_mart_models: Retrieves all mart models.
  • get_model_children: Gets downstream dependents of a model.
  • get_model_details: Gets model details including compiled SQL, columns, and schema.
  • get_model_health: Gets health signals: run status, test results, and upstream source freshness.
  • get_model_parents: Gets upstream dependencies of a model.
  • get_model_performance: Gets execution history for a model; option to include test results.
  • get_related_models: Finds similar models using semantic search.
  • get_seed_details: Gets details for a specific seed.
  • get_semantic_model_details: Gets details for a specific semantic model.
  • get_snapshot_details: Gets details for a specific snapshot.
  • get_source_details: Gets source details including columns and freshness.
  • get_test_details: Gets details for a specific test.
  • search: [Alpha] Searches for resources across the dbt project (not generally available).

dbt CLI

Allowing your client to utilize dbt commands through the MCP tooling could modify your data models, sources, and warehouse objects. Proceed only if you trust the client and understand the potential impact.

  • build: Executes models, tests, snapshots, and seeds in DAG order.
  • clone: Clones selected nodes from the specified state to the target schema(s).
  • compile: Generates executable SQL from models/tests/analyses; useful for validating Jinja logic.
  • docs: Generates documentation for the dbt project.
  • get_lineage_dev: Retrieves lineage from local manifest.json with type and depth filtering.
  • get_node_details_dev: Retrieves node details from local manifest.json (models, seeds, snapshots, sources).
  • list: Lists resources in the dbt project by type with selector support.
  • parse: Parses and validates project files for syntax correctness.
  • run: Executes models to materialize them in the database.
  • show: Executes SQL against the database and returns results.
  • test: Runs tests to validate data and model integrity.

Admin API

To learn more about the dbt Administrative API, click here.

  • cancel_job_run: Cancels a running job.
  • get_job_details: Gets job configuration including triggers, schedule, and dbt commands.
  • get_job_run_details: Gets run details including status, timing, steps, and artifacts.
  • get_job_run_error: Gets error and/or warning details for a job run; option to include or show warnings only.
  • list_job_run_artifacts: Lists available artifacts from a job run.
  • list_jobs: Lists jobs in a dbt Platform account; option to filter by project or environment.
  • list_jobs_runs: Lists job runs; option to filter by job, status, or order by field.
  • list_projects: Lists all projects in the dbt Platform account.
  • retry_job_run: Retries a failed job run.
  • trigger_job_run: Triggers a job run; option to override git branch, schema, or other settings.

dbt Codegen

These tools help automate boilerplate code generation for dbt project files.

  • generate_model_yaml: Generates model YAML with columns; option to inherit upstream descriptions.
  • generate_source: Generates source YAML by introspecting database schemas; option to include columns.
  • generate_staging_model: Generates staging model SQL from a source table.

dbt LSP

A set of tools that leverage the Fusion engine for advanced SQL compilation and column-level lineage analysis.

  • fusion.compile_sql: Compiles SQL in project context via dbt Platform.
  • fusion.get_column_lineage: Traces column-level lineage via dbt Platform.
  • get_column_lineage: Traces column-level lineage locally (requires dbt-lsp via dbt Labs VSCE).

Product Docs

Tools for searching and fetching content from the official dbt documentation at docs.getdbt.com.

  • get_product_doc_pages: Fetches the full Markdown content of one or more docs.getdbt.com pages by path or URL.
  • search_product_docs: Searches docs.getdbt.com for pages matching a query; returns titles, URLs, and descriptions ranked by relevance. Use get_product_doc_pages to fetch full content.

MCP Server Metadata

These tools provide information about the MCP server itself.

  • get_mcp_server_branch: Returns the current git branch of the running dbt MCP server.
  • get_mcp_server_version: Returns the current version of the dbt MCP server.

Examples

Commonly, you will connect the dbt MCP server to an agent product like Claude or Cursor. However, if you are interested in creating your own agent, check out the examples directory for how to get started.

Dependencies

Dependencies are pinned to specific versions and are not updated automatically. Only security-related dependency updates are submitted via automated pull requests.

Contributing

Read CONTRIBUTING.md for instructions on how to get involved!

Release History

VersionChangesUrgencyDate
v1.20.0## v1.20.0 - 2026-06-03 ### Enhancement or New Feature * Add dbt version awareness to product_docs tools * Add get_dimension_values tool to Semantic Layer toolset to retrieve distinct values for a dimension ### Under the Hood * Remove unused endpoint from OAuth helper server and add host validation middleware ### Bug Fix * Fix get_dimension_values: stringify dimension values to maintain list[str] type, omit nulls, add error handling, add limit >= 1 validation * Semantic layer query_metrics now lHigh6/3/2026
v1.19.2## v1.19.2 - 2026-05-22 ### Under the Hood * Bump dbt-sl-sdk==0.13.3 ### Bug Fix * Fix unstructured tool errors being masked as 'outputSchema defined but no structured output returned' High5/22/2026
v1.19.1## v1.19.1 - 2026-05-14 ### Under the Hood * Silence asyncio DeprecationWarning in LSP connection unit tests by binding a fresh event loop and using loop.create_future() instead of bare asyncio.Future(). * Make ToolDefinition.structured_output default to True and require title in generic_dbt_mcp_tool. Decorator now keyword-only. * Remove dbt-artifacts-parser from 7 day exclusion * Fix test_local_mcp_list_metrics_returns_valid_response integration test High5/14/2026
v1.18.0## v1.18.0 - 2026-05-08 ### Enhancement or New Feature * Move Admin API parameter docs into MCP tool schemas with shared descriptions * Share multi-project project_id description for Discovery and Semantic layer * Add JSON Schema parameter descriptions for Semantic Layer MCP tools * Add Discovery tool parameter descriptions for MCP schemas * Add MCP server instructions ### Bug Fix * Add helpful hint for SSL errors during OAuth, suggesting that multi-cell users set DBT_HOST to the full hostname (High5/8/2026
v1.17.1## v1.17.1 - 2026-05-05 ### Bug Fix * Improve input validation for dbt CLI tool parameters and reduce verbosity of argument logging. * Fix server crash for CLI-only users introduced in v1.17.0: register_proxied_tools now filters enabled tools before calling get_config(), preventing an AssertionError when DBT_HOST is unset; replace bare assert with MissingHostError; improve lifespan error logging to include full traceback High5/5/2026
v1.16.0## v1.16.0 - 2026-04-27 ### Enhancement or New Feature * Support parsing of fusion logs for warnings * Support dbt Fusion LSP via `dbt lsp` subcommand; prefer Fusion over legacy standalone binary, with `DBT_LSP_PATH` and editor storage paths as fallbacks ### Bug Fix * Fix get_job_run_error returning empty failed_steps when artifact 404s raise NotFoundError High4/27/2026
v1.15.1## v1.15.1 - 2026-04-22 ### Enhancement or New Feature * Reduce list_metrics response size by switching from JSON to CSV format, cutting response size by ~67% and reducing agent cost by up to 33% per query ### Under the Hood * Move lazy imports in `get_credentials` to module level in `credentials.py` High4/22/2026
v1.15.0## v1.15.0 - 2026-04-20 ### Enhancement or New Feature * ToolDispatcher routes between single-project and multi-project MCP * Add clone command to CLI tools * Remove get_job_run_artifact tool ### Under the Hood * Add DBT_HOST_PREFIX support to remote session initialization * Update deprecated streamablehttp_client function to streamable_http_client ### Bug Fix * Resolve symbolic links for mcp.lock file path before creating FileLock, preventing OSError when ~/.dbt/mcp.lock is a multi-level symbolHigh4/21/2026
v1.14.0## v1.14.0 - 2026-04-14 ### Enhancement or New Feature * Populate dbt_cloud_account_identifier in telemetry events * Auto-fetch DBT_HOST_PREFIX from dbt Platform for SL and Discovery API URL construction * list_metrics now returns dimensions and entities in the same response when the metric count is at or below a configurable threshold (default: 10, via DBT_MCP_SL_FULL_CONFIG_THRESHOLD), reducing LLM round trips from 3 tool calls to 1 for small-to-medium environments ### Under the Hood * Remove High4/14/2026
v1.13.0## v1.13.0 - 2026-04-07 ### Enhancement or New Feature * Add YML selectors support for CLI tools * Reduce get_product_doc_pages page limit from 10 to 5 and add optional query parameter for section-level content extraction, significantly reducing response payload size to prevent IDE freezing * Add search and key navigation for OAuth project selection ### Under the Hood * Using Admin API Client for dynamic multi-project server config * Remove get_project_details tool * Use admin api client for mulHigh4/7/2026
v1.12.0## v1.12.0 - 2026-04-01 ### Enhancement or New Feature * Add multi-project discovery tools with config_override support for Server B ### Under the Hood * Add LLM-Assisted Contributions section to CONTRIBUTING.md and consolidate style guidelines from .cursor/rules into CONTRIBUTING.md * Clarify OAuth page wording — dbt Cloud → dbt Platform, remove editor-specific framing * Clarify selectors arg/prompt for CLI tools * Split config_providers module into a package with separate files per provider tyMedium4/1/2026
v1.11.0## v1.11.0 - 2026-03-25 ### Enhancement or New Feature * Expose steps_override parameter in trigger_job_run tool * Add list_projects tool to discover available projects in the account; add project description field to project objects * Add --sample flag support to build and run tools * Add AG2 multi-agent example * Extract project/environment helpers for multi-project support * Add multi-project semantic layer tools with project_id parameter * Add more data to list_projects response: dbt_projectMedium3/25/2026
v1.10.0## v1.10.0 - 2026-03-10 ### Enhancement or New Feature * Adds product docs tools: search_product_docs and get_product_doc_pages ### Under the Hood * Add dependabot YML config * Loosen version pin to dbt-protos>=1.0.431 * Add meta field passthrough to tool definition infra for MCP Apps support Low3/10/2026
v1.9.3## v1.9.3 - 2026-03-02 ### Under the Hood * Upgrade MCP SDK version pin from ==1.23.1 to ==1.26.0 * Metadata tool for current branch Low3/2/2026
v1.9.2## v1.9.2 - 2026-02-25 ### Under the Hood * Classify ToolCallErrors as client/server via TypeAlias unions and catch COMPILED timeouts as SemanticLayerQueryTimeoutError Low2/25/2026
v1.9.1## v1.9.1 - 2026-02-25 ### Under the Hood * Recategorize fetch_performance errors * Add validation for dbt LSP args in LSPClient ### Bug Fix * Show user-friendly error message on OAuth setup failure instead of raw TypeError Low2/25/2026
v1.9.0## v1.9.0 - 2026-02-11 ### Enhancement or New Feature * Add Dockerfile and .dockerignore for containerized deployment * Add get_all_macros discovery tool * Move Logging setup before settings so settings can be logged. * Add AI SDK agent example for building TypeScript applications with dbt MCP ### Under the Hood * Handle invalid tool names in tool allowlist * Enhance docs gen script to include d2.png updates / proper MCP casing * Align get_lineage_dev to have similar signature to get_lineage. RLow2/11/2026
v1.8.1## v1.8.1 - 2026-01-27 ### Bug Fix * Fix Admin API tools failing due to improper URL encoding of include_related parameter Low1/27/2026
v1.8.0## v1.8.0 - 2026-01-27 ### Enhancement or New Feature * Extend detect_binary_type timeout to account for long-running dbt executable * Add MCP tool to expose server version * Add the ability to retrieve project information in the Admin tools (incl. repo) * Add metadata field to get_dimensions tool response * Add get_model_performance discovery tool * Add automatic token refresh at startup using refresh token instead of requiring full re-authentication * Add ability to select production environmeLow1/27/2026
v1.7.0## v1.7.0 - 2026-01-09 ### Enhancement or New Feature * Add MCP Bundle for one-click installation * Adding get_lineage discovery mcp tool. ### Under the Hood * Fix integration tests * Running integration tests in CI * Using client session for client tool * Fixing integration tests for branches from forks Low1/9/2026
v1.6.2## v1.6.2 - 2026-01-06 ### Under the Hood * Using uv for Python pre-commit hooks ### Security * fix: Prevent template injection vulnerabilities Low1/7/2026
v1.6.1## v1.6.1 - 2025-12-17 ### Under the Hood * Migrate admin tools definitions to use the dbt_mcp_tool decorator * Close proxied_tools_manager for exceptions in listing proxied tools Low12/17/2025
v1.6.0## v1.6.0 - 2025-12-11 ### Enhancement or New Feature * Add ability to get model lineage via the cli. ### Under the Hood * Add Fusion tools to ToolName enum Low12/11/2025
v1.5.2## v1.5.2 - 2025-12-10 ### Under the Hood * Add search tool to ToolName enum Low12/10/2025
v1.5.1## v1.5.1 - 2025-12-09 ### Under the Hood * Upgrade python MCP SDK * Add x-dbt-partner-source header to discovery tools * Extend JSON encoder to handle PyArrow time, timedelta, and binary types in semantic layer query result * Decouple tool registration from ToolName Low12/9/2025
v1.5.0## v1.5.0 - 2025-12-05 ### Enhancement or New Feature * Added explicit allowlist system for tool configuration, enabling fine-grained control over which tools are available. ### Under the Hood * Automate Toolset and Tools documentation generation into README * Test TOOLSET_TO_DISABLE_ATTR and TOOLSET_TO_ENABLE_ATTR * Python Cursor rule and stylistic guidelines ### Bug Fix * Fix discovery tool prompt tool parameters * Fix JSON serialization error when querying metrics that return Decimal values Low12/5/2025
v1.4.0## v1.4.0 - 2025-12-03 ### Enhancement or New Feature * Get resource details for search resources * stderr logger configuration with formatting and log lever override ### Under the Hood * Rename keyword search tool * Refactor discovery fetchers to share pagination * Override js-yaml version * Update gitignore * Remove pandas dependency * Use httpx for semantic layer requests * Use httpx for discovery requests * Remove search tool * Fix semantic layer client blocking requests ### Bug Fix * Fix lsLow12/3/2025
v1.3.0## v1.3.0 - 2025-11-18 ### Enhancement or New Feature * Extend get_job_run_error to support optional warnings * Add search tools to discovery toolset * Refactor proxied tools. Enable new search tools. ### Under the Hood * Add discovery tool context * Update d2 diagram with get_all_sources/get_source_details * Add Semantic Layer tools context Low11/18/2025
v1.2.0## v1.2.0 - 2025-11-12 ### Enhancement or New Feature * Add get_source_details tool to retrieve column-level information for dbt sources, providing feature parity with get_model_details * Return SL query results in ISO timestamp format rather than Unix timestamp ### Under the Hood * Undo removal of .env.example file ### Bug Fix * correctly apply config.disable_tools when registering lsp tools Low11/12/2025
v1.1.0## v1.1.0 - 2025-11-03 ### Enhancement or New Feature * This adds the get all sources tool. * add auto-disable and better validation of MCP settings. A whole bunch of tests needed to change because of this Created fixture for allowing the default behavior to assume all required fields for settings are fully set * Add list_saved_queries tool to the Semantic Layer, enabling discovery of predefined MetricFlow queries via GraphQL API. This allows AI agents to list and search saved queries with theiLow11/3/2025
v1.0.0## v1.0.0 - 2025-10-20 ### Enhancement or New Feature * Incroduce support for fusion LSP ### Under the Hood * Add support for Python debugger * Update pyproject.toml including development status * Add example for aws_strands_agent ### Bug Fix * Exclude Python 3.14 for now as pyarrow hasn't released wheels yet Low10/20/2025
v0.10.3## v0.10.3 - 2025-10-08 ### Under the Hood * Improved retry logic and post project selection screen * Avoid double counting in usage tracking proxied tools * Categorizing ToolCallErrors Low10/8/2025
v0.10.2## v0.10.2 - 2025-10-08 ### Enhancement or New Feature * Improved oauth error handling * Remove oauth env var feature flag. Enable oauth broadly. ### Under the Hood * Improved logging for development * Updating prompts to include examples to avoid bad parameter generation * Remove DBT_HOST prefix * Update usage tracking with new fields * Write .user.yml if it does not exist * Changed UsageTracker to a protocol Low10/8/2025
v0.10.1## v0.10.1 - 2025-10-02 ### Bug Fix * Fix get_job_run_error truncated log output Low10/2/2025
v0.10.0## v0.10.0 - 2025-10-01 ### Enhancement or New Feature * Add get_job_run_error to Admin API tools Low10/1/2025
v0.9.1## v0.9.1 - 2025-09-30 ### Under the Hood * Reorganize code and add ability to format the arrow table differently Low9/30/2025
v0.9.0## v0.9.0 - 2025-09-30 ### Enhancement or New Feature * Adding the dbt codegen toolset. ### Under the Hood * Updates README with new tools * Fix .user.yml error with Fusion Low9/30/2025
v0.8.4## v0.8.4 - 2025-09-29 ### Enhancement or New Feature * Allow doc files to skip changie requirements ### Under the Hood * Upgrade @vitejs/plugin-react * Add ruff lint config to enforce Python 3.9+ coding style * Opt-out of usage tracking with standard dbt methods Low9/29/2025
v0.8.3## v0.8.3 - 2025-09-24 ### Under the Hood * Rename SemanticLayerConfig.service_token to SemanticLayerConfig.token ### Bug Fix * Fix Error handling as per native MCP error spec Low9/24/2025
v0.8.2## v0.8.2 - 2025-09-23 ### Enhancement or New Feature * Use `dbt --help` to identify binary type * Increase dbt CLI timeout default ### Under the Hood * Implement SemanticLayerClientProvider ### Bug Fix * Update how we identify CLIs Low9/23/2025
v0.8.1## v0.8.1 - 2025-09-22 ### Under the Hood * Create ConfigProvider ABC Low9/22/2025
v0.8.0## v0.8.0 - 2025-09-22 ### Enhancement or New Feature * Allow creating pre-releases * Return compiled code in get_model_details ### Under the Hood * Handle Claude Desktop running multiple MCP server instances * Add docs for using the MCP server with google ADK and dbt-core * Add search string to SL metadata queries * Improve parameters in query_metrics examples * Reduce token usage in `get_job_run_details` response by removing debug param and unnecessary logs * Automatically refresh oauth token Low9/22/2025
v0.7.0## v0.7.0 - 2025-09-09 ### Enhancement or New Feature * Add tools to retrieve exposure information from Disco API ### Under the Hood * Expect string sub in oauth JWT * Using sync endpoints for oauth FastAPI server * Fix release pipeline Low9/9/2025
v0.6.2## v0.6.2 - 2025-09-08 ### Enhancement or New Feature * Adding the ability to return the config.meta attribute from list metrics to give the LLM more context * Oauth initial implementation * Fix #251 - Add flag for no color + ability to detect binary type ### Under the Hood * Add docs for using the MCP server with Pydantic AI * Don't run mypy on examples Low9/8/2025
v0.6.1## v0.6.1 - 2025-08-28 ### Enhancement or New Feature * Add support for --vars flag * Allow headers in AdminApiConfig ### Under the Hood * Remove redundant and outdated documentation Low8/28/2025
v0.6.0## v0.6.0 - 2025-08-22 ### Under the Hood * Update docs with new tools * Using streamable http for SQL tools * Correctly handle admin API host containing protocol prefix Low8/22/2025
v0.5.0## v0.5.0 - 2025-08-20 ### Enhancement or New Feature * Add support for --full-refresh flag * Adds a new tool to get model health (last run, tests, source freshness) from discovery API * Add operational/admin tools to interact with the dbt platform ### Under the Hood * LangGraph create_react_agent example * Make model_name optional for more discovery tools * Update example with OpenAI to show tool calls ### Bug Fix * Fix for timeout on Windows Low8/20/2025
v0.4.2## v0.4.2 - 2025-08-13 ### Enhancement or New Feature * Add default --limit to show tool ### Under the Hood * Define toolsets ### Bug Fix * Fix the prompt to ensure grain is passed even for non-time group by" Low8/13/2025
v0.4.1## v0.4.1 - 2025-08-08 ### Under the Hood * Upgrade dbt-sl-sdk Low8/8/2025
v0.4.0## v0.4.0 - 2025-08-08 ### Enhancement or New Feature * Tool policies * Added Semantic Layer tool to get compiled sql ### Under the Hood * Fix JSON formatting in README * Document dbt Copilot credits relationship ### Bug Fix * Make model_name of get_model_details optional Low8/8/2025
v0.3.0## v0.3.0 - 2025-08-05 ### Enhancement or New Feature * Add ToolAnnotations * Add alias field to GET_MODEL_DETAILS GraphQL query ### Under the Hood * Test remote tool equality * Fix initialization integration test * Refactor README * Rename Remote Tools to SQL Tools * Document Remote MCP * Improved Remote MCP instructions ### Bug Fix * Apply dbt_cli_timeout to all dbt commands Low8/5/2025
v0.2.20## v0.2.20 - 2025-07-25 ### Enhancement or New Feature * Allow for disabling CLI tools ### Under the Hood * Update codeowners * Improve DISABLE_TOOLS configuration * Remote MCP example * Add unit tests for env vars combinations * Add instructions for Claude Code in README * Add new example for OpenAI + HTTP Streamable MCP Low7/25/2025
v0.2.19## v0.2.19 - 2025-07-22 ### Under the Hood * Create list of tool names Low7/22/2025
v0.2.18## v0.2.18 - 2025-07-22 ### Enhancement or New Feature * Move env var parsing to pydantic_settings for better validation ### Under the Hood * Add integration test for server initialization ### Bug Fix * Fix SL validation error message when no misspellings are found Low7/22/2025
v0.2.17## v0.2.17 - 2025-07-18 Low7/18/2025
v0.2.16## v0.2.16 - 2025-07-18 ### Under the Hood * Adding the ability to exclude certain tools when registering * OpenAI responses example Low7/18/2025
v0.2.15## v0.2.15 - 2025-07-16 ### Under the Hood * Refactor sl tools for reusability * Update VSCode instructions in README Low7/16/2025

Dependencies & License Audit

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