.vscode — independently scanned and version-tracked by SaferSkills.
SaferSkills independently audited .vscode (MCP Server) and scored it 100/100 (green). The audit ran 55 deterministic rules across Security, Supply Chain, Maintenance, Transparency, and Community; it found 0 high-severity and 0 lower-severity findings. The full rule-by-rule trace and per-finding evidence are below. Free, methodology-open.
Findings & checks · 0 flagged
Every scanned point with the score it earned and what moved between them.
First recorded scan — no prior version to compare against.
The primary manifest — the file an agent reads to learn what this artifact does.
<!-- web assets --> [logo]: https://stackql.io/img/stackql-logo-bold.png "stackql logo" [homepage]: https://stackql.io/ [docs]: https://stackql.io/docs [blog]: https://stackql.io/blog [registry]: https://github.com/stackql/stackql-provider-registry [variables]: https://stackql.io/docs/getting-started/variables [macpkg]: https://storage.googleapis.com/stackql-public-releases/latest/stackql_darwin_multiarch.pkg [winmsi]: https://releases.stackql.io/stackql/latest/stackql_windows_amd64.msi [winzip]: https://releases.stackql.io/stackql/latest/stackql_windows_amd64.zip [tuxzip]: https://releases.stackql.io/stackql/latest/stackql_linux_amd64.zip <!-- docker links --> [dockerhub]: https://hub.docker.com/u/stackql [dockerstackql]: https://hub.docker.com/r/stackql/stackql [dockerjupyter]: https://hub.docker.com/r/stackql/stackql-jupyter-demo <!-- github actions links --> [setupaction]: https://github.com/marketplace/actions/stackql-studios-setup-stackql [execaction]: https://github.com/marketplace/actions/stackql-studios-stackql-exec <!-- badges --> [platforms]: https://img.shields.io/badge/platform-windows%20macos%20linux-brightgreen?style=flat-square "Platforms" [license]: https://img.shields.io/badge/license-MIT-blue?style=flat-square "License" [build]: https://github.com/stackql/stackql/actions/workflows/build.yml/badge.svg "Build" [stars]: https://img.shields.io/github/stars/stackql/stackql?style=flat-square "GitHub Stars" [forks]: https://img.shields.io/github/forks/stackql/stackql?style=flat-square "GitHub Forks" [contributors]: https://img.shields.io/github/contributors/stackql/stackql?style=flat-square "Contributors" [mcpregistrybadge]: https://img.shields.io/badge/MCP%20Registry-io.github.stackql%2Fstackql--mcp-blue?style=flat-square "MCP Registry" [mcpserver]: https://img.shields.io/npm/v/@stackql/mcp-server?style=flat-square&label=mcp%20server "MCP Server" <!-- github links --> [issues]: https://github.com/stackql/stackql/issues/new?assignees=&labels=bug&template=bug_report.md&title=%5BBUG%5D [features]: https://github.com/stackql/stackql/issues/new?assignees=&labels=enhancement&template=feature_request.md&title=%5BFEATURE%5D [developers]: /docs/developer_guide.md [registrycont]: /docs/registry_contribution.md [designdocs]: /docs/high-level-design.md [contributing]: /CONTRIBUTING.md [discussions]: https://github.com/orgs/stackql/discussions <!-- repo assets --> [darkmodeterm]: /docs/images/stackql-light-term.gif#gh-dark-mode-only [lightmodeterm]: /docs/images/stackql-dark-term.gif#gh-light-mode-only <!-- misc links --> [twitter]: https://twitter.com/stackql [mcpregistry]: https://registry.modelcontextprotocol.io/?search=stackql [npmjsmcpregistry]: https://www.npmjs.com/package/@stackql/mcp-server [mcpdocs]: https://stackql.io/docs
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[![logo]][homepage]
![platforms] ![license] ![build] [![MCP Registry][mcpregistrybadge]][mcpregistry] [![MCP Server][mcpserver]][npmjsmcpregistry]
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</div>
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_The Universal Interface for the Agentic Era. Configuration-as-Data. Infrastructure-as-Context._ <!-- <h3 align="center">SQL based XOps, observability and middleware framework</h3> -->
<p align="center">
[__Read the docs »__][docs] [Raise an Issue][issues] · [Request a Feature][features] · [Developer Guide][developers] · [BYO Providers][registrycont]
</p> </div>
<details open="open"> <summary>Contents</summary> <ol> <li><a href="#about-the-project">About The Project</a></li> <li><a href="#mcp-server">MCP Server</a></li> <li><a href="#installation">Installation</a></li> <li><a href="#usage">Usage</a></li> <!-- <li><a href="#roadmap">Roadmap</a></li> --> <li><a href="#contributing">Contributing</a></li> <li><a href="#license">License</a></li> <li><a href="#contact">Contact</a></li> <li><a href="#acknowledgements">Acknowledgements</a></li> </ol> </details>
[__StackQL__][homepage] is an open-source project built with Golang that allows you to create, modify and query the state of services and resources across different local and remote interfaces, using SQL semantics. Such interfaces canonically include, but are not limited to, cloud and SaaS providers (Google, AWS, Azure, Okta, GitHub, etc.). <br /> <br />
![stackql-shell][darkmodeterm] ![stackql-shell][lightmodeterm]
StackQL is a standalone application that can be used in client mode (via __exec__ or __shell__) or accessed via a Postgres wire protocol client (psycopg2, etc.) using server mode (__srv__).
StackQL parses SQL statements and transpiles them into API requests to the (cloud) resource provider. The API calls are then executed and the results are returned to the user.
StackQL provider interfaces are canonically defined in OpenAPI extensions to the providers' specification. These definitions are then used to generate the SQL schema and the API client. The source for the provider definitions are stored in the [__StackQL Registry__][registry]. The semantics of provider interactions are defined in our any-sdk library. For more detail on nuts and bolts, please see the local AGENTS.md file and that of any-sdk.
<details> <summary><b>StackQL Context Diagram</b></summary> <br /> The following context diagram describes the StackQL architecture at a high level:
<!-- -->
flowchart LR
subgraph StackQL
direction BT
subgraph ProviderDefs
Registry[Provider Registry Docs]
end
subgraph App
Proc[$ stackql exec\n$ stackql shell\n$ stackql srv]
style Proc fill:#000,stroke:#000,color:#fff,text-align:left;
%% ,font-family:'Courier New', Courier, monospace
end
end
User((User)) <--> StackQL <--> Provider[Cloud Provider API]
ProviderDefs --> AppMore detailed design documentation can be found in the [here][designdocs].
</details>
StackQL is an MCP server - SQL over 40+ cloud and SaaS providers for AI agents. Point any MCP-capable client (Claude, VS Code, Cursor, etc.) at StackQL and it can query and provision cloud resources using SQL.
Run it over stdio:
stackql mcp --mcp.server.type=stdioStackQL MCP is published to the [Official MCP Registry][mcpregistry] as io.github.stackql/stackql-mcp and distributed via npm, PyPI, Docker, a GitHub Action and .mcpb bundles. Pick an install vector and add the matching block to your MCP client config:
<details> <summary><b>npm (npx)</b></summary>
{
"mcpServers": {
"stackql": {
"command": "npx",
"args": ["-y", "@stackql/mcp-server"]
}
}
}</details>
<details> <summary><b>PyPI (uvx)</b></summary>
{
"mcpServers": {
"stackql": {
"command": "uvx",
"args": ["stackql-mcp-server"]
}
}
}</details>
<details> <summary><b>Docker</b></summary>
{
"mcpServers": {
"stackql": {
"command": "docker",
"args": ["run", "-i", "--rm", "stackql/stackql-mcp"]
}
}
}</details>
<details> <summary><b>.mcpb bundle</b></summary>
Download the bundle for your platform from the latest release and install it in your MCP client (one-click in clients that support .mcpb).stackql-mcp-linux-x64.mcpbstackql-mcp-linux-arm64.mcpbstackql-mcp-windows-x64.mcpbstackql-mcp-darwin-universal.mcpb</details>
<details> <summary><b>GitHub Actions</b></summary>
Wire StackQL MCP into agentic CI workflows. Defaults to read_only mode, the safe default for CI.- uses: stackql/setup-stackql-mcp@v1
with:
mode: read_only</details>
For client-specific setup, authentication and server modes, see the [full MCP install and usage docs][mcpdocs].
StackQL is available for Windows, MacOS, Linux, Docker, GitHub Actions and more. See the installation instructions below for your platform.
<details> <summary><b>Installing on MacOS</b></summary>
amd64 and arm64)brew install stackql or brew tap stackql/tap && brew install stackql/tap/stackqlamd64 and arm64)</details>
<details> <summary><b>Installing on Windows</b></summary>
choco install stackqlstackql.exe file) to a directory of your choicePATH environment variable (optional)</details>
<details> <summary><b>Installing on Linux</b></summary>
curl -L https://bit.ly/stackql-zip -O && unzip stackql-zipstackql file) to a directory of your choicePATH environment variable (optional)</details>
<details> <summary><b>Getting StackQL from DockerHub</b></summary>
View all available StackQL images on [__DockerHub__][dockerhub]. Images available include [__stackql__][dockerstackql], [__stackql-jupyter-demo__][dockerjupyter] and more. Pull the latest StackQL base image using:
docker pull stackql/stackql</details>
<details> <summary><b>Using StackQL with GitHub Actions</b></summary>
Use StackQL in your GitHub Actions workflows to automate cloud infrastructure provisioning, IaC assurance, or compliance/security. Available GitHub Actions include: [setup-stackql][setupaction], [stackql-exec][execaction] and more
</details>
StackQL can be used via the interactive REPL shell, or via the exec command or ran as a server using the Postgres wire protocol.
ℹ️ StackQL does not require or install a database.
# run interactive stackql queries
stackql shell --auth="${AUTH}" stackql exec --auth="${AUTH}" -i myscript.iql --iqldata vars.jsonnet --output json
# or
stackql exec --auth="${AUTH}" "SELECT id, status FROM aws.ec2.instances WHERE region = 'us-east-1'"ℹ️ output options ofjson,csv,tableandtextare available for theexeccommand using the--outputflag
ℹ️ StackQL supports passing parameters usingjsonnetorjson, see [__Using Variables__][variables]
# serve client requests over the Postgres wire protocol (psycopg2, etc.)
stackql srv --auth="${AUTH}"_For more examples, please check our [Blog][blog]_
<!-- ## Roadmap
See our __roadmap__ to see where we are going with the project. -->
Contributions are welcome and encouraged. For more information on how to contribute, please see our [__contributing guide__][contributing].
Distributed under the MIT License. See LICENSE for more information. Licenses for third party software we are using are included in the /docs/licenses directory.
Get in touch with us via Twitter at [__@stackql__][twitter], email us at [email protected]__ or start a conversation using [__discussions__][discussions].
Forks of the following support our work:
golang MCP SDKWe gratefully acknowledge these pieces of work.
~30 seconds. Free. No account. Every finding cites a rule and a line of evidence.