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Cassis

Context maintenance for analytics agents. Git-native context, evals in CI, reviewed PRs, served over MCP.

Cassis

Cassis does context maintenance for analytics agents. Your business definitions live in a Git repository you own. Real questions expose missing or wrong definitions, and Cassis proposes fixes when there is enough evidence. Changes run against evals, and merging an approved pull request publishes the context your agents read over MCP.

getcassis.com · docs · blog · reading list

Start here

What you want to do Where to start
Try the maintenance loop cassis-demo-stallora: ask a question on sample marketplace data, resolve a missing definition, and ship the fix through a tested pull request. Uses your own agent, with no connection to your data. Requires GitHub and Cassis accounts, Python and an MCP client. Use the GitHub template to create your repository.
Audit your dbt project dbt-agent-readiness: find what an analytics agent will get wrong if you point it at your data today. Requires your dbt project, Python and a coding agent. No Cassis account or warehouse connection needed.
Build your first context ontology-bootstrap: assemble a reviewable ontology from your existing assets. Evidence stays attached and unknowns become questions. Requires a dbt project, schema export, Python and a coding agent. No Cassis account needed; runs use model tokens and include human review checkpoints. See run requirements, or read the measured write-up.

Connect your own project

Talk to us to connect your own warehouse and get a Cassis project. If you used the bootstrap kit, connect the ontology you just generated. For the CI and MCP setup, use the demo template and replace its cassis/ tree with your own ontology.

Repository What it does
cassis-cli Validate, test and eval an ontology from your terminal, then publish it. The same commands run in CI to gate pull requests. pip install cassis-cli
skills Agent skills for authoring an ontology and for querying through MCP. In Claude Code, add the marketplace with /plugin marketplace add GetCassis/skills, then install the skills you need.
cassis-ontology-examples Two complete ontology trees to copy from: a minimal skeleton and a fully authored one.

Reading

Repository What you will find
analytics-agent-articles A curated list of write-ups from data teams building analytics agents: Anthropic, OpenAI, Ramp, GitHub, Gorgias and more, with reading notes organized by problem. Suggestions and corrections welcome.

Research

Repository What you will find
research Benchmarks, harnesses and the run data behind our write-ups.

Pinned Loading

  1. cassis-demo-stallora cassis-demo-stallora Public template

    Try the Cassis maintenance loop on sample marketplace data: resolve a missing definition, test the fix and publish it through a pull request from your own agent.

    1

  2. dbt-agent-readiness dbt-agent-readiness Public

    Audit a dbt project for what an AI agent will get wrong if you point it at the data today.

    Python 11

  3. ontology-skills ontology-skills Public

    Skills to bootstrap and expand analytics ontologies from schema, dbt, dashboards and docs. Evidence-backed context, user-defined domains and reviewable Git changes.

    Python 6

  4. analytics-agent-articles analytics-agent-articles Public

    A curated list of articles from data teams building analytics agents.

    26

  5. cassis-cli cassis-cli Public

    Validate, test and eval a Cassis ontology from your terminal, then publish it. The same commands run in CI to gate pull requests.

    Python 1

  6. skills skills Public

    Agent skills for working with Cassis: author and maintain your ontology in git, and query your data through MCP.

    1

Repositories

Showing 10 of 12 repositories
  • analytics-agent-articles Public

    A curated list of articles from data teams building analytics agents.

    GetCassis/analytics-agent-articles's past year of commit activity
    26 0 0 0 Updated Sep 15, 2026
  • ontology-skills Public

    Skills to bootstrap and expand analytics ontologies from schema, dbt, dashboards and docs. Evidence-backed context, user-defined domains and reviewable Git changes.

    GetCassis/ontology-skills's past year of commit activity
    Python 6 MIT 0 0 0 Updated Sep 15, 2026
  • cassis-cli Public

    Validate, test and eval a Cassis ontology from your terminal, then publish it. The same commands run in CI to gate pull requests.

    GetCassis/cassis-cli's past year of commit activity
    Python 1 Apache-2.0 0 0 0 Updated Sep 14, 2026
  • .github Public

    Github public settings

    GetCassis/.github's past year of commit activity
    0 0 0 0 Updated Sep 10, 2026
  • cassis-ontology-starter Public archive

    Start a Cassis ontology on your own schema: CI gates, MCP config and the modeling guide, with none of the content. For the same loop on sample data, see cassis-demo-stallora.

    GetCassis/cassis-ontology-starter's past year of commit activity
    1 MIT 0 0 0 Updated Sep 10, 2026
  • cassis-demo-stallora Public template

    Try the Cassis maintenance loop on sample marketplace data: resolve a missing definition, test the fix and publish it through a pull request from your own agent.

    GetCassis/cassis-demo-stallora's past year of commit activity
    1 MIT 0 0 0 Updated Sep 10, 2026
  • cassis-ontology-examples Public

    Two complete, copyable Cassis ontology trees: a minimal skeleton and a fully authored one. Validated in CI.

    GetCassis/cassis-ontology-examples's past year of commit activity
    1 0 0 0 Updated Sep 10, 2026
  • dbt-agent-readiness Public

    Audit a dbt project for what an AI agent will get wrong if you point it at the data today.

    GetCassis/dbt-agent-readiness's past year of commit activity
    Python 11 MIT 0 0 0 Updated Sep 1, 2026
  • skills Public

    Agent skills for working with Cassis: author and maintain your ontology in git, and query your data through MCP.

    1 MIT 0 0 0 Updated Aug 21, 2026
  • cassis-snowflake-mcp Public archive

    Moved to github.com/GetCassis/skills. Install with /plugin marketplace add GetCassis/skills.

    GetCassis/cassis-snowflake-mcp's past year of commit activity
    1 MIT 0 0 0 Updated Jul 30, 2026

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