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README.md
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README.md
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The context layer for analytics agents
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</h1>
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<p align="center">by Kaelio</p>
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<p align="center">
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<a href="https://www.npmjs.com/package/@kaelio/ktx"><img src="https://img.shields.io/npm/v/@kaelio/ktx?style=flat-square&color=f97316" alt="npm version" /></a>
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<a href="https://codecov.io/gh/Kaelio/ktx"><img src="https://codecov.io/gh/Kaelio/ktx/branch/main/graph/badge.svg" alt="Codecov" /></a>
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@ -40,6 +42,19 @@ ktx status
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`ktx setup` creates or resumes a local KTX project, configures providers and
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connections, builds context, and installs agent integration.
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Example `ktx status` output after setup:
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```text
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KTX project: /home/user/analytics
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Project ready: yes
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LLM ready: yes (claude-sonnet-4-6)
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Embeddings ready: yes (text-embedding-3-small)
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Databases configured: yes (postgres-warehouse)
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Context sources configured: yes (dbt-main)
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KTX context built: yes
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Agent integration ready: yes (codex:project)
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```
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## Common Commands
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| Command | Purpose |
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ktx sl query --connection-id warehouse --measure orders.revenue --format sql
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```
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During agent setup, choose **MCP tools + analytics skill** for client agents.
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Choose **MCP tools + analytics skill + admin CLI skill** only when a developer
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or operator agent also needs pinned `ktx` admin commands.
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The analytics skill teaches client agents the MCP workflow: discover data,
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prefer semantic-layer measures, inspect entity details before raw SQL, and
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capture durable learnings. Admin CLI skills call `ktx` commands directly
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through a skill file installed in your agent's config:
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```bash
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ktx sl query --measure orders.revenue --dimension orders.status --format sql
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ktx wiki search "revenue definition"
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ktx sl validate orders
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```
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Supported client agents: Claude Code, Claude Desktop, Codex, Cursor, OpenCode,
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and clients that can use the printed MCP endpoint or `.agents` admin skills.
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Claude Desktop setup registers a local `ktx mcp stdio` server in Claude
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Desktop's config and generates `.ktx/agents/claude/ktx-plugin.zip` with the
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analytics skill.
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The release artifact manifest contains the public npm tarball and the bundled
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`kaelio-ktx` runtime wheel. The `python/ktx-sl` and `python/ktx-daemon`
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directories remain source packages for development, not public release
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artifacts.
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## Workspace packages
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| Package | Purpose |
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|---------|---------|
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| `packages/cli` | CLI entry point |
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| `packages/context` | Core context engine |
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| `packages/llm` | LLM and embedding providers |
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| `packages/connector-bigquery` | BigQuery scan connector |
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| `packages/connector-clickhouse` | ClickHouse scan connector |
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| `packages/connector-mysql` | MySQL scan connector |
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| `packages/connector-postgres` | Postgres scan connector |
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| `packages/connector-snowflake` | Snowflake scan connector |
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| `packages/connector-sqlite` | SQLite scan connector |
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| `packages/connector-sqlserver` | SQL Server scan connector |
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| `python/ktx-sl` | Semantic-layer query planning |
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| `python/ktx-daemon` | Portable compute service |
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## Development
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```bash
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