Features
- Automatically learns and maintains a context layer for data agents
- Ingests company knowledge (wikis, Notion) to resolve contradictions
- Detects joinable columns and resolves fan/chasm traps in the data stack
- Provides approved metric definitions via a built‑in semantic layer
Recent releases
View all 11 releases →
v0.8.0
Breaking risk
⚠ Upgrade required
- Update CI configurations to handle normalized trailing newline in `star-history.svg` and refresh the chart twice daily via RELEASE_PAT on protected main branch.
Breaking changes
- Removed `fast` mode from `ktx ingest`; ingestion always builds enriched context (KLO-721).
Notable features
- Added shell completion for commands, flags, and entity names.
- Enabled PostHog GeoIP enrichment in telemetry.
Full changelog
0.8.0 (2026-06-01)
⚠ BREAKING CHANGES
- cli: remove fast mode; ktx ingest always builds enriched context (KLO-721) (#237)
Features
- cli: profile ingest runs and split model vs tool time (#249) (21744fc)
- cli: remove fast mode; ktx ingest always builds enriched context (KLO-721) (#237) (3f0d11e)
- cli: shell completion for commands, flags, and entity names (#244) (d320d54), closes #243
- README architecture diagrams + React Flow diagram studio (#245) (ba5bb92)
- report MCP client telemetry (#242) (2e5f7f2)
- telemetry: enable PostHog GeoIP enrichment (#243) (95a2653)
- trim MCP query response payloads (#240) (25f639f)
Bug Fixes
- brand: README lockup wordmark in Outfit to match docs-site (#246) (1959f49)
- cli: align Notion setup credential to --source-auth-token-ref (#236) (637891f)
- cli: treat artifact-producing ingests with failures as partial (#238) (53a6f8d)
- release: point repository URLs at renamed GitHub repo (#250) (41f5279)
Documentation
- ktx skill: harden setup guidance from agent-driven demo run (#247) (5faa16b)
- readme: add launch video to README hero (#248) (22ddf55)
Continuous Integration
- normalize star-history.svg trailing newline (#241) (cbbcf8e), closes #240
- push star-history refresh to protected main with RELEASE_PAT (#239) (ba06f70)
- refresh README star history chart twice daily (08d08d8)
- stop tombi reformatting uv.lock and sync lock to 0.7.0 (#235) (8ebc4ce)
Other Changes
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About
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Languages
TypeScript
Python
JavaScript
Downloads/week
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Contributors
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TypeScript
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Similar tools
Alternative to
General-purpose agent
Traditional semantic layer