Commit graph

19 commits

Author SHA1 Message Date
Andrey Avtomonov
e64da5a85d
feat(ingest): default local ingest to isolated diffs (#128)
* docs: add isolated-diff ingestion design

* Refine isolated-diff ingestion design after adversarial review iteration 1

* Refine isolated-diff ingestion design after adversarial review iteration 2

* Refine isolated-diff ingestion design after adversarial review iteration 3

* feat: persist ingest trace events

* feat: add isolated ingest patch helpers

* feat: validate wiki body semantic references

* feat: add final ingest artifact gates

* feat: execute ingest work units in child worktrees

* feat: integrate isolated work unit patches

* feat: route selected ingest sources through isolated diffs

* test: cover isolated diff ingestion regressions

* feat: add isolated diff ingestion v1 core

* docs: document ingest trace inspection

* docs: add isolated diff ingestion v1 core plan

* fix(ingest): tighten final artifact gates

* fix(ingest): gate isolated final integration tree

* fix(ingest): persist postmortem failure traces

* fix(ingest): trace policy conflicts and cleanup child worktrees

* test(ingest): verify isolated diff postmortem coverage

* docs: add isolated diff ingestion gates and trace closure plan

* fix(ingest): gate provenance before isolated diff squash

* docs: add isolated diff ingestion provenance gate closure plan

* fix(ingest): gate final wiki references

* fix(ingest): enforce SL target connection scope

* fix(ingest): trace isolated SL target policy gates

* test(ingest): cover isolated diff reference and target gates

* chore(ingest): verify isolated diff gate closure

* docs: add isolated diff ingestion reference and target gate closure plan

* fix(ingest): gate global wiki references

* docs: add isolated diff ingestion global wiki reference gate closure plan

* fix(ingest): validate scan sources and wiki refs

* test(ingest): cover isolated diff textual conflict resolver

* test(ingest): cover isolated diff resolver integration

* feat(ingest): repair isolated diff textual conflicts

* feat(ingest): report isolated diff resolver outcomes

* test(ingest): verify isolated diff textual conflict repair

* test(ingest): align textual conflict failure coverage

* docs: add isolated diff textual conflict resolver plan

* test(ingest): cover isolated diff gate repair

* feat(ingest): add isolated diff gate repair agent

* feat(ingest): repair isolated diff semantic gate failures

* feat(ingest): wire isolated diff gate repair

* test(ingest): verify isolated diff final gate repair

* chore(ingest): verify isolated diff gate repair

* docs: add isolated diff gate repair plan

* Improve ingest progress updates

* feat(ingest): route direct-write connectors through isolated diffs

* test(ingest): cover non-metabase isolated diff routing

* feat(ingest): project metricflow semantic models before work units

* test(ingest): verify metricflow isolated projection path

* chore(ingest): verify isolated diff connector migration

* docs: add isolated diff connector migration plan

* feat(ingest): make isolated diff routing the private default

* feat(ingest): promote isolated diff to default runner path

* feat(ingest): default local ingest to isolated diffs

* chore(ingest): remove isolated diff allowlist references

* fix(ingest): preserve transient evidence for isolated work units

* docs: add isolated diff default promotion plan

* refactor(ingest): remove shared worktree WorkUnit path

* docs(ingest): align WorkUnit prompts with isolated diffs

* test(ingest): drop unused runner import

* docs: add isolated diff shared worktree removal plan

* docs: add isolated diff gate repair classification plan

* fix: restrict claude-code mcp servers

* docs: align ingest trace guidance with public CLI

---------

Co-authored-by: Andrey Avtomonov <7889985+andreybavt@users.noreply.github.com>
2026-05-18 13:38:06 +02:00
Andrey Avtomonov
e6d578c03f
feat(setup): add Claude Desktop target and MCP-first agent setup (#114)
* feat(setup): add Claude Desktop target and MCP-first agent setup

Adds `ktx mcp stdio` and a `claude-desktop` setup target that generates a
local plugin ZIP wiring the analytics skill and a stdio MCP config. Replaces
the CLI-only agent install mode with MCP+analytics (default) and an optional
admin CLI skill, renames the research skill to analytics, and lets interactive
setup pick project vs global scope when every target supports it. Extracts a
shared MCP server factory used by both HTTP and stdio entrypoints.

* Add MCP agent client setup support

* Polish setup output formatting

* Add MCP tool polish design spec

Design for slimming the MCP-registered surface from 25 to 11 tools,
introducing memory_ingest, applying the per-tool polish kit (annotations,
outputSchema, .describe(), in-band error wrapping, union-drift fixes,
type-narrowed jsonToolResult), emitting progress notifications on
sql_execution + sl_query, and refining the ktx-analytics SKILL.md to
match.

* Refine MCP tool polish design spec after adversarial review iteration 1

* Refine MCP tool polish design spec after adversarial review iteration 2

* Refine MCP tool polish design spec after adversarial review iteration 3

* refactor(context): rename memory capture service to ingest

* feat(mcp): slim research tool surface

* refactor(mcp): remove admin ports from server factory

* refactor(cli): rename text ingest memory port

* docs: update analytics skill for memory ingest

* chore: verify mcp surface rename

* Add MCP tool polish v1 surface change plan

* feat(context): polish mcp tool metadata

* fix(context): enforce resolved semantic layer compute sources

* feat(context): emit mcp query progress stages

* fix(context): keep mcp progress event internal

* Add MCP tool polish v1 metadata & progress plan

* Fix CI snapshot and docs checks
2026-05-16 11:39:55 +02:00
Andrey Avtomonov
b759a4a286
feat(mcp):added MCP server (#97)
* docs(specs): design research-agent MCP tools and ktx mcp daemon

Adds the 2026-05-14 design spec for exposing four new MCP tools
(discover_data, entity_details, dictionary_search, sql_execution),
shipping a ktx-research skill, and introducing an HTTP-only ktx mcp
daemon so external agents can use KTX as a research-capable context
layer.

* Refine research-agent MCP tools spec after adversarial review iteration 1

* Refine research-agent MCP tools spec after adversarial review iteration 2

* Refine research-agent MCP tools spec after adversarial review iteration 3

* Refine spec: drop connectionName compat carve-out and ground summary/snippet provenance per kind

* feat(daemon): validate read-only SQL with sqlglot

* feat(context): expose read-only SQL validation port

* feat(context): register MCP sql execution tool

* feat(context): execute MCP SQL through validated connector path

* test(context): update SQL analysis port fixtures

* docs: add research-agent MCP sql execution foundation plan

* feat(context): add scan-backed entity details service

* feat(context): register MCP entity details tool

* feat(context): expose local MCP entity details

* test(context): align entity details scan fixtures

* docs: add research-agent MCP entity_details plan

* feat(context): add dictionary search service

* feat(context): register MCP dictionary search tool

* feat(context): expose local MCP dictionary search

* docs: add research-agent MCP dictionary_search plan

* feat: add MCP discover data service

* feat: expose discover data MCP tool

* feat: wire local discover data MCP port

* docs: add research-agent MCP discover_data plan

* feat(cli): add mcp http security helpers

* feat(cli): host mcp over streamable http

* feat(cli): manage mcp daemon lifecycle

* feat(cli): add ktx mcp commands

* fix(cli): stabilize mcp daemon verification

* docs: add research-agent MCP http daemon plan

* feat(cli): install KTX research skill

* feat(cli): configure MCP clients in setup agents

* feat(cli): support Claude local MCP setup scope

* docs: add research-agent MCP setup-agents plan

* refactor(context): use connectionId in warehouse verification tools

* docs(context): update ingest verification prompts for connectionId

* docs: add research-agent MCP ingest contract convergence plan

* chore: build runtime artifacts in conductor setup

---------

Co-authored-by: Andrey Avtomonov <7889985+andreybavt@users.noreply.github.com>
2026-05-15 02:35:09 +02:00
Andrey Avtomonov
cb8902f1e5
fix(context): merge overlay columns onto manifest columns by name (#94)
* fix(context): merge overlay columns onto manifest columns by name

composeOverlay was appending overlay columns to the manifest column list,
producing duplicate entries when dbt/metabase overlays declared a column
just to attach descriptions. The duplicates carried no `type`, so the
pydantic SourceDefinition rejected them at semantic-query time and broke
`ktx sl query` for every overlay-backed measure. Now overlay columns
match base columns by name (case-insensitive): same-name entries merge
onto the manifest (overlay fields win, type/role fall back to the base,
descriptions merge per source key) and only new names append.

* refactor(sl): split overlay columns from column_overrides and enforce TS/Python wire contract

Overlay sources now have two distinct collections: `columns:` for computed
columns (requiring `expr` + `type`) and `column_overrides:` for metadata
patches to inherited manifest columns. Composing or loading an overlay that
mixes the two — or references an unknown column — fails with a typed error.

Introduce `ResolvedSemanticLayerSource` / `resolvedSourceSchema` /
`toResolvedWire` as the strict shape sent to the Python engine, and add a
schema contract test that diffs Zod against the Pydantic JSON schema dumped
by `python -m semantic_layer dump-schema`. `SourceDefinition` is now
`extra="forbid"` on the Python side.

`loadAllSources` surfaces per-file load errors instead of swallowing them,
so validation/query paths can report manifest shard parse failures.

* fix(context): make scan description generation resilient and quiet

A transient sampleTable failure during ingest used to take out every
table in a connection: generateTableDescription returned a hardcoded
'Table not found' string into descriptions.ai, and KtxDescriptionGenerator
was constructed without a logger, so the failure left no trail anywhere.

- sampleTable / sampleColumn calls retry 3x with 200/400/800ms backoff,
  honouring KtxScanContext.signal via a new KtxAbortedError.
- On retry exhaustion or missing capability, table generation falls back
  to a metadata-only prompt built from column name / native type / comment
  / rawDescriptions. The column path follows the same rule -- call the
  LLM when any of samples or rawDescriptions are available; skip only
  when both are absent.
- Logger is now threaded from KtxScanContext into the generator. Failures
  emit structured KtxScanWarning entries (new description_fallback_used
  code, plus existing sampling_failed / enrichment_failed /
  connector_capability_missing). ktx scan groups warnings by code so a
  batch of identical failures collapses to one summary line plus sample.
- Returns null on failure instead of the 'Table not found' sentinel; the
  manifest writer's existing guard already skips empty descriptions, so
  schema YAML no longer carries misleading text. SCAN_MANAGED_DESCRIPTION_KEYS
  already strips stale 'ai' on merge, so existing YAML clears on next run.

Also suppress AI SDK v6 'system in messages' warning: pull system messages
out of KtxMessageBuilder.wrapSimple's output via a new splitKtxSystemMessages
helper and pass them top-level to generateText (preserves cacheControl
providerOptions on the SystemModelMessage). Agent-runner's local
splitSystemPromptMessages dedupes onto the shared helper.

* test(docs): align examples-docs assertions with revamped docs

PR #103 (setup/guide doc revamp) reworded several CLI examples and
connection labels; the assertions in scripts/examples-docs.test.mjs
still referenced the pre-revamp wording and were failing in CI on main.
Update the regexes to match the post-revamp content:

- drop the `--json` flag from the sl-query example expectation
- move the `Driver:` / `Status: ok` probe to the connection reference,
  which is where that output now lives (driver id is lowercase
  `postgres`, not the display name `PostgreSQL`)
- drop the obsolete `Install \`uv\`...` troubleshooting line
- accept `<connectionId>` everywhere; the docs no longer use the
  hyphenated `<connection-id>` form
- match the `warehouse` connection id used in the quickstart instead of
  the `postgres-warehouse` id only used in the README and setup ref

* fix(sl): skip TS/Python schema contract test when uv is unavailable

The TypeScript checks CI job does not install uv or Python, so the
module-level `execFileSync('uv', ...)` in schemas.contract.test.ts threw
ENOENT and failed the suite. Wrap the schema dump in a try/catch and
guard the describe block with `describe.skipIf` so the test skips in
environments without uv. Local dev and any CI job that has uv on PATH
still runs the cross-language contract assertion.
2026-05-15 02:11:04 +02:00
Andrey Avtomonov
ce23aca4c4
fix: remove project from ktx config (#95) 2026-05-14 17:39:31 +02:00
Andrey Avtomonov
28b5e2a83e
fix: align KTX agent tools and repair handling (#73) 2026-05-14 00:57:51 +02:00
Andrey Avtomonov
3fde4438b1
fix: stop requiring readonly connection config (#71) 2026-05-13 19:37:25 +02:00
Andrey Avtomonov
97da9919e9
refactor: remove legacy compatibility paths (#64)
* refactor: remove legacy compatibility paths

* fix: support legacy metabase native queries

* test: use canonical semantic layer descriptions

* Rename CLI description

* Recover setup scan from SQLite ABI mismatch

* Remove legacy product name from CLI help
2026-05-13 15:55:00 +02:00
Andrey Avtomonov
c22248dabf
feat(context): add warehouse verification tools (#46)
* feat(context): add warehouse dialect dispatch

* feat(context): read warehouse scan catalog

* feat(context): add entity details verification tool

* feat(context): add ingest SQL verification tool

* feat(context): add raw warehouse discovery tool

* feat(context): expose warehouse verification tools to ingest

* docs(context): add ingest identifier verification protocol

* test(context): guard ingest identifier verification prompts

* chore(context): verify warehouse verification tools

* docs: add warehouse verification tools plan and spec

* fix(context): expose target warehouses to Notion ingest

* fix(context): update ingest prompts for warehouse verification tools

* fix(context): scope raw schema discovery to allowed connections

* fix(context): verify warehouse column display targets

* docs: add notion warehouse verification gap closure plan

* fix(context): include raw discovery connection names

* fix(context): expose warehouse targets for LookML and MetricFlow

* fix(context): pass connection config to ingest query executors

* fix(cli): enable read-only SQL probes for local ingest

* docs: add warehouse verification final v1 closure plan

* fix(context): align warehouse sql probe prompt shape

* docs: add warehouse verification prompt shape closure plan

* test(context): catch connectionless sql execution prompt examples

* fix(context): include connection name in sl capture sql example

* docs: add warehouse verification sql example closure plan

* fix(context): report structured entity detail misses

* docs: add warehouse verification structured target miss closure plan

* fix: report untracked squash merge conflicts

* feat: require ingest verification ledger

* fix: stabilize ingest wiki references
2026-05-13 13:43:23 +02:00
Luca Martial
60457e9407
Improve schema setup and Notion ingest UX (#14)
* Improve schema setup and Notion ingest UX

* Handle Postgres network scan failures

* WIP: save local changes before main merge

* Refine setup prompt choices

* Tighten ingest reconciliation guidance

* Commit setup config updates

* Canonicalize unmapped fallback details

* Count reconciliation actions in reports

* Harden semantic layer source validation

* Return wiki content after edits

* Validate SL sources against manifests

* Validate wiki refs before writes

* Simplify CLI next steps

* Clarify agent setup summary

* Surface dbt target SL sources

* Recover SL write fallbacks

* Preserve failed context build metadata

* Track raw paths for ingest actions

* test(cli): update seeded demo expectations

* fix(ingest): scope fallback recovery checks

* fix(sl): tighten source validation guards

* fix(wiki): ignore empty embedding vectors

* Improve Notion ingest UX

* Enforce flat wiki keys

* test(context): update wiki key assertion

---------

Co-authored-by: Andrey Avtomonov <andreybavt@gmail.com>
2026-05-12 22:56:58 +02:00
Andrey Avtomonov
9d3b1015cc
fix: allow dbt ingest to discover warehouse schemas (#20)
Co-authored-by: Andrey Avtomonov <7889985+andreybavt@users.noreply.github.com>
2026-05-12 10:25:56 +02:00
Andrey Avtomonov
cd127571fc feat: hydrate sl search usage metadata 2026-05-11 17:28:07 +02:00
Andrey Avtomonov
633f9359c2 feat: return sl search snippets 2026-05-11 17:25:46 +02:00
Andrey Avtomonov
19585e67ac feat: index historic sql usage in sl search text 2026-05-11 17:23:33 +02:00
Andrey Avtomonov
f17053061d feat: carry historic sql usage in semantic sources 2026-05-11 16:47:28 +02:00
Andrey Avtomonov
76fde89798
[codex] Add Conductor workspace scripts (#2)
* Add Conductor workspace scripts

* Fix conductor boundary check fixture

* Remove stale frontend conductor guard

* Remove stale app service references

* Optimize relationship discovery benchmarks

* test: move slow suites to ci tier
2026-05-11 09:55:42 +02:00
Luca Martial
86c818a454 Normalize semantic layer descriptions 2026-05-11 00:31:15 -07:00
Andrey Avtomonov
3ce510b55b rename klo to ktx 2026-05-10 23:51:24 +02:00
Andrey Avtomonov
1a42152e6f Initial open-source release 2026-05-10 23:12:26 +02:00