full-text-search
LobeHub product full-text search architecture and operations. Use for FtsSearchRepo, pg_search or Elasticsearch providers, search projections and mappings, reindexing, Outbox capture/sync, provider switching, search analytics, or search performance. Not for agent web-browsing tools.
git clone --depth 1 https://github.com/lobehub/lobehub /tmp/full-text-search && cp -r /tmp/full-text-search/.agents/skills/full-text-search ~/.claude/skills/full-text-searchSKILL.md
# Product Full-Text Search This skill covers search over LobeHub-owned product data such as agents, topics, messages, files, knowledge bases, documents, chat groups, and memories. It does not cover the agent's external web search providers under `apps/server/src/services/search/` or builtin web-browsing tools. ## Architecture Product reads follow one stable path: ```text router/service -> createFtsSearchRepo -> FtsSearchRepo -> selected backend -> existing result schema ``` - `apps/server/src/services/ftsSearch/` owns request-scoped provider selection, Elasticsearch configuration, its HTTP client, and backend telemetry. Routers and domain services must call `createFtsSearchRepo`; they must not construct providers themselves. - `packages/database/src/repositories/ftsSearch/` owns the provider-neutral contract and the concrete PostgreSQL and Elasticsearch implementations. Keep public result shapes stable in `FtsSearchRepo`. - `packages/types/src/ftsSearch.ts` owns the shared searchable-entity list and search domain types. - `packages/database/src/repositories/ftsSearchDocument/` owns Elasticsearch document schemas, mappings, queryable fields, and source-to-document projection. - `packages/database/src/schemas/ftsSearchSyncOutbox.ts` and `packages/database/src/repositories/ftsSearchSyncOutbox/` own durable change capture, claims, retries, dead letters, leases, revision fences, and capture-definition validation. - `scripts/elasticsearchReindex/` owns the resumable full-backfill command and its operational runtime. Shared database source queries and document construction remain in `packages/database/src/repositories/ftsSearchDocument/`. `apps/server/src/services/ftsSearchSync/` and `scripts/elasticsearchSync/` own continuous incremental draining. - `packages/env/src/ftsSearch.ts` owns generic Elasticsearch environment variables. ## Provider and Permission Invariants - `FTS_SEARCH_PROVIDER` is a deployment-level provider selector with current values `pg_search` and `elasticsearch`. It is not a feature flag or a user rollout. Add another enum value only when its provider is implemented end to end. - Elasticsearch errors, missing configuration, and unsupported candidate behavior must remain visible. Never silently retry through PostgreSQL or add an `ilike` fallback. - Deliberate routing of an entity that has not been migrated to Elasticsearch is not an error fallback. Changing the migrated entity set is a product and migration decision. - Preserve `userId`, `workspaceId`, and caller-agent visibility throughout every provider. Candidate retrieval must not broaden the caller's scope. - Where Elasticsearch only supplies candidate IDs, PostgreSQL hydration and parent checks remain the authoritative permission boundary. Do not return raw Elasticsearch hits directly when the existing result path requires database authorization or hydration. - Provider implementations return the existing hydrated response types and ordering contract. Do not make routers understand provider-specific result shapes. ## Changing a Searchable Entity Treat an entity addition or projection change as one cross-layer change. Inspect and update every applicable item: 1. `FTS_SEARCH_DOCUMENT_ENTITIES` and shared request/result types. 2. Search document schema, mapping, text fields, filters, fixtures, and mapping parity tests. 3. `FtsSearchDocumentBuilder`, including soft deletion and fanout from related source rows. 4. PostgreSQL and Elasticsearch backend behavior, permission hydration, pagination, and ranking. 5. Capture functions/triggers or fanout queries in `captureInfrastructure.ts`. 6. Reindex checkpoints, Outbox draining, metrics, and self-host documentation. Schema fields, mappings, builders, and fixed fixtures must agree exactly. A field that is not in the document schema must not appear in the mapping or query field list. Elasticsearch `multi_match` query length is bounded by a shared leaf-clause budget divided by the selected query-field count. Adding a field reduces that entity's safe query length, and changing a query analyzer to emit multiple terms per Unicode code point requires revisiting the budget and its field-count regression tests. ## Capture, Reindex, and Sync - Regular database migrations own durable schema: the revision sequence, Outbox table and indexes, and schema-managed source indexes such as the Memory fanout GIN index. - Capture functions and triggers are installed only when an operator explicitly enables the Elasticsearch path. `installCaptureInfrastructure()` is transactional, definition-checked, idempotent for an exact installation, and fail-closed for partial or altered definitions. - Do not install capture for every PostgreSQL-only instance. Do not move a normal schema index into the runtime installer merely because it supports capture. - The Outbox coalesces by `(entity, document_id)`. A newer capture resets retry/dead-letter state and allocates a new revision only after locking the conflicting row, preserving same-document commit order. - Sequence allocation is non-transactional. Use the existing write fences and committed revision boundary; never treat `last_value` alone as proof that all earlier Outbox rows are visible. - Claims use the precise lease timestamp as a fencing token. A stale worker must not acknowledge, fail, or release work reclaimed by another worker. - Permanent failures and exhausted retries become durable dead letters. A drain that creates or observes dead work must fail instead of continuing to publish a successful cutover signal. - Full backfill does not replace continuous sync and does not switch product traffic. Keep the application on PostgreSQL until aliases are ready and the Outbox is empty and stable, then switch explicitly. The supported operator entrypoints are: ```bash bun run db:install-fts-search-capture bun run fts-search:reindex -- --status bun run fts-search:reindex -- --apply --yes bun
Add documentation for a new AI provider — usage docs, env vars, Docker config, image resources.
Add server-side environment variables that control default values for user settings.
Agent runtime lifecycle hooks. Use for before/after tool or step hooks, tool mocks, human intervention, sub-agent calls, context compression, evals, callAgent, or lifecycle events.
Build or extend LobeHub Agent Signal pipelines. Use for signal sources, signal/action types, policies, middleware, workflow handoff, dedupe, scope behavior, or observability.
Agent tracing CLI for execution snapshots. Use for agent-tracing, traces, snapshots, LLM call inspection, context engine data, agent step analysis, execution debugging, or pulling remote/production traces ("拉线上 tracing") by operation id. Also the first stop for debugging agent tool calls — wrong or missing tool_calls, unexpected tool arguments or results, which tools were available at a step, or why a tool ran where it did.
Build LobeHub builtin tool packages. Use when adding agent-callable tools, manifests, executors, runtimes, inspectors, renders, placeholders, streaming, interventions, portals, or tool registries.
Build multi-platform chat bots with the chat SDK. Use for Slack, Teams, Google Chat, Discord, GitHub, Linear bots, webhooks, mentions, slash commands, cards, modals, or streaming responses.
>