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kb/openspec/changes/kb-v3-mcp-server/specs/agent-search-patterns/spec.md
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steve e7136a4a20 Add MCP server, note mutation endpoint, and updated_at tracking (v3.0.0)
New MCP server (mcp/) exposes kb operations as native MCP tools over
Streamable HTTP with Bearer token auth. Supports collections via tag
conventions, chunked file uploads, and agent-side search patterns.

Engine gains PATCH /api/v1/notes/{id} for in-place note updates with
transactional re-chunk/re-embed, and updated_at column on documents.

Go client adds updatenote command and Patch HTTP method.

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
2026-04-02 21:34:55 +01:00

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1.7 KiB
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# Agent-Side Search Patterns
## Purpose
Documents recommended patterns for agent-side query expansion and reranking, which are caller responsibilities rather than engine features. These patterns are communicated via MCP tool descriptions.
## Requirements
### Requirement: Query expansion guidance in tool description
The `kb_search` MCP tool description SHALL include guidance on query expansion as a recommended pattern for complex queries.
#### Scenario: Tool description includes expansion pattern
- **WHEN** an agent reads the `kb_search` tool description
- **THEN** the description SHALL include guidance such as: "For complex queries, consider expanding into 2-3 variant phrasings and calling this tool multiple times, then deduplicating results by chunk_id"
---
### Requirement: Reranking guidance in tool description
The `kb_search` MCP tool description SHALL include guidance on agent-side reranking as a recommended pattern for improving precision.
#### Scenario: Tool description includes reranking pattern
- **WHEN** an agent reads the `kb_search` tool description
- **THEN** the description SHALL include guidance such as: "For precision, rerank the returned results using your own judgement based on relevance to the original question"
---
### Requirement: No engine-side LLM dependency
The engine SHALL NOT require or use any external LLM API for search operations. Query expansion and reranking SHALL remain entirely agent-side concerns.
#### Scenario: Engine has no LLM dependency
- **WHEN** the engine is deployed without any `ANTHROPIC_API_KEY` or similar LLM API configuration
- **THEN** all search operations SHALL function fully, with no degraded results or missing features