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labyrinth-analytics

LoreConvo

Official

Search Sessions

search_sessions

Find sessions by keyword with optional filters for persona, tags, skills, and project to locate past discussions or decisions.

Instructions

Search session memory by keyword, with optional filters.

Use to find sessions where a topic was discussed, a decision was made, or a specific skill/project was involved.

Args: query: Search keywords (matched against title, summary, decisions) persona: Filter to sessions tagged with this persona (supports prefix matching) tags: Filter to sessions with any of these tags skills: Filter to sessions that used any of these skills project: Filter to sessions in this project limit: Max results (default 10) include_external: If True, include sessions flagged as external_tool_session. Default False. Can also be enabled globally via LORECONVO_EXTERNAL_TOOL_EXCLUSION=0. semantic: If True, use LanceDB hybrid (vector + BM25) search instead of FTS5. Pro tier only. Falls back to FTS5 if index not built yet; run rebuild_index to build it after first Pro activation. include_expired: If True, include sessions whose expires_at is in the past. Default False (expired sessions are hidden from search).

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
tagsNo
limitNo
queryYes
skillsNo
personaNo
projectNo
semanticNo
include_expiredNo
include_externalNo

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault
resultYes
Behavior5/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

With no annotations, the description fully discloses important behaviors: default exclusion of expired and external sessions, fallback mechanism for semantic search, and global env variable for external tool inclusion. No contradictions.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness4/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Well-structured with a brief intro, usage guidance, and parameter list. Though slightly lengthy, every sentence adds value. Could trim redundant phrasing (e.g., 'Use to find...' repeated).

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness5/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

Given the output schema exists (no need to explain returns), all 9 parameters are explained, behavioral nuances are covered, and sibling context is provided. No gaps identified.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters5/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema coverage is 0%, but the description explains each parameter (query, persona, tags, skills, project, limit, include_external, semantic, include_expired) with details like prefix matching, default values, and conditions (e.g., 'Pro tier only').

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description clearly states 'Search session memory by keyword, with optional filters,' with a specific verb and resource. It distinguishes itself from sibling tools like 'get_session' or 'get_recent_sessions' by focusing on keyword search with filters.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines4/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

Provides explicit use cases ('when a topic was discussed, a decision was made, or a specific skill/project was involved') but does not explicitly contrast with sibling tools like 'get_related_sessions' or 'inspect_sessions'.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

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