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vault_search

Search vault files ranked by keyword relevance, graph centrality, and usage frequency using reciprocal rank fusion. Results adapt to user behavior through Hebbian learning.

Instructions

Search the vault with hybrid ranking. Results are ranked by keyword relevance, graph centrality, and usage frequency merged via Reciprocal Rank Fusion. Each returned result strengthens that file's future ranking (Hebbian learning).

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
limitNo
queryYes
include_contentNo

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault
resultYes
Behavior5/5

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

Discloses hybrid ranking components (keyword, graph, usage), RRF merging, and Hebbian learning, adding value beyond annotations.

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

Conciseness5/5

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

Three succinct sentences with no fluff; each sentence adds meaningful information.

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

Completeness4/5

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

Covers main behavior and side effects well; lacks parameter details but output schema exists. Minor gap.

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

Parameters1/5

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

No description of parameters despite 0% schema coverage; query, limit, include_content are unexplained.

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?

Clearly states it searches the vault with hybrid ranking, distinguishes from siblings like vault_hot or vault_neighbors.

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

Usage Guidelines3/5

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

Implies usage for hybrid search but provides no explicit guidance on when to use vs siblings or prerequisites.

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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