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Retrieve relevant memories using hybrid BM25+vector+graph search. Returns a compact index of IDs and snippets, with optional reranking and project scoping.

Instructions

Hybrid search over memory; returns a compact id+snippet index. Reranks by default (set CAIRN_RERANK=0 to disable, or pass rerank=false). Recall prefers your current project's memories (boosted, non-lossy): pass project (a repo name) to target another project, else the server's working directory is used. scope="project" hard-limits results to that project.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
queryYes
kNo
rerankNo
projectNo
scopeNoall
Behavior4/5

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

With no annotations, the description carries the burden. It discloses reranking, project scoping defaults, and the environment variable. It does not mention auth or rate limits, but it's a non-destructive search.

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?

The description is a single paragraph with three sentences, front-loaded with the core action. It is efficient and contains no fluff, though it could be slightly more structured.

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

Completeness3/5

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

Without output schema or annotations, the description covers key behavioral aspects but leaves some details vague (e.g., exact return format, meaning of 'compact index'). Adequate but not thorough.

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

Parameters4/5

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

Despite 0% schema coverage, the description explains 'rerank', 'project', and 'scope' parameters, adding meaning beyond the schema. 'query' and 'k' are not explained but are straightforward.

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 it performs 'Hybrid search over memory' and returns a 'compact id+snippet index', which distinguishes it from sibling tools like 'recall' or 'recent'.

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 guidance on reranking behavior and project scoping, including how to target another project or hard-limit scope. However, it lacks explicit comparison to alternatives or when-not-to-use.

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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