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Nanda-Kiran

Yunaki Memory MCP

by Nanda-Kiran

Search memory

memory_search

Retrieve relevant memories from a git repository, ranked by keyword match and confidence. Empty query returns highest-confidence memories.

Instructions

Retrieve relevant memories for the current git repo, ranked by keyword match blended with confidence. Empty query returns the highest-confidence memories.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
tagsNo
typeNo
limitNo
queryYesWhat to look for. Pass an empty string for top memories.
repoPathNo
Behavior3/5

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

No annotations provided, so description carries full burden. Mentions ranking and empty query behavior, but lacks details on side effects, auth, or performance.

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?

Two sentences, front-loaded with action, no wasted words.

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

Completeness2/5

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

Incomplete for a tool with 5 parameters and no output schema; lacks explanation of filters, limit, and repoPath usage.

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

Parameters2/5

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

Only 20% schema coverage; description clarifies query parameter behavior but does not add meaning for tags, type, limit, or repoPath.

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?

Clear verb 'retrieve' and specific resource 'memories for the current git repo'. Distinguishes from siblings by search behavior and ranking details.

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?

Implied usage for retrieving memories, but no explicit statement of when to use versus siblings like memory_ingest or memory_write.

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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