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tac0de

knowledge-to-action-mcp

by tac0de

context.retrieve

Read-only

Retrieve relevant Obsidian notes by combining lexical search, graph traversal, and optional embedding-based reranking for improved context extraction.

Instructions

Retrieve notes using lexical, graph, and optional embedding-based reranking.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
queryYes
pathNo
maxResultsNo
maxTotalBytesNo
useEmbeddingsNo

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault
queryYes
sourcePathNo
retrievalModeYes
resultsYes
totalYes
Behavior3/5

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

Annotations already declare readOnlyHint=true, so the description's indication of retrieval is consistent. It adds the method (lexical, graph, embedding) but does not disclose any additional behavioral traits like rate limits or side effects.

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?

One concise sentence that is well front-loaded. While brief, it efficiently communicates the core purpose without fluff.

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?

Given the tool has 5 parameters and an output schema, the description is too brief. It does not explain the different retrieval modes, usage context, or what the output contains, leaving significant gaps.

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?

The description mentions 'lexical, graph, and optional embedding-based reranking', which suggests the 'query' parameter is used, but it does not elaborate on any of the five parameters. With 0% schema coverage, the description fails to compensate.

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

Purpose4/5

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

The description clearly states the tool retrieves notes using lexical, graph, and optional embedding-based reranking. The verb 'retrieve' and resource 'notes' are specific, but it doesn't explicitly distinguish from sibling tools like 'vault.search_notes' or 'context.gather'.

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

Usage Guidelines2/5

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

No guidance on when to use this tool versus alternatives like 'context.gather' or 'vault.search_notes'. The description lacks explicit when/when-not conditions.

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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