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akb_sql

Execute SQL queries on vault tables. Use table names directly; prefix with vault name for cross-vault access.

Instructions

Execute SQL on vault tables. Tables are real PostgreSQL tables. Use table names directly (e.g. 'pipeline', 'partners') — they are auto-resolved to the vault's tables. For cross-vault queries, list all vaults in the vaults parameter. Prefix table names with vault name for cross-vault: sales__pipeline, external_projects__partners. SELECT requires reader role. INSERT/UPDATE/DELETE requires writer role.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
sqlYesSQL query to execute
vaultsNoVault names whose tables are referenced (default: single vault)
vaultNoSingle vault shorthand (instead of vaults array)
Behavior4/5

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

No annotations provided, so description carries full burden. Discloses authorization roles, table name auto-resolution, and cross-vault syntax. Could mention return format or limitations.

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?

Four sentences, no fluff. Front-loads primary action, then details in logical order.

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 usage, parameters, roles, and cross-vault. Missing return value description, but no output schema exists to compensate.

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 100% with descriptions for all parameters. Description adds significant value by explaining table auto-resolution, naming conventions, and role requirements.

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 'Execute SQL on vault tables' with a specific verb and resource. Distinguished from siblings like akb_search and akb_browse by its SQL execution focus.

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 context for when to use (SQL execution) and role requirements (reader/writer). Does not explicitly list when not to use or alternatives, but context is clear.

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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