Look a row up by an exact key
dataset_rowThe rows of the Threewayly dataset where a column equals a value exactly (case-insensitive).
Input Schema
| Name | Required | Description | Default |
|---|---|---|---|
| value | Yes | ||
| column | Yes |
dataset_rowThe rows of the Threewayly dataset where a column equals a value exactly (case-insensitive).
| Name | Required | Description | Default |
|---|---|---|---|
| value | Yes | ||
| column | Yes |
Changes observed during successful MCP inspections. Dates show when Glama detected each change.
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
The description discloses matching behavior (exact, case-insensitive equality) and implies a read-only lookup, but it does not mention result cardinality, ordering, error behavior, or handling of missing columns or values.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
One sentence, directly to the point, with no redundant wording.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
For a simple two-parameter lookup, the description gives the core semantics, but it lacks return-shape or edge-case details. The absence of an output schema makes this acceptable but not fully comprehensive.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
The description only indirectly defines the parameters: 'column' is the field to match and 'value' is the exact comparison value. There are no per-parameter descriptions, types, or constraints beyond the schema's minLength.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
The description clearly states the tool returns rows where a specified column matches a value exactly, case-insensitively, and the title reinforces 'exact key'. It is distinguishable from a generic search, though it does not explicitly compare itself to sibling tools.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
No explicit guidance is given for when to choose this tool over sibling tools such as dataset_search. The exact-match language is a hint, but it does not state use cases or alternatives.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
Add one secure layer between your agents and this server.
The tools are largely distinct: columns/stats/top/provenance clearly target schema, aggregates, ordering, and metadata. Row/search/compare all return matching rows but differ in exact-match, substring search, and ordered value-list comparison; descriptions are clear enough to avoid misselection.
All tools share the dataset_ prefix and use snake_case, making the family obvious and predictable. However, some names are nouns (columns, row, stats, provenance) while others are verbs (compare, search, top), a minor inconsistency.
Seven tools for a single dataset is well-scoped: schema, provenance, exact lookup, search, comparison, stats, and top each earn their place without redundancy.
The surface covers the main ways to interrogate the dataset—schema, provenance, exact/contains match, value comparison, numerical summaries, and extremes. It lacks a general multi-column filter or arbitrary sorting, but these are not obvious dead ends for the stated purpose.