Skip to main content
Glama
papasega

African Speech Corpora MCP

by papasega

search_segments

Read-onlyIdempotent

Search African speech corpora for audio segments matching a query, with optional split and limit filters.

Instructions

Search a schema-verified variant. Config overrides cannot cross language boundaries; temporary audio URLs are explicitly marked ephemeral.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
limitNo
queryYes
splitNoDeclared split.
configNoCompatibility parameter; must equal the variant config.
corpusYesVariant key.

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault
queryYes
returnedYes
segmentsYes
warningsNo
provenanceYes
total_matchesNo
filter_availableYes
Behavior3/5

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

Annotations already declare readOnly/idempotent/destructive status. The description adds specific behavioral constraints (config cannot cross language boundaries, ephemeral audio URLs) that go beyond the annotations, providing some useful context, though limited in scope.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness3/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The description is concise (two sentences) but not front-loaded with a clear purpose. The first sentence is vague, and the second adds peripheral constraints without enriching the core definition.

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?

For a search tool with 5 parameters and an output schema, the description lacks essential context about search semantics, parameter combinations, and result interpretation. It does not suffice to guide correct usage without additional documentation.

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?

Schema description coverage is 60%, and the description does not clarify the remaining parameters. The mention of config overrides hints at the config parameter but does not map parameters to their roles, leaving agents to infer meaning from names and schema defaults.

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

Purpose3/5

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

The description states the verb 'Search' and a resource ('a schema-verified variant'), but 'variant' is ambiguous and not tied to the tool's name 'segments'. It does not clearly explain what is searched or what results look like, offering only a weak distinction from siblings.

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 is given on when to use this tool versus alternatives like filter_segments or compare_corpora. The notes about config overrides and audio URLs are operational constraints, not usage direction.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

Install Server

Other Tools

Latest Blog Posts

MCP directory API

We provide all the information about MCP servers via our MCP API.

curl -X GET 'https://glama.ai/api/mcp/v1/servers/papasega/african-speech-mcp'

If you have feedback or need assistance with the MCP directory API, please join our Discord server