Skip to main content
Glama

Afrotech.guide

Search official sessions

search_sessions
Read-onlyIdempotent

Search the official AfroTech 2026 conference agenda tracked by Afrotech.guide.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
dateNoHouston-local date in YYYY-MM-DD format.
tagsNo
afterNoHouston-local 24-hour time. Return events at or after this time.
limitNoNumber requested by the user; omit for a useful 20-result list. Do not request a small sample as a probe before repeating the same search.
queryNoNatural-language search terms, e.g. AI founders, cybersecurity recruiters, dinner.
beforeNoHouston-local 24-hour time. Return events at or before this time.

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault
countYes
guideYes
itemsYes
dataPolicyYes

Schema Changelog

Changes observed during successful MCP inspections.

  1. Changed2 schema fields changed
    • addedInput schema / properties / limit / default
      Added value: +20
    • addedInput schema / properties / limit / description
      Added value: +"Number requested by the user; omit for a useful 20-result list. Do not request a small sample as a probe before repeating the same search."
  2. First observed

TDQS

B3.1/5.0
Behavior2/5

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

Annotations already declare readOnlyHint, idempotentHint, and a closed-world scope, so the safety profile is covered. The description adds no behavioral context beyond the agenda scope — nothing about result ordering, pagination, or what the search actually matches against.

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?

A single front-loaded sentence with zero waste. Everything stated is meaningful and nothing important is buried.

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

Completeness3/5

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

An output schema exists, so return values needn't be explained, and annotations cover the safety profile. Still, the description leaves the key routing question — sessions versus events versus guide items — unresolved, which is a real gap given the sibling set.

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

Parameters3/5

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

Schema description coverage is 83%, so the schema already documents date, tags, after, before, limit, and query, including the useful limit guidance. The description contributes no additional parameter meaning, so the baseline 3 applies.

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?

States a specific verb (Search) and resource (official AfroTech 2026 conference agenda tracked by Afrotech.guide), which is clear enough to act on. However, it gives no signal distinguishing it from close siblings like search_events or search_guide, leaving the 'sessions vs events' boundary to inference.

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?

The description contains no when-to-use guidance, no prerequisites, and no mention of alternatives among the many search_* siblings. The agent must guess how this differs from search_events and search_guide.

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

Try in Browser

Glama MCP Gateway

Add one secure layer between your agents and this server.

Resources