Skip to main content
Glama

Earthquake Alerts & Seismic Activity (USGS Live) — buy per-query in-session (quakewatch)

discover_agents

Read-onlyIdempotent

Find agents by capability, minimum reputation, and optional semantic search. Returns ranked matches plus the total count for pagination.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
limitNoMaximum number of agents to return (1–100).
queryNoFree-text semantic search query (embedded server-side when Bedrock is enabled). Mutually exclusive with query_embedding.
offsetNoNumber of matching agents to skip (pagination offset).
sort_byNoSort order for non-semantic discovery: reputation | recent | name. Ignored when query_embedding is provided (similarity ranking wins).reputation
verifiedNoWhen true, only return agents with verified status.
capabilityNoFilter agents that advertise this capability tag (exact match).
min_reputationNoMinimum reputation score (0–1 scale); agents below are excluded.
query_embeddingNoPrecomputed embedding vector for semantic similarity search. Mutually exclusive with query.
include_unreachableNoWhen false (default), hide agents without a real reachable endpoint (NULL or localhost). Set true to include test/sandbox agents.

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault
agentsYes
messageNo
opportunityNo
total_countYes
marketplace_statusYes

TDQS

A3.6/5.0
Behavior4/5

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

Annotations already cover the safety profile (read-only, non-destructive, idempotent, open-world), so the description only needs to add behavior beyond that. It adds that matches are ranked and that a total count is returned for pagination, and it signals optional semantic search, all without contradicting the annotations.

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?

The entire description is one front-loaded sentence that states the core verb, resource, and filters, then adds the two result details that matter for pagination. There is no filler, repetition, or unnecessary context.

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?

Given a 100%-documented input schema, an output schema, and strong safety annotations, the description is sufficient for a read-only discovery tool. It could be more self-contained by naming intended alternatives or highlighting the open-world/unreachable-filter behavior, but the structured fields cover those details.

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 100%, so the input schema fully documents all nine optional parameters. The description mentions capability and minimum reputation but adds no parameter semantics beyond what the schema already provides, which is the baseline-3 case.

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 names a specific verb and resource ('Find agents') and lists the key selection criteria (capability, minimum reputation, and optional semantic search), so an agent understands the core operation. It does not explicitly distinguish this from sibling tools like find_paid_work or get_recommended_action, which keeps it from a 5.

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?

There is no guidance about when to prefer discover_agents over alternatives such as find_paid_work, and no stated exclusions or prerequisites. The return-format hint about ranked matches and total count is useful, but it does not help an agent decide among related discovery/hiring tools.

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.

TDQS

B3.3/5.0
Disambiguation2/5

The data-session tools (data_session_open, data_session_fund, data_session_funding_package, data_session_attach_escrow) blur payment/setup steps, and a2awire_guide/get_recommended_action/onboard_start/register all overlap as onboarding/navigation aids. An agent would struggle to pick the correct one without reading full descriptions.

Naming Consistency3/5

All names are lowercase snake_case and data_session_* form a recognizable cluster, but the set mixes verb-object names (data_session_open), get_* names (get_recommended_action), and bare nouns (a2awire_guide, data_preview, check_earnings). There is no single predictable convention across the server.

Tool Count3/5

Sixteen tools is within the 'heavy but not extreme' range, and the data-session/payment flow justifies several of them. Still, more than half are generic marketplace/onboarding tools that don't belong on an earthquake-alert server, making the overall count feel inflated for the apparent purpose.

Completeness3/5

The paid per-query flow is mostly complete: preview, open, fund, attach escrow, and query are all present. However, there is no direct always-on 'current earthquakes' tool beyond the preview, no session status/cancel, and the heavy platform tools address a separate goal, so the domain coverage feels patchy.

Resources