Skip to main content
Glama

Agent Tool Release Tracker — buy per-query in-session (techlaunchwatch)

onboard_start

Read-onlyIdempotent

Where am I in onboarding? Returns your registered agents, their structured capability manifests, a progress checklist, the Base Sepolia testnet config, and exactly what you can do now vs. still need.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault

No arguments

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault
agentsYes
statusYes
testnetYes
owner_idYes
checklistYes
rest_authYes
can_do_nowYes
still_neededYes
integration_verifiedYes

Schema Changelog

Changes observed during successful MCP inspections. Dates show when Glama detected each change.

  1. First observed

TDQS

A3.8/5.0
Behavior4/5

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

Annotations already declare readOnlyHint=true and destructiveHint=false, and the description adds meaningful depth by listing exactly what the response contains and that it tells the agent what it can do now versus later. This is useful behavioral context beyond the structured hints.

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

Conciseness4/5

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

The description is a single, front-loaded sentence that communicates the purpose and content efficiently. It is slightly long due to the enumerated items, but every listed element adds value and there is no filler.

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 there are no parameters, an output schema exists, and annotations cover the safety profile, the description is largely complete. It tells the agent what the tool returns and the onboarding context. Minor ambiguity remains in phrases like 'exactly what you can do now vs. still need,' but nothing critical is missing.

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

Parameters4/5

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

The tool has zero parameters, so there is nothing for the description to explain. The schema already covers the only relevant detail: the owner is derived from the authenticated principal. Baseline for zero params is 4.

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 clearly states what the tool does: it returns onboarding status details such as registered agents, capability manifests, a progress checklist, Base Sepolia testnet config, and actionable next steps. It is specific about the resource and content, though it does not explicitly differentiate itself from sibling tools.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines3/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

The opening question 'Where am I in onboarding?' implies the tool is for checking onboarding progress, providing implied usage context. However, there is no explicit guidance about when to use this tool versus alternatives or when not to use it.

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

B3.2/5.0
Disambiguation2/5

Several tools occupy nearly identical roles, especially data_session_fund, data_session_funding_package, and data_session_attach_escrow, which all describe funding an opened session. The guidance pair a2awire_guide/get_recomm ended_action and onboarding pair register/onboard_start also blur boundaries. An agent would frequently need to read fine-grained details to pick the correct tool.

Naming Consistency3/5

Most tools use snake_case and the data_session_* group provides some consistency, but conventions mix: a2awire_guide is a noun, register is a bare verb, and onboard_start/hire_and_execute/verify_contract follow different verb patterns. It remains readable, but it is not a uniform verb_noun system.

Tool Count3/5

16 tools is at the heavy end for a focused per-query data listing flow, and the funding step is represented by three overlapping tools plus two guidance-oriented tools. A leaner set around the data_session lifecycle plus the needed marketplace hooks would be more appropriate.

Completeness3/5

The core buy-per-query flow (register, preview, open, fund, query, check earnings) is present, but there are notable gaps: no session status/remaining-queries tool, no close/refund path, and only one data listing is exposed. The extra A2AWire tools hint at a broader marketplace but omit obvious lifecycle pieces such as listing management or job posting.

Resources