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AgentBroker Index

Recent launches and changes in AI-agent access

list_changes
Read-onlyIdempotent

Dated changelog of launches and changes (new MCP servers, connectors, permission changes), each with its source URL. Filter by date or provider.

Input Schema

NameRequiredDescriptionDefault
langNoen
limitNo
sinceNoYYYY-MM-DD; only entries on or after this date.
providerNoProvider id or name.

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

A3.5/5.0
Behavior3/5

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

Annotations already establish readOnlyHint=true, idempotentHint=true, and openWorldHint=false, so the safety profile is covered. The description adds that entries are dated and each carries a source URL, which is genuinely useful return-content context absent from any output schema, but it omits ordering (newest-first?), whether the default limit of 15 truncates silently, and whether pagination exists.

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?

Two tight sentences, zero filler, with the core resource identity and payload front-loaded before the filtering note. Nothing in it is redundant.

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?

For a simple read-only list tool with no required parameters and strong annotation coverage, the description is close to sufficient, and the lack of an output schema is partly offset by the source-URL note. It still leaves ordering, default-limit behavior, and the role of the 'lang' parameter unexplained, which matters for correct invocation.

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 exactly 50% — 'since' (YYYY-MM-DD) and 'provider' are documented inline, while 'lang' and 'limit' rely on enum/default/min-max alone. The description's 'Filter by date or provider' maps to the two documented parameters but adds no format or semantics beyond what the schema already says, and says nothing about 'lang'.

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 gives a concrete verb+resource combination — a dated changelog of launches and changes — and enumerates the content types (new MCP servers, connectors, permission changes) plus the source URL payload. It is clearly a different resource from the sibling provider tools (compare_providers, get_provider, search_providers), though it never names them explicitly to reinforce the distinction.

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?

'Filter by date or provider' implies the intended usage pattern, but there is no explicit when-to-use guidance, no exclusions, and no routing to alternatives. An agent can infer this is the changelog-retrieval tool, but must guess whether e.g. search_providers should be used when looking for a specific provider's entry.

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

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