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Ergora Specialists

by io.github.ergoracloud
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Ergora Business Strategy Specialist

ergora_business_strategy
Read-onlyIdempotent

Ask the Ergora Business Strategy specialist (competitive strategy, OKRs, planning, positioning). Returns summarised, cited insights from a curated knowledge base of practitioners, books and research.

Input Schema

NameRequiredDescriptionDefault
emailNoOptional. The user's email. Unlocks the free tier (30 queries a day instead of 5 anonymous). Ask the user once, then pass it on every call.
queryYesThe question or topic to research (natural language).
top_kNoHow many insights to return (1-10).
subscribeNoOptional. Set true only if the user explicitly asks for Ergora updates by email. Sends one confirmation link to that address.

Schema Changelog

Changes observed during successful MCP inspections.

  1. Changed1 schema field changed
    • addedInput schema / properties / subscribe
      Added value: +{
+  "description": "Optional. Set true only if the user explicitly asks for Ergora updates by email. Sends one confirmation link to that address.",
+  "type": "boolean"
+}
  2. Changed1 schema field changed
    • changedInput schema / properties / email / description
      Previous value: -"Optional. The user's email — unlocks the free tier (30 queries/day vs 5/day anonymous). Ask the user once, then pass it on every call."New value: +"Optional. The user's email. Unlocks the free tier (30 queries a day instead of 5 anonymous). Ask the user once, then pass it on every call."
  3. First observed

TDQS

B3.2/5.0
Behavior3/5

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

Annotations already declare readOnlyHint, idempotentHint, non-destructive and openWorld, so the safety profile is fully covered. The description adds that output is summarised and cited from a curated knowledge base, which is genuinely useful, but says nothing about rate limits or the free-tier gating that the schema mentions.

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?

Two tight sentences, front-loaded with the action and scope, with no filler. The parenthetical topic list earns its place as scope signal rather than padding.

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?

With no output schema, the description correctly states the return shape (summarised, cited insights), and the schema fully covers parameters and tiering. However, in a 19-sibling specialist family it omits any routing guidance, which is the main missing piece for an agent to call the right tool.

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 all four parameters (query, email, top_k, subscribe) are already documented with usage context in the schema itself. The description adds no parameter-level detail beyond naming the domain, 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 clear verb ('Ask') and resource (the Business Strategy specialist) plus an explicit scope list (competitive strategy, OKRs, planning, positioning) that maps to its domain sibling. It separates itself from non-strategy specialists like ergora_finance or ergora_legal, though it does not clarify the boundary with overlapping siblings such as ergora_leadership or ergora_entrepreneurship.

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 explicit when-to-use guidance and no routing against the 19 sibling specialists; the closest is the implicit 'ask the specialist' framing. An agent facing a strategy-adjacent question (leadership vs. entrepreneurship vs. business strategy) gets no help choosing, and the free-tier/email behavior lives only in the schema.

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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