run_competitive_landscape
Build a competitive intelligence report. [Pro]
Input Schema
| Name | Required | Description | Default |
|---|---|---|---|
| input | Yes | Your problem, decision, project, or question to analyze with this framework. |
Build a competitive intelligence report. [Pro]
| Name | Required | Description | Default |
|---|---|---|---|
| input | Yes | Your problem, decision, project, or question to analyze with this framework. |
Changes observed during successful MCP inspections.
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
With no annotations, the description carries the full behavioral burden, and it discloses almost nothing: no output shape, no depth, no indication of what the 'report' contains. The '[Pro]' tag hints at a tier/access restriction, which is the only behavioral signal present.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
Two short fragments, front-loaded with the core action; nothing is padded. The brevity borders on under-specification rather than being genuinely efficient, but there is no wasted prose.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
For a tool with no annotations and no output schema, the description should compensate by explaining what the report is and when to invoke it. It does not, leaving the agent without the context needed to prefer this over sibling frameworks.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
There is a single parameter with 100% schema description coverage, so the schema already explains that 'input' is the problem/decision to analyze. The description adds no syntax, formatting, or example beyond that baseline.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
The description names a verb and deliverable ('Build a competitive intelligence report'), so the general purpose is legible. However, among siblings like run_five_forces, run_swot, and run_value_chain, which are also competitive/market analysis frameworks, it offers no differentiation of scope or angle.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
There is no indication of when to choose this framework over the many sibling analysis tools, nor any prerequisites or exclusions. The agent is left to guess purely from the name.
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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