Skip to main content
Glama
hanjiang-215

Cognitive Exoskeleton MCP Server

by hanjiang-215

spark_serendipity

Combine two knowledge domains to spark creative inspiration and reveal unexpected cross-domain connections.

Instructions

Deliberately spark creative inspiration by colliding concepts from two different knowledge domains. Like a digital serendipity engine — find unexpected connections that neither domain has explored alone.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
domain_aYesFirst knowledge domain (e.g., 'distributed-systems')
domain_bYesSecond knowledge domain (e.g., 'biology')
Behavior3/5

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

No annotations are provided, so the description carries the full burden. It explains the mechanism ('colliding concepts') and outcome ('unexpected connections'), but does not disclose side effects, prerequisites, randomness, or return format. This is adequate for a creative two-parameter tool but leaves many behavioral details implicit.

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 sentences, front-loaded with the primary verb and resource, followed by a clarifying metaphor. Every word contributes to conveying purpose and method; no filler or redundancy.

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 only two simple string parameters and no output schema/annotations, the description covers the high-level purpose and outcome ('find unexpected connections'). It lacks specifics about the output structure and differentiation from related tools, but is not grossly incomplete for a lightweight creative tool.

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?

Schema coverage is 100% with basic descriptions, but the tool description adds semantics: the domains must be 'different' and concepts are 'collided' to produce novel connections. This extra guidance is not present in the schema, raising the value above baseline.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description states a specific action ('deliberately spark creative inspiration') with a clear method ('colliding concepts from two different knowledge domains') and expected result ('find unexpected connections'). This distinguishes it from sibling tools like discover_connections by emphasizing cross-domain collision for creative novelty.

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 phrase 'Deliberately spark creative inspiration' implies a use case—use when you want cross-domain creative connections. However, it never explicitly contrasts with alternatives such as discover_connections or detect_blindspots, leaving the agent to infer when this tool is preferred.

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

Install Server

Other Tools

Latest Blog Posts

MCP directory API

We provide all the information about MCP servers via our MCP API.

curl -X GET 'https://glama.ai/api/mcp/v1/servers/hanjiang-215/cognitive-exoskeleton-mcp'

If you have feedback or need assistance with the MCP directory API, please join our Discord server