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CryptoJym

OSS 120B Autonomous Project Manager MCP

by CryptoJym

detect_patterns

Analyze project management activities to identify patterns and receive optimization suggestions for improved efficiency.

Instructions

Detect patterns in project management activities and suggest optimizations

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
days_backNoNumber of days to analyze (default: 7)
min_confidenceNoMinimum confidence threshold (0-1)
Behavior2/5

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

No annotations are provided, so the description carries full burden. It does not disclose whether the tool modifies data (read-only vs. destructive), requires specific permissions, or has side effects. The phrase 'suggest optimizations' is too vague to establish behavioral expectations.

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, concise sentence that is front-loaded with the primary action. However, it is too brief and omits important details, making it marginally less effective.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness2/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

The tool has no output schema and no annotations, yet the description does not explain return values, behavior in edge cases, or how it relates to sibling tools like 'analyze_project' and 'query_pm'. It is incomplete for confident selection.

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?

The input schema has 100% description coverage for both parameters ('days_back' and 'min_confidence'), so the schema already provides meaning. The description does not add additional context beyond what the schema offers.

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 uses a specific verb 'Detect' and identifies the resource as 'patterns in project management activities' and mentions 'suggest optimizations'. It clearly states the tool's function, but does not differentiate it from sibling tools like 'analyze_project' which may overlap.

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?

No guidance is provided on when to use this tool versus alternatives. There is no mention of prerequisites, context, or when not to use it, leaving the agent without decision support.

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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