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bitrix24_forecast_performance

Generate performance forecasts and predictive analytics for sales pipelines, user performance, revenue predictions, and goal achievement tracking within Bitrix24 CRM.

Instructions

Generate performance forecasts and predictive analytics

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
forecastTypeYesType of forecast to generate
userIdNoUser ID to forecast (optional - if not provided, forecasts for all users)
historicalPeriodNoHistorical period to use for forecasting6_months
forecastPeriodNoPeriod to forecast into the future1_month
includePipelineAnalysisNoInclude pipeline forecasting
includeRiskAssessmentNoInclude risk assessment
includeGoalTrackingNoInclude goal achievement tracking
Behavior2/5

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

With no annotations provided, the description carries the full burden of behavioral disclosure. It states the tool 'generates' forecasts, implying a read-only operation that produces data, but doesn't cover critical aspects like whether it requires specific permissions, has rate limits, returns structured data or reports, or involves computational processing time. This leaves significant gaps for a tool with 7 parameters.

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?

The description is a single, efficient sentence ('Generate performance forecasts and predictive analytics') that front-loads the core purpose without unnecessary words. It's appropriately sized for the tool's complexity, with every word earning its place.

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?

Given the tool's complexity (7 parameters, no output schema, and no annotations), the description is incomplete. It doesn't explain what the output looks like (e.g., a report, data table, or visualization), how forecasts are generated (e.g., based on historical data), or behavioral traits like permissions or processing requirements. This makes it inadequate for guiding an agent effectively.

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, with clear parameter names and enum values (e.g., forecastType options like 'pipeline_forecast'). The description adds no additional parameter semantics beyond what's in the schema, such as explaining how parameters interact or providing examples. This meets the baseline score of 3 since the schema does the heavy lifting.

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 'Generate performance forecasts and predictive analytics' clearly states the verb ('generate') and resource ('performance forecasts and predictive analytics'), making the purpose understandable. However, it doesn't explicitly differentiate this forecasting tool from sibling tools like 'bitrix24_analyze_account_performance' or 'bitrix24_generate_sales_report', which might also involve performance analysis.

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?

The description provides no guidance on when to use this tool versus alternatives. It doesn't mention prerequisites, context (e.g., for planning or reporting), or compare it to siblings like 'bitrix24_get_user_performance_summary' or 'bitrix24_analyze_account_performance', leaving the agent to infer usage based on the tool name alone.

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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