/**
 * PatternRecognition Tool - 85%+ Token Reduction
 */
import type { CacheEngine } from '../../core/cache-engine.js';
import type { TokenCounter } from '../../core/token-counter.js';
import type { MetricsCollector } from '../../core/metrics.js';
export interface PatternRecognitionOptions {
    operation: 'detect-patterns' | 'cluster-events' | 'find-correlations' | 'mine-sequences' | 'identify-trends' | 'compare-patterns' | 'visualize' | 'export';
    query?: string;
    data?: any;
    useCache?: boolean;
}
export interface PatternRecognitionResult {
    success: boolean;
    operation: string;
    data: Record<string, any>;
    metadata: {
        tokensUsed: number;
        tokensSaved: number;
        cacheHit: boolean;
        processingTime: number;
        confidence: number;
    };
}
export declare class PatternRecognition {
    private cache;
    private tokenCounter;
    private metricsCollector;
    constructor(cache: CacheEngine, tokenCounter: TokenCounter, metricsCollector: MetricsCollector);
    run(options: PatternRecognitionOptions): Promise<PatternRecognitionResult>;
}
export declare const PATTERNRECOGNITIONTOOL: {
    readonly name: "pattern-recognition";
    readonly description: "Pattern detection and analysis in logs, metrics, and events";
    readonly inputSchema: {
        readonly type: "object";
        readonly properties: {
            readonly operation: {
                readonly type: "string";
                readonly enum: readonly ["detect-patterns", "cluster-events", "find-correlations", "mine-sequences", "identify-trends", "compare-patterns", "visualize", "export"];
                readonly description: "Operation to perform";
            };
            readonly query: {
                readonly type: "string";
                readonly description: "Query or input data";
            };
            readonly data: {
                readonly type: "object";
                readonly description: "Additional data";
            };
            readonly useCache: {
                readonly type: "boolean";
                readonly default: true;
                readonly description: "Enable caching";
            };
        };
        readonly required: readonly ["operation"];
    };
};
export declare function runPatternRecognition(options: PatternRecognitionOptions): Promise<PatternRecognitionResult>;
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