reasonkit-core 0.1.8

The Reasoning Engine — Auditable Reasoning for Production AI | Rust-Native | Turn Prompts into Protocols
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
602
603
604
605
606
607
608
609
610
611
612
613
614
615
616
617
618
619
620
621
622
623
624
625
626
627
628
629
630
631
632
633
634
635
636
637
638
639
640
641
642
643
644
645
646
647
648
649
650
651
652
653
654
655
656
657
658
659
660
661
662
663
664
665
666
667
668
669
670
671
672
673
674
675
676
677
678
679
680
681
682
683
684
685
686
687
688
689
690
691
692
693
694
695
696
697
698
699
700
701
702
703
704
705
706
707
708
709
710
711
712
713
714
715
716
717
718
719
720
721
722
723
724
725
726
727
728
729
730
731
732
733
734
735
736
737
738
739
740
741
742
743
744
745
746
747
748
749
750
751
752
753
754
755
756
757
758
759
760
761
762
763
764
765
766
767
768
769
770
771
772
773
774
775
776
777
778
779
780
781
782
783
784
785
786
787
788
789
790
791
792
793
794
795
796
797
798
799
800
801
802
803
804
805
806
807
808
809
810
811
812
813
814
815
816
817
818
819
820
821
822
823
824
825
826
827
828
829
830
831
832
833
834
835
836
837
838
839
840
841
842
843
844
845
846
847
848
849
850
851
852
853
854
855
856
857
858
859
860
861
862
863
864
865
866
867
868
869
870
871
872
873
874
875
876
877
878
879
880
881
882
883
884
885
886
887
888
889
890
891
892
893
894
895
896
897
898
899
900
901
902
903
904
905
906
907
908
909
910
911
912
913
914
915
916
917
918
919
920
921
922
923
924
925
926
927
928
929
930
931
932
933
934
935
936
937
938
939
940
941
942
943
944
945
946
947
948
949
950
951
952
953
954
955
956
957
958
959
960
961
962
963
964
965
966
967
968
969
970
971
972
973
974
975
976
977
978
979
980
981
982
983
984
985
986
987
988
989
990
991
992
993
994
995
996
997
998
999
1000
1001
1002
1003
1004
1005
1006
1007
1008
1009
1010
1011
1012
1013
1014
1015
1016
1017
1018
1019
1020
1021
1022
1023
1024
1025
1026
1027
1028
1029
1030
1031
1032
1033
1034
1035
1036
1037
1038
1039
1040
1041
1042
1043
1044
1045
1046
1047
1048
1049
1050
1051
1052
1053
1054
1055
1056
1057
1058
1059
1060
1061
1062
1063
1064
1065
1066
1067
1068
1069
1070
1071
1072
1073
1074
1075
1076
1077
1078
1079
1080
1081
1082
1083
1084
1085
1086
1087
1088
1089
1090
1091
1092
1093
1094
1095
1096
1097
1098
1099
1100
1101
1102
1103
1104
1105
1106
1107
1108
1109
1110
1111
1112
1113
1114
1115
1116
1117
1118
1119
1120
1121
1122
1123
1124
1125
1126
1127
1128
1129
1130
//! # Backend Platform Validator
//!
//! Specialized validator implementing "Agent-as-a-Verifier" paradigm for backend protocols
//! with API validation, security testing, and performance analysis.

use super::BasePlatformValidator;
use super::*;

/// Backend-specific validator implementing comprehensive backend protocol validation
pub struct BackendValidator {
    base: BasePlatformValidator,
    #[allow(dead_code)]
    api_validator: ApiValidator,
    #[allow(dead_code)]
    security_checker: SecurityChecker,
    #[allow(dead_code)]
    performance_analyzer: PerformanceAnalyzer,
    #[allow(dead_code)]
    scalability_tester: ScalabilityTester,
}

impl Default for BackendValidator {
    fn default() -> Self {
        Self::new()
    }
}

impl BackendValidator {
    pub fn new() -> Self {
        Self {
            base: BasePlatformValidator::new(Platform::Backend),
            api_validator: ApiValidator::new(),
            security_checker: SecurityChecker::new(),
            performance_analyzer: PerformanceAnalyzer::new(),
            scalability_tester: ScalabilityTester::new(),
        }
    }

    /// Perform comprehensive backend-specific validation
    async fn validate_backend_protocol(
        &self,
        protocol_content: &str,
        config: &ValidationConfig,
    ) -> Result<BackendValidationResult, VIBEError> {
        let start_time = std::time::Instant::now();

        // Extract backend-specific elements
        let backend_elements = self.extract_backend_elements(protocol_content)?;

        // Validate API structure and endpoints
        let api_validation = self
            .validate_api_structure(&backend_elements, config)
            .await?;

        // Validate security measures
        let security_validation = self.validate_security(&backend_elements, config).await?;

        // Validate performance characteristics
        let performance_validation = self
            .validate_backend_performance(&backend_elements, config)
            .await?;

        // Validate data flow and integrity
        let data_flow_validation = self.validate_data_flow(&backend_elements, config).await?;

        // Validate scalability considerations
        let scalability_validation = self.validate_scalability(&backend_elements, config).await?;

        let validation_time = start_time.elapsed().as_millis() as u64;

        // Aggregate validation results
        let overall_score = self.calculate_backend_score(&[
            &api_validation,
            &security_validation,
            &performance_validation,
            &data_flow_validation,
            &scalability_validation,
        ])?;

        let mut all_issues = Vec::new();
        all_issues.extend(api_validation.issues);
        all_issues.extend(security_validation.issues);
        all_issues.extend(performance_validation.issues);
        all_issues.extend(data_flow_validation.issues);
        all_issues.extend(scalability_validation.issues);

        let recommendations = self.generate_backend_recommendations(&all_issues, overall_score)?;

        Ok(BackendValidationResult {
            overall_score,
            api_score: api_validation.score,
            security_score: security_validation.score,
            performance_score: performance_validation.score,
            data_flow_score: data_flow_validation.score,
            scalability_score: scalability_validation.score,
            validation_time_ms: validation_time,
            issues: all_issues,
            recommendations,
            backend_specific_metrics: BackendSpecificMetrics {
                endpoints_count: api_validation.endpoints_count,
                security_score: security_validation.security_score,
                average_response_time_ms: performance_validation.average_response_time,
                throughput_rps: performance_validation.throughput_rps,
                error_rate_percent: performance_validation.error_rate,
            },
        })
    }

    /// Extract backend-specific elements from protocol content
    fn extract_backend_elements(&self, content: &str) -> Result<BackendElements, VIBEError> {
        let mut elements = BackendElements::default();

        // Extract API endpoints
        let endpoint_pattern =
            regex::Regex::new(r"(?i)(GET|POST|PUT|DELETE|PATCH)\s+([/\w\-\.]+)").unwrap();
        for cap in endpoint_pattern.captures_iter(content) {
            elements
                .api_endpoints
                .insert(format!("{} {}", cap[1].to_uppercase(), &cap[2]));
        }

        // Extract HTTP status codes
        let status_pattern = regex::Regex::new(r"(200|201|400|401|403|404|500|502|503)\b").unwrap();
        for cap in status_pattern.captures_iter(content) {
            elements.status_codes.insert(cap[1].to_string());
        }

        // Extract database operations
        let db_pattern =
            regex::Regex::new(r"(?i)(SELECT|INSERT|UPDATE|DELETE|CREATE|DROP|ALTER)\b").unwrap();
        for cap in db_pattern.captures_iter(content) {
            elements.database_operations.insert(cap[1].to_uppercase());
        }

        // Extract authentication methods
        let auth_pattern = regex::Regex::new(r"(JWT|OAuth|Bearer|Basic|Digest)").unwrap();
        for cap in auth_pattern.captures_iter(content) {
            elements.authentication_methods.insert(cap[1].to_string());
        }

        // Extract security headers
        let header_pattern =
            regex::Regex::new(r"(Authorization|Content-Type|Accept|Cookie|Set-Cookie)").unwrap();
        for cap in header_pattern.captures_iter(content) {
            elements.security_headers.insert(cap[1].to_string());
        }

        // Extract error handling patterns
        let error_pattern = regex::Regex::new(r"(try|catch|exception|error|throw|reject)").unwrap();
        let content_lower = content.to_lowercase();
        for cap in error_pattern.captures_iter(&content_lower) {
            elements.error_handling.insert(cap[1].to_string());
        }

        // Extract caching indicators
        if content.contains("cache") || content.contains("Redis") || content.contains("Memcached") {
            elements.caching_strategy = true;
        }

        // Extract logging patterns
        if content.contains("log") || content.contains("logger") || content.contains("monitoring") {
            elements.logging_monitoring = true;
        }

        // Extract validation patterns
        if content.contains("validate")
            || content.contains("schema")
            || content.contains("validator")
        {
            elements.has_validation = true;
        }

        // Extract rate limiting indicators
        if content.contains("rate") || content.contains("limit") || content.contains("throttle") {
            elements.rate_limiting = true;
        }

        Ok(elements)
    }

    /// Validate API structure and endpoints
    async fn validate_api_structure(
        &self,
        elements: &BackendElements,
        _config: &ValidationConfig,
    ) -> Result<ApiValidationResult, VIBEError> {
        let mut score: f32 = 100.0;
        let mut issues = Vec::new();
        let endpoints_count = elements.api_endpoints.len();

        // Check for API endpoints
        if elements.api_endpoints.is_empty() {
            issues.push(ValidationIssue {
                platform: Platform::Backend,
                severity: Severity::High,
                category: IssueCategory::LogicError,
                description: "No API endpoints found".to_string(),
                location: None,
                suggestion: Some("Define API endpoints clearly".to_string()),
            });
            score -= 25.0;
        }

        // Check for proper HTTP methods
        let methods = vec!["GET", "POST", "PUT", "DELETE"];
        for method in &methods {
            let has_method = elements
                .api_endpoints
                .iter()
                .any(|endpoint| endpoint.starts_with(method));
            if !has_method {
                issues.push(ValidationIssue {
                    platform: Platform::Backend,
                    severity: Severity::Low,
                    category: IssueCategory::LogicError,
                    description: format!("No {} endpoints found", method),
                    location: None,
                    suggestion: Some(format!("Consider adding {} endpoints", method)),
                });
                score -= 5.0;
            }
        }

        // Check for proper status codes
        let essential_status_codes = vec!["200", "400", "401", "404", "500"];
        for code in &essential_status_codes {
            if !elements.status_codes.contains(*code) {
                issues.push(ValidationIssue {
                    platform: Platform::Backend,
                    severity: Severity::Medium,
                    category: IssueCategory::LogicError,
                    description: format!("Missing status code {}", code),
                    location: None,
                    suggestion: Some(format!("Handle {} responses properly", code)),
                });
                score -= 8.0;
            }
        }

        // Check for error handling
        if elements.error_handling.is_empty() {
            issues.push(ValidationIssue {
                platform: Platform::Backend,
                severity: Severity::High,
                category: IssueCategory::ErrorHandling,
                description: "No error handling mechanisms found".to_string(),
                location: None,
                suggestion: Some("Implement comprehensive error handling".to_string()),
            });
            score -= 20.0;
        }

        // Check for validation
        if !elements.has_validation {
            issues.push(ValidationIssue {
                platform: Platform::Backend,
                severity: Severity::Medium,
                category: IssueCategory::LogicError,
                description: "No input validation detected".to_string(),
                location: None,
                suggestion: Some("Add input validation and sanitization".to_string()),
            });
            score -= 15.0;
        }

        // Check for consistent endpoint naming
        if !self.has_consistent_naming(elements) {
            issues.push(ValidationIssue {
                platform: Platform::Backend,
                severity: Severity::Low,
                category: IssueCategory::LogicError,
                description: "Inconsistent endpoint naming conventions".to_string(),
                location: None,
                suggestion: Some("Use consistent naming conventions for endpoints".to_string()),
            });
            score -= 6.0;
        }

        Ok(ApiValidationResult {
            score: score.clamp(0.0, 100.0),
            issues,
            endpoints_count,
        })
    }

    /// Validate security measures
    async fn validate_security(
        &self,
        elements: &BackendElements,
        _config: &ValidationConfig,
    ) -> Result<SecurityValidationResult, VIBEError> {
        let mut score: f32 = 100.0;
        let mut issues = Vec::new();
        let security_score = self.calculate_security_score(elements);

        // Check for authentication
        if elements.authentication_methods.is_empty() {
            issues.push(ValidationIssue {
                platform: Platform::Backend,
                severity: Severity::Critical,
                category: IssueCategory::SecurityVulnerability,
                description: "No authentication mechanism found".to_string(),
                location: None,
                suggestion: Some("Implement authentication (JWT, OAuth, etc.)".to_string()),
            });
            score -= 30.0;
        }

        // Check for authorization
        if !self.has_authorization(elements) {
            issues.push(ValidationIssue {
                platform: Platform::Backend,
                severity: Severity::High,
                category: IssueCategory::SecurityVulnerability,
                description: "No authorization mechanism detected".to_string(),
                location: None,
                suggestion: Some("Implement authorization controls".to_string()),
            });
            score -= 20.0;
        }

        // Check for security headers
        let essential_headers = vec!["Authorization", "Content-Type"];
        for header in &essential_headers {
            if !elements.security_headers.contains(*header) {
                issues.push(ValidationIssue {
                    platform: Platform::Backend,
                    severity: Severity::Medium,
                    category: IssueCategory::SecurityVulnerability,
                    description: format!("Missing security header: {}", header),
                    location: None,
                    suggestion: Some(format!("Add {} header", header)),
                });
                score -= 10.0;
            }
        }

        // Check for input sanitization
        if !self.has_input_sanitization(elements) {
            issues.push(ValidationIssue {
                platform: Platform::Backend,
                severity: Severity::High,
                category: IssueCategory::SecurityVulnerability,
                description: "No input sanitization detected".to_string(),
                location: None,
                suggestion: Some("Implement input sanitization and validation".to_string()),
            });
            score -= 15.0;
        }

        // Check for SQL injection prevention
        if !self.has_sql_injection_prevention(elements) {
            issues.push(ValidationIssue {
                platform: Platform::Backend,
                severity: Severity::High,
                category: IssueCategory::SecurityVulnerability,
                description: "Potential SQL injection vulnerabilities".to_string(),
                location: None,
                suggestion: Some("Use parameterized queries or ORMs".to_string()),
            });
            score -= 18.0;
        }

        // Check for rate limiting
        if !elements.rate_limiting {
            issues.push(ValidationIssue {
                platform: Platform::Backend,
                severity: Severity::Medium,
                category: IssueCategory::SecurityVulnerability,
                description: "No rate limiting detected".to_string(),
                location: None,
                suggestion: Some("Implement rate limiting to prevent abuse".to_string()),
            });
            score -= 12.0;
        }

        Ok(SecurityValidationResult {
            score: score.clamp(0.0, 100.0),
            issues,
            security_score,
        })
    }

    /// Validate backend performance characteristics
    async fn validate_backend_performance(
        &self,
        elements: &BackendElements,
        _config: &ValidationConfig,
    ) -> Result<BackendPerformanceValidationResult, VIBEError> {
        let mut score: f32 = 100.0;
        let mut issues = Vec::new();
        let (average_response_time, throughput_rps, error_rate) =
            self.simulate_performance_metrics(elements);

        // Check response time
        if average_response_time > 1000 {
            issues.push(ValidationIssue {
                platform: Platform::Backend,
                severity: Severity::High,
                category: IssueCategory::PerformanceIssue,
                description: format!("High average response time: {}ms", average_response_time),
                location: None,
                suggestion: Some("Optimize database queries and caching".to_string()),
            });
            score -= 20.0;
        } else if average_response_time > 500 {
            issues.push(ValidationIssue {
                platform: Platform::Backend,
                severity: Severity::Medium,
                category: IssueCategory::PerformanceIssue,
                description: format!(
                    "Response time could be improved: {}ms",
                    average_response_time
                ),
                location: None,
                suggestion: Some("Consider performance optimizations".to_string()),
            });
            score -= 10.0;
        }

        // Check error rate
        if error_rate > 5.0 {
            issues.push(ValidationIssue {
                platform: Platform::Backend,
                severity: Severity::High,
                category: IssueCategory::PerformanceIssue,
                description: format!("High error rate: {:.1}%", error_rate),
                location: None,
                suggestion: Some("Improve error handling and reliability".to_string()),
            });
            score -= 25.0;
        } else if error_rate > 2.0 {
            issues.push(ValidationIssue {
                platform: Platform::Backend,
                severity: Severity::Medium,
                category: IssueCategory::PerformanceIssue,
                description: format!("Elevated error rate: {:.1}%", error_rate),
                location: None,
                suggestion: Some("Review error handling".to_string()),
            });
            score -= 12.0;
        }

        // Check for database optimization
        if !self.has_database_optimization(elements) {
            issues.push(ValidationIssue {
                platform: Platform::Backend,
                severity: Severity::Medium,
                category: IssueCategory::PerformanceIssue,
                description: "No database optimization detected".to_string(),
                location: None,
                suggestion: Some("Implement database indexing and query optimization".to_string()),
            });
            score -= 15.0;
        }

        // Check for caching strategy
        if !elements.caching_strategy {
            issues.push(ValidationIssue {
                platform: Platform::Backend,
                severity: Severity::Low,
                category: IssueCategory::PerformanceIssue,
                description: "No caching strategy detected".to_string(),
                location: None,
                suggestion: Some(
                    "Consider implementing caching for better performance".to_string(),
                ),
            });
            score -= 10.0;
        }

        // Check for connection pooling
        if !self.has_connection_pooling(elements) {
            issues.push(ValidationIssue {
                platform: Platform::Backend,
                severity: Severity::Medium,
                category: IssueCategory::PerformanceIssue,
                description: "No connection pooling detected".to_string(),
                location: None,
                suggestion: Some("Implement database connection pooling".to_string()),
            });
            score -= 12.0;
        }

        Ok(BackendPerformanceValidationResult {
            score: score.clamp(0.0, 100.0),
            issues,
            average_response_time,
            throughput_rps,
            error_rate,
        })
    }

    /// Validate data flow and integrity
    async fn validate_data_flow(
        &self,
        elements: &BackendElements,
        _config: &ValidationConfig,
    ) -> Result<DataFlowValidationResult, VIBEError> {
        let mut score: f32 = 100.0;
        let mut issues = Vec::new();

        // Check for database operations
        if elements.database_operations.is_empty() {
            issues.push(ValidationIssue {
                platform: Platform::Backend,
                severity: Severity::Medium,
                category: IssueCategory::LogicError,
                description: "No database operations detected".to_string(),
                location: None,
                suggestion: Some("Define data persistence layer".to_string()),
            });
            score -= 15.0;
        }

        // Check for data validation
        if !elements.has_validation {
            issues.push(ValidationIssue {
                platform: Platform::Backend,
                severity: Severity::High,
                category: IssueCategory::LogicError,
                description: "No data validation found".to_string(),
                location: None,
                suggestion: Some("Implement data validation and integrity checks".to_string()),
            });
            score -= 20.0;
        }

        // Check for proper error handling in data operations
        if !self.has_data_error_handling(elements) {
            issues.push(ValidationIssue {
                platform: Platform::Backend,
                severity: Severity::Medium,
                category: IssueCategory::ErrorHandling,
                description: "No error handling for data operations".to_string(),
                location: None,
                suggestion: Some("Add error handling for database operations".to_string()),
            });
            score -= 12.0;
        }

        // Check for transaction handling
        if !self.has_transaction_handling(elements) {
            issues.push(ValidationIssue {
                platform: Platform::Backend,
                severity: Severity::Medium,
                category: IssueCategory::LogicError,
                description: "No transaction handling detected".to_string(),
                location: None,
                suggestion: Some("Implement proper transaction management".to_string()),
            });
            score -= 15.0;
        }

        // Check for data consistency
        if !self.has_data_consistency(elements) {
            issues.push(ValidationIssue {
                platform: Platform::Backend,
                severity: Severity::Medium,
                category: IssueCategory::LogicError,
                description: "No data consistency mechanisms found".to_string(),
                location: None,
                suggestion: Some("Implement data consistency checks".to_string()),
            });
            score -= 10.0;
        }

        Ok(DataFlowValidationResult {
            score: score.clamp(0.0, 100.0),
            issues,
        })
    }

    /// Validate scalability considerations
    async fn validate_scalability(
        &self,
        elements: &BackendElements,
        _config: &ValidationConfig,
    ) -> Result<ScalabilityValidationResult, VIBEError> {
        let mut score: f32 = 100.0;
        let mut issues = Vec::new();

        // Check for horizontal scaling indicators
        if !self.has_horizontal_scaling(elements) {
            issues.push(ValidationIssue {
                platform: Platform::Backend,
                severity: Severity::Low,
                category: IssueCategory::PerformanceIssue,
                description: "No horizontal scaling considerations".to_string(),
                location: None,
                suggestion: Some("Consider horizontal scaling architecture".to_string()),
            });
            score -= 8.0;
        }

        // Check for load balancing
        if !self.has_load_balancing(elements) {
            issues.push(ValidationIssue {
                platform: Platform::Backend,
                severity: Severity::Medium,
                category: IssueCategory::PerformanceIssue,
                description: "No load balancing detected".to_string(),
                location: None,
                suggestion: Some("Implement load balancing for high availability".to_string()),
            });
            score -= 12.0;
        }

        // Check for session management
        if !self.has_session_management(elements) {
            issues.push(ValidationIssue {
                platform: Platform::Backend,
                severity: Severity::Low,
                category: IssueCategory::LogicError,
                description: "No session management found".to_string(),
                location: None,
                suggestion: Some("Implement session management for user state".to_string()),
            });
            score -= 6.0;
        }

        // Check for monitoring and logging
        if !elements.logging_monitoring {
            issues.push(ValidationIssue {
                platform: Platform::Backend,
                severity: Severity::Medium,
                category: IssueCategory::PerformanceIssue,
                description: "No monitoring and logging detected".to_string(),
                location: None,
                suggestion: Some("Implement comprehensive monitoring and logging".to_string()),
            });
            score -= 15.0;
        }

        // Check for health checks
        if !self.has_health_checks(elements) {
            issues.push(ValidationIssue {
                platform: Platform::Backend,
                severity: Severity::Low,
                category: IssueCategory::PerformanceIssue,
                description: "No health check endpoints found".to_string(),
                location: None,
                suggestion: Some("Implement health check endpoints".to_string()),
            });
            score -= 8.0;
        }

        Ok(ScalabilityValidationResult {
            score: score.clamp(0.0, 100.0),
            issues,
        })
    }

    // Helper methods
    fn has_consistent_naming(&self, elements: &BackendElements) -> bool {
        // Simple check for consistent naming patterns
        elements.api_endpoints.len() <= 1
            || elements
                .api_endpoints
                .iter()
                .all(|endpoint| endpoint.starts_with('/'))
    }

    fn calculate_security_score(&self, elements: &BackendElements) -> f32 {
        let mut score = 0.0;
        let total_checks = 6;

        if !elements.authentication_methods.is_empty() {
            score += 1.0;
        }
        if self.has_authorization(elements) {
            score += 1.0;
        }
        if !elements.security_headers.is_empty() {
            score += 1.0;
        }
        if self.has_input_sanitization(elements) {
            score += 1.0;
        }
        if self.has_sql_injection_prevention(elements) {
            score += 1.0;
        }
        if elements.rate_limiting {
            score += 1.0;
        }

        (score / total_checks as f32) * 100.0
    }

    fn has_authorization(&self, elements: &BackendElements) -> bool {
        elements.authentication_methods.contains("Bearer")
            || elements.authentication_methods.contains("OAuth")
    }

    fn has_input_sanitization(&self, elements: &BackendElements) -> bool {
        elements.has_validation && !elements.database_operations.is_empty()
    }

    fn has_sql_injection_prevention(&self, elements: &BackendElements) -> bool {
        elements.database_operations.contains("SELECT")
            || elements.database_operations.contains("INSERT")
            || elements.database_operations.contains("UPDATE")
    }

    fn has_database_optimization(&self, elements: &BackendElements) -> bool {
        !elements.database_operations.is_empty() && elements.caching_strategy
    }

    fn has_connection_pooling(&self, elements: &BackendElements) -> bool {
        !elements.database_operations.is_empty()
    }

    fn has_data_error_handling(&self, elements: &BackendElements) -> bool {
        !elements.error_handling.is_empty() && !elements.database_operations.is_empty()
    }

    fn has_transaction_handling(&self, elements: &BackendElements) -> bool {
        elements.database_operations.contains("BEGIN")
            || elements.database_operations.contains("COMMIT")
            || elements.database_operations.contains("ROLLBACK")
    }

    fn has_data_consistency(&self, elements: &BackendElements) -> bool {
        elements.has_validation && !elements.database_operations.is_empty()
    }

    fn has_horizontal_scaling(&self, elements: &BackendElements) -> bool {
        elements.api_endpoints.len() > 3
    }

    fn has_load_balancing(&self, elements: &BackendElements) -> bool {
        elements.api_endpoints.len() > 5
    }

    fn has_session_management(&self, elements: &BackendElements) -> bool {
        elements.authentication_methods.contains("Bearer")
            || elements.security_headers.contains("Cookie")
    }

    fn has_health_checks(&self, elements: &BackendElements) -> bool {
        elements
            .api_endpoints
            .iter()
            .any(|endpoint| endpoint.contains("health") || endpoint.contains("status"))
    }

    fn simulate_performance_metrics(&self, elements: &BackendElements) -> (u64, f32, f32) {
        let base_response_time = 200;
        let complexity_factor =
            elements.api_endpoints.len() as u64 + elements.database_operations.len() as u64;
        let average_response_time = base_response_time + complexity_factor * 50;

        let base_throughput = 1000.0;
        let throughput_factor = if elements.caching_strategy { 1.5 } else { 1.0 };
        let throughput_rps = base_throughput * throughput_factor;

        let base_error_rate = 1.0;
        let error_factor = if elements.error_handling.is_empty() {
            3.0
        } else {
            1.0
        };
        let error_rate = base_error_rate * error_factor;

        (average_response_time, throughput_rps, error_rate)
    }

    fn calculate_backend_score(
        &self,
        scores: &[&dyn BackendScoreComponent],
    ) -> Result<f32, VIBEError> {
        if scores.is_empty() {
            return Err(VIBEError::ValidationError(
                "No validation components provided".to_string(),
            ));
        }

        let weights = [0.25, 0.25, 0.20, 0.15, 0.15]; // API, Security, Performance, Data Flow, Scalability

        let mut weighted_sum = 0.0;
        let mut total_weight = 0.0;

        for (i, component) in scores.iter().enumerate() {
            if i < weights.len() {
                let score = component.get_score();
                let weight = weights[i];
                weighted_sum += score * weight;
                total_weight += weight;
            }
        }

        Ok(weighted_sum / total_weight)
    }

    fn generate_backend_recommendations(
        &self,
        issues: &[ValidationIssue],
        overall_score: f32,
    ) -> Result<Vec<String>, VIBEError> {
        let mut recommendations = Vec::new();

        if overall_score < 70.0 {
            recommendations.push("Improve backend API structure and security measures".to_string());
        }

        let security_issues = issues
            .iter()
            .filter(|i| i.category == IssueCategory::SecurityVulnerability)
            .count();

        if security_issues > 0 {
            recommendations.push(
                "Prioritize security improvements - implement authentication and authorization"
                    .to_string(),
            );
        }

        let performance_issues = issues
            .iter()
            .filter(|i| i.category == IssueCategory::PerformanceIssue)
            .count();

        if performance_issues > 0 {
            recommendations.push("Focus on performance optimization - caching, database optimization, and monitoring".to_string());
        }

        let logic_issues = issues
            .iter()
            .filter(|i| i.category == IssueCategory::LogicError)
            .count();

        if logic_issues > 0 {
            recommendations.push("Improve API structure and data flow consistency".to_string());
        }

        if overall_score < 60.0 {
            recommendations
                .push("Implement comprehensive backend development best practices".to_string());
            recommendations.push("Add proper error handling and monitoring".to_string());
        }

        Ok(recommendations)
    }
}

// Implement PlatformValidator trait
#[async_trait::async_trait]
impl PlatformValidator for BackendValidator {
    async fn validate_protocol(
        &self,
        protocol_content: &str,
        config: &ValidationConfig,
        platform: Platform,
    ) -> Result<PlatformValidationResult, VIBEError> {
        if platform != Platform::Backend {
            return Err(VIBEError::PlatformError(
                "BackendValidator can only validate Backend platform protocols".to_string(),
            ));
        }

        // Perform common validation first
        let common_result = self
            .base
            .perform_common_validation(protocol_content, config)
            .await?;

        // Perform backend-specific validation
        let backend_result = self
            .validate_backend_protocol(protocol_content, config)
            .await?;

        // Combine results
        let final_score = (common_result.score + backend_result.overall_score) / 2.0;

        let mut all_issues = common_result.issues;
        all_issues.extend(backend_result.issues);

        let recommendations = self.generate_backend_recommendations(&all_issues, final_score)?;

        Ok(PlatformValidationResult {
            platform: Platform::Backend,
            score: final_score,
            status: if final_score >= config.minimum_score {
                ValidationStatus::Passed
            } else {
                ValidationStatus::Failed
            },
            issues: all_issues,
            performance_metrics: PlatformPerformanceMetrics {
                average_response_time_ms: backend_result
                    .backend_specific_metrics
                    .average_response_time_ms,
                memory_usage_mb: 400,
                cpu_usage_percent: 35.0,
                error_rate_percent: backend_result.backend_specific_metrics.error_rate_percent,
                throughput_requests_per_second: backend_result
                    .backend_specific_metrics
                    .throughput_rps,
            },
            recommendations,
        })
    }

    fn get_capabilities(&self) -> PlatformCapabilities {
        self.base.capabilities.clone()
    }

    fn get_requirements(&self) -> PlatformRequirements {
        self.base.requirements.clone()
    }

    fn estimate_complexity(&self, protocol_content: &str) -> ValidationComplexity {
        self.base
            .complexity_estimator
            .estimate_complexity(protocol_content)
    }

    fn get_scoring_criteria(&self) -> PlatformScoringCriteria {
        PlatformScoringCriteria {
            primary_criteria: vec![
                "API Structure Quality".to_string(),
                "Security Implementation".to_string(),
                "Performance Optimization".to_string(),
            ],
            secondary_criteria: vec![
                "Data Flow Integrity".to_string(),
                "Scalability Design".to_string(),
                "Error Handling".to_string(),
            ],
            penalty_factors: HashMap::from([
                ("no_authentication".to_string(), 0.3),
                ("poor_performance".to_string(), 0.2),
                ("no_error_handling".to_string(), 0.2),
            ]),
            bonus_factors: HashMap::from([
                ("strong_security".to_string(), 0.15),
                ("good_performance".to_string(), 0.1),
                ("comprehensive_monitoring".to_string(), 0.08),
            ]),
        }
    }
}

// Supporting data structures
#[derive(Debug, Default)]
struct BackendElements {
    api_endpoints: HashSet<String>,
    status_codes: HashSet<String>,
    database_operations: HashSet<String>,
    authentication_methods: HashSet<String>,
    security_headers: HashSet<String>,
    error_handling: HashSet<String>,
    caching_strategy: bool,
    logging_monitoring: bool,
    has_validation: bool,
    rate_limiting: bool,
}

#[derive(Debug)]
struct ApiValidationResult {
    score: f32,
    issues: Vec<ValidationIssue>,
    endpoints_count: usize,
}

#[derive(Debug)]
struct SecurityValidationResult {
    score: f32,
    issues: Vec<ValidationIssue>,
    security_score: f32,
}

#[derive(Debug)]
struct BackendPerformanceValidationResult {
    score: f32,
    issues: Vec<ValidationIssue>,
    average_response_time: u64,
    throughput_rps: f32,
    error_rate: f32,
}

#[derive(Debug)]
struct DataFlowValidationResult {
    score: f32,
    issues: Vec<ValidationIssue>,
}

#[derive(Debug)]
struct ScalabilityValidationResult {
    score: f32,
    issues: Vec<ValidationIssue>,
}

#[derive(Debug)]
struct BackendValidationResult {
    overall_score: f32,
    #[allow(dead_code)]
    api_score: f32,
    #[allow(dead_code)]
    security_score: f32,
    #[allow(dead_code)]
    performance_score: f32,
    #[allow(dead_code)]
    data_flow_score: f32,
    #[allow(dead_code)]
    scalability_score: f32,
    #[allow(dead_code)]
    validation_time_ms: u64,
    issues: Vec<ValidationIssue>,
    #[allow(dead_code)]
    recommendations: Vec<String>,
    backend_specific_metrics: BackendSpecificMetrics,
}

#[derive(Debug, Clone, Serialize, Deserialize)]
struct BackendSpecificMetrics {
    endpoints_count: usize,
    security_score: f32,
    average_response_time_ms: u64,
    throughput_rps: f32,
    error_rate_percent: f32,
}

/// Trait for backend score components
trait BackendScoreComponent {
    fn get_score(&self) -> f32;
}

impl BackendScoreComponent for ApiValidationResult {
    fn get_score(&self) -> f32 {
        self.score
    }
}

impl BackendScoreComponent for SecurityValidationResult {
    fn get_score(&self) -> f32 {
        self.score
    }
}

impl BackendScoreComponent for BackendPerformanceValidationResult {
    fn get_score(&self) -> f32 {
        self.score
    }
}

impl BackendScoreComponent for DataFlowValidationResult {
    fn get_score(&self) -> f32 {
        self.score
    }
}

impl BackendScoreComponent for ScalabilityValidationResult {
    fn get_score(&self) -> f32 {
        self.score
    }
}

// Mock implementations
struct ApiValidator;
struct SecurityChecker;
struct PerformanceAnalyzer;
struct ScalabilityTester;

impl ApiValidator {
    fn new() -> Self {
        Self
    }
}

impl SecurityChecker {
    fn new() -> Self {
        Self
    }
}

impl PerformanceAnalyzer {
    fn new() -> Self {
        Self
    }
}

impl ScalabilityTester {
    fn new() -> Self {
        Self
    }
}

#[cfg(test)]
mod tests {
    use super::*;

    #[test]
    fn test_backend_validator_creation() {
        let validator = BackendValidator::new();
        assert_eq!(validator.base.platform, Platform::Backend);
    }

    #[test]
    fn test_backend_elements_extraction() {
        let validator = BackendValidator::new();
        let content = "GET /api/users\nPOST /api/users\nJWT Authentication\nSELECT * FROM users";

        let elements = validator.extract_backend_elements(content).unwrap();
        assert!(elements.api_endpoints.contains("GET /api/users"));
        assert!(elements.api_endpoints.contains("POST /api/users"));
        assert!(elements.authentication_methods.contains("JWT"));
        assert!(elements.database_operations.contains("SELECT"));
    }

    #[test]
    fn test_security_score_calculation() {
        let validator = BackendValidator::new();
        let elements = BackendElements {
            api_endpoints: HashSet::new(),
            status_codes: HashSet::new(),
            database_operations: HashSet::from(["SELECT".to_string()]),
            authentication_methods: HashSet::from(["JWT".to_string()]),
            security_headers: HashSet::from(["Authorization".to_string()]),
            error_handling: HashSet::from(["try".to_string()]),
            caching_strategy: true,
            logging_monitoring: true,
            has_validation: true,
            rate_limiting: true,
        };

        let security_score = validator.calculate_security_score(&elements);
        assert!(security_score > 50.0); // Should have good security score
    }
}