agentcarousel 0.6.5

Unit tests for AI agents. Run behavioral tests in CI, score with an LLM judge, and export signed evidence your auditors accept.
Documentation
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
use chrono::{DateTime, Utc};
use serde::{Deserialize, Serialize};
use serde_json::Value;
use std::collections::HashMap;
use std::path::PathBuf;
use thiserror::Error;
use ulid::Ulid;

fn is_false(b: &bool) -> bool {
    !*b
}

fn is_zero_u32(n: &u32) -> bool {
    *n == 0
}

#[derive(Debug, Error)]
pub enum CoreError {
    #[error("invalid fixture: {0}")]
    InvalidFixture(String),
}

pub fn new_run_id() -> RunId {
    // Skip the 10-char timestamp prefix; take 10 chars from the random portion of the ULID.
    RunId(Ulid::new().to_string()[10..20].to_string())
}

/// Opaque identifier for a single **run** (persisted history, exports, registry).
#[derive(Serialize, Deserialize, Debug, Clone, PartialEq, Eq, Hash)]
pub struct RunId(pub String);

/// Identifier for one **case** inside a fixture file.
#[derive(Serialize, Deserialize, Debug, Clone, PartialEq, Eq, Hash)]
pub struct CaseId(pub String);

/// One fixture file: metadata, optional defaults, and a list of [`Case`] definitions.
#[derive(Serialize, Deserialize, Debug, Clone)]
pub struct FixtureFile {
    pub schema_version: u32,
    pub skill_or_agent: String,
    pub defaults: Option<CaseDefaults>,
    pub cases: Vec<Case>,
    pub bundle_id: Option<String>,
    pub bundle_version: Option<String>,
    pub certification_track: Option<CertificationTrack>,
    pub risk_tier: Option<RiskTier>,
    pub data_handling: Option<DataHandling>,
}

#[derive(Serialize, Deserialize, Debug, Clone)]
pub struct CaseDefaults {
    pub timeout_secs: Option<u64>,
    pub tags: Option<Vec<String>>,
    pub evaluator: Option<String>,
}

/// Executable example: input messages, expected tool/output assertions, tags, and timeouts.
#[derive(Serialize, Deserialize, Debug, Clone)]
pub struct Case {
    pub id: CaseId,
    pub description: Option<String>,
    #[serde(default)]
    pub tags: Vec<String>,
    pub input: CaseInput,
    pub expected: Expected,
    pub evaluator_config: Option<EvaluatorConfig>,
    pub timeout_secs: Option<u64>,
    pub seed: Option<u64>,
}

#[derive(Serialize, Deserialize, Debug, Clone)]
pub struct CaseInput {
    pub messages: Vec<Message>,
    pub context: Option<Value>,
    pub env_overrides: Option<HashMap<String, String>>,
}

#[derive(Serialize, Deserialize, Debug, Clone)]
pub struct Message {
    pub role: Role,
    pub content: String,
}

#[derive(Serialize, Deserialize, Debug, Clone, PartialEq)]
#[serde(rename_all = "lowercase")]
pub enum Role {
    User,
    Assistant,
    System,
    Tool,
}

#[derive(Serialize, Deserialize, Debug, Clone)]
pub struct Expected {
    #[serde(default)]
    pub tool_sequence: Option<Vec<ToolCallExpectation>>,
    pub output: Option<Vec<OutputAssertion>>,
    pub rubric: Option<Vec<RubricItem>>,
}

#[derive(Serialize, Deserialize, Debug, Clone)]
pub struct ToolCallExpectation {
    pub tool: String,
    pub args_match: Option<Value>,
    #[serde(default = "default_tool_order")]
    pub order: ToolOrder,
}

#[derive(Serialize, Deserialize, Debug, Clone, PartialEq)]
#[serde(rename_all = "snake_case")]
pub enum ToolOrder {
    Strict,
    Subsequence,
    Unordered,
}

fn default_tool_order() -> ToolOrder {
    ToolOrder::Subsequence
}

#[derive(Serialize, Deserialize, Debug, Clone)]
pub struct OutputAssertion {
    pub kind: AssertionKind,
    pub value: String,
    pub field: Option<String>,
}

#[derive(Serialize, Deserialize, Debug, Clone, PartialEq)]
#[serde(rename_all = "snake_case")]
pub enum AssertionKind {
    Contains,
    NotContains,
    Equals,
    Regex,
    JsonPath,
    GoldenDiff,
}

#[derive(Serialize, Deserialize, Debug, Clone)]
pub struct RubricItem {
    pub id: String,
    pub description: String,
    pub weight: f32,
    pub auto_check: Option<OutputAssertion>,
    #[serde(default, skip_serializing_if = "Option::is_none")]
    pub critical: Option<bool>,
}

#[derive(Serialize, Deserialize, Debug, Clone)]
pub struct EvaluatorConfig {
    pub evaluator: String,
    pub golden_path: Option<PathBuf>,
    pub golden_threshold: Option<f32>,
    pub process_cmd: Option<Vec<String>>,
    pub judge_prompt: Option<String>,
    pub effectiveness_threshold: Option<f32>,
}

/// Result of executing one or more fixtures: case outcomes, [`RunSummary`], provenance fields.
#[derive(Serialize, Deserialize, Debug, Clone)]
pub struct Run {
    pub id: RunId,
    pub schema_version: u32,
    pub started_at: DateTime<Utc>,
    pub finished_at: Option<DateTime<Utc>>,
    pub command: String,
    #[serde(default, skip_serializing_if = "Option::is_none")]
    pub git_sha: Option<String>,
    pub agentcarousel_version: String,
    pub config_hash: String,
    pub cases: Vec<CaseResult>,
    pub summary: RunSummary,
    #[serde(default, skip_serializing_if = "Option::is_none")]
    pub fixture_bundle_id: Option<String>,
    #[serde(default, skip_serializing_if = "Option::is_none")]
    pub fixture_bundle_version: Option<String>,
    #[serde(default, skip_serializing_if = "Option::is_none")]
    pub skill_or_agent: Option<String>,
    #[serde(default, skip_serializing_if = "is_false")]
    pub runner_offline: bool,
    #[serde(default, skip_serializing_if = "is_false")]
    pub runner_mock_strict: bool,
    #[serde(default, skip_serializing_if = "is_false")]
    pub runner_mock_only: bool,
    /// Second-pass run-level judge analysis: classifies whether failures are due to prompt
    /// design, model capability, or fixture miscalibration, and emits actionable fixes.
    #[serde(default, skip_serializing_if = "Option::is_none")]
    pub prompt_audit: Option<PromptAudit>,
}

/// Root-cause classification produced by the prompt-audit judge pass.
#[derive(Serialize, Deserialize, Debug, Clone, PartialEq)]
#[serde(rename_all = "snake_case")]
pub enum PromptAuditFailureMode {
    /// Prompt is underspecified; fixing the prompt is likely to fix the failures.
    Prompt,
    /// Model cannot follow these instructions at this capability level regardless of prompt wording.
    Model,
    /// Rubric thresholds or expectations are miscalibrated; the model output is actually reasonable.
    Fixture,
    /// Multiple factors are contributing.
    Mixed,
}

/// One systematic failure pattern found across the run.
#[derive(Serialize, Deserialize, Debug, Clone)]
pub struct AuditFinding {
    /// Human-readable description of the systematic failure pattern (e.g. "7/7 cases missing [T####] citations").
    pub pattern: String,
    /// Number of cases exhibiting this pattern.
    pub affected_case_count: u32,
    /// What in the prompt (or model / fixture) caused this pattern.
    pub root_cause: String,
}

/// Result of the run-level prompt-audit judge pass.
#[derive(Serialize, Deserialize, Debug, Clone)]
pub struct PromptAudit {
    pub failure_mode: PromptAuditFailureMode,
    /// Judge's confidence in the failure_mode classification (0.0–1.0).
    pub confidence: f32,
    pub findings: Vec<AuditFinding>,
    /// Concrete, actionable fixes the prompt author should apply.
    pub suggested_fixes: Vec<String>,
    /// Fully worked prompt text for each fix — parallel to suggested_fixes.
    /// Each element is the actual markdown content to paste into prompt.md.
    #[serde(default, skip_serializing_if = "Vec::is_empty")]
    pub suggested_implementations: Vec<String>,
    pub overall_rationale: String,
    #[serde(default, skip_serializing_if = "Option::is_none")]
    pub judge_tokens_in: Option<u64>,
    #[serde(default, skip_serializing_if = "Option::is_none")]
    pub judge_tokens_out: Option<u64>,
}

/// Outcome for a single [`Case`]: status, optional error string, [`ExecutionTrace`], [`Metrics`],
/// and optional [`EvalScores`] after evaluation.
#[derive(Serialize, Deserialize, Debug, Clone)]
pub struct CaseResult {
    pub case_id: CaseId,
    pub status: CaseStatus,
    #[serde(default, skip_serializing_if = "Option::is_none")]
    pub error: Option<String>,
    pub trace: ExecutionTrace,
    pub metrics: Metrics,
    #[serde(default, skip_serializing_if = "Option::is_none")]
    pub eval_scores: Option<EvalScores>,
    /// Input messages from the fixture case; stored for human review in reports and dashboard.
    #[serde(default)]
    pub input: Vec<Message>,
}

#[derive(Serialize, Deserialize, Debug, Clone, PartialEq, Eq, Hash)]
#[serde(rename_all = "snake_case")]
pub enum CaseStatus {
    Passed,
    Failed,
    Skipped,
    Flaky,
    TimedOut,
    Error,
}

#[derive(Serialize, Deserialize, Debug, Clone)]
pub struct ExecutionTrace {
    pub steps: Vec<TraceStep>,
    #[serde(default, skip_serializing_if = "Option::is_none")]
    pub final_output: Option<String>,
    #[serde(default, skip_serializing_if = "is_false")]
    pub redacted: bool,
}

#[derive(Serialize, Deserialize, Debug, Clone)]
pub struct TraceStep {
    pub index: u32,
    pub kind: StepKind,
    #[serde(default, skip_serializing_if = "Option::is_none")]
    pub tool: Option<String>,
    #[serde(default, skip_serializing_if = "Option::is_none")]
    pub args: Option<Value>,
    #[serde(default, skip_serializing_if = "Option::is_none")]
    pub result: Option<Value>,
    pub latency_ms: u64,
    #[serde(default, skip_serializing_if = "Option::is_none")]
    pub tokens_in: Option<u32>,
    #[serde(default, skip_serializing_if = "Option::is_none")]
    pub tokens_out: Option<u32>,
}

#[derive(Serialize, Deserialize, Debug, Clone, PartialEq)]
#[serde(rename_all = "snake_case")]
pub enum StepKind {
    LlmCall,
    ToolCall,
    ToolResult,
    AgentDecision,
    Error,
}

#[derive(Serialize, Deserialize, Debug, Clone, Default)]
pub struct Metrics {
    pub total_latency_ms: u64,
    #[serde(default, skip_serializing_if = "is_zero_u32")]
    pub llm_calls: u32,
    #[serde(default, skip_serializing_if = "is_zero_u32")]
    pub tool_calls: u32,
    #[serde(default, skip_serializing_if = "is_zero_u32")]
    pub total_steps: u32,
    #[serde(default, skip_serializing_if = "Option::is_none")]
    pub tokens_in: Option<u64>,
    #[serde(default, skip_serializing_if = "Option::is_none")]
    pub tokens_out: Option<u64>,
    #[serde(default, skip_serializing_if = "Option::is_none")]
    pub estimated_cost_usd: Option<f64>,
    #[serde(default, skip_serializing_if = "Option::is_none")]
    pub judge_tokens_in: Option<u64>,
    #[serde(default, skip_serializing_if = "Option::is_none")]
    pub judge_tokens_out: Option<u64>,
    #[serde(default, skip_serializing_if = "Option::is_none")]
    pub latency_variance_ms2: Option<f64>,
    #[serde(default, skip_serializing_if = "Option::is_none")]
    pub latency_stddev_ms: Option<f64>,
    #[serde(default, skip_serializing_if = "Option::is_none")]
    pub effectiveness_variance: Option<f32>,
    #[serde(default, skip_serializing_if = "Option::is_none")]
    pub effectiveness_stddev: Option<f32>,
    #[serde(default)]
    pub runs_attempted: u32,
    #[serde(default)]
    pub runs_succeeded: u32,
    #[serde(default, skip_serializing_if = "Option::is_none")]
    pub error_rate: Option<f32>,
    #[serde(default, skip_serializing_if = "Option::is_none")]
    pub consistency_score: Option<f32>,
    #[serde(default, skip_serializing_if = "ProviderErrorMetrics::is_empty")]
    pub provider_errors: ProviderErrorMetrics,
}

#[derive(Serialize, Deserialize, Debug, Clone, Default)]
pub struct ProviderErrorMetrics {
    pub status_429: u32,
    pub status_500: u32,
    pub status_503: u32,
    pub status_504: u32,
}

impl ProviderErrorMetrics {
    pub fn is_empty(&self) -> bool {
        self.status_429 == 0 && self.status_500 == 0 && self.status_503 == 0 && self.status_504 == 0
    }
}

#[derive(Serialize, Deserialize, Debug, Clone)]
pub struct EvalScores {
    pub evaluator: String,
    pub rubric_scores: Vec<RubricScore>,
    pub effectiveness_score: f32,
    pub passed: bool,
    #[serde(default, skip_serializing_if = "Option::is_none")]
    pub judge_rationale: Option<String>,
    #[serde(default, skip_serializing_if = "Option::is_none")]
    pub judge_tokens_in: Option<u64>,
    #[serde(default, skip_serializing_if = "Option::is_none")]
    pub judge_tokens_out: Option<u64>,
}

#[derive(Serialize, Deserialize, Debug, Clone)]
pub struct RubricScore {
    pub rubric_id: String,
    pub score: f32,
    pub weight: f32,
    #[serde(default, skip_serializing_if = "Option::is_none")]
    pub rationale: Option<String>,
}

#[derive(Serialize, Deserialize, Debug, Clone)]
pub struct RunSummary {
    pub total: u32,
    pub passed: u32,
    pub failed: u32,
    #[serde(default, skip_serializing_if = "is_zero_u32")]
    pub skipped: u32,
    #[serde(default, skip_serializing_if = "is_zero_u32")]
    pub flaky: u32,
    #[serde(default, skip_serializing_if = "is_zero_u32")]
    pub errored: u32,
    #[serde(default, skip_serializing_if = "is_zero_u32")]
    pub timed_out: u32,
    pub pass_rate: f32,
    pub mean_latency_ms: f64,
    #[serde(default, skip_serializing_if = "Option::is_none")]
    pub mean_effectiveness_score: Option<f32>,
    #[serde(default, skip_serializing_if = "ProviderErrorMetrics::is_empty")]
    pub provider_errors: ProviderErrorMetrics,
    pub overall_status: OverallStatus,
    #[serde(default, skip_serializing_if = "Option::is_none")]
    pub tokens_in: Option<u64>,
    #[serde(default, skip_serializing_if = "Option::is_none")]
    pub tokens_out: Option<u64>,
    #[serde(default, skip_serializing_if = "Option::is_none")]
    pub mean_tokens_per_judged_case: Option<u64>,
    #[serde(default, skip_serializing_if = "Option::is_none")]
    pub latency_p50_ms: Option<f64>,
    #[serde(default, skip_serializing_if = "Option::is_none")]
    pub latency_p95_ms: Option<f64>,
    #[serde(default, skip_serializing_if = "Option::is_none")]
    pub latency_p99_ms: Option<f64>,
    #[serde(default, skip_serializing_if = "Option::is_none")]
    pub judge_tokens_in: Option<u64>,
    #[serde(default, skip_serializing_if = "Option::is_none")]
    pub judge_tokens_out: Option<u64>,
    #[serde(default, skip_serializing_if = "Option::is_none")]
    pub gen_cost_usd: Option<f64>,
    #[serde(default, skip_serializing_if = "Option::is_none")]
    pub judge_cost_usd: Option<f64>,
    #[serde(default, skip_serializing_if = "Option::is_none")]
    pub total_cost_usd: Option<f64>,
    #[serde(default, skip_serializing_if = "Option::is_none")]
    pub generator_model: Option<String>,
    #[serde(default, skip_serializing_if = "Option::is_none")]
    pub judge_model: Option<String>,
    #[serde(default, skip_serializing_if = "Option::is_none")]
    pub command_line: Option<String>,
}

#[derive(Serialize, Deserialize, Debug, Clone, PartialEq)]
#[serde(rename_all = "snake_case")]
pub enum OverallStatus {
    Pass,
    Fail,
    ValidationError,
    ConfigError,
    RuntimeError,
}

#[derive(Serialize, Deserialize, Debug, Clone, PartialEq)]
#[serde(rename_all = "kebab-case")]
pub enum CertificationTrack {
    None,
    Candidate,
    Stable,
    Trusted,
}

#[derive(Serialize, Deserialize, Debug, Clone, PartialEq)]
#[serde(rename_all = "kebab-case")]
pub enum RiskTier {
    Low,
    Medium,
    High,
}

#[derive(Serialize, Deserialize, Debug, Clone, PartialEq)]
#[serde(rename_all = "kebab-case")]
pub enum DataHandling {
    SyntheticOnly,
    NoPii,
    PiiReviewed,
}