Eval dashboard · autonomous-dev-loop · scorecard.json
Run 37173049724 · validation ✓ Pass
2026-10-04T03:11:53.421Z · model groq:openai/gpt-oss-120b · 3 repeats · dataset evals/datasets/validation.jsonl (f37c25c0b9ef) · workflow run · results JSON
Metrics
| cases / runs | 15 / 45 |
| scores.verdict_match | 1 (n=45) |
| scores.score_in_range | 1 (n=27) |
| scores.suggested_ac_count | 1 (n=45) |
| error_rate | 0 |
| consistency | 1 |
| valid precision / recall / F1 | 1 / 1 / 1 (support 18) |
| invalid precision / recall / F1 | 1 / 1 / 1 (support 27) |
| latency p50 / p95 (ms) | 4802 / 17444 |
| llm calls · tokens in / out (est.) | 45 · 86058 / 8872 |
Confusion matrix
| expected ↓ / predicted → | valid | invalid |
|---|---|---|
| valid | 18 | 0 |
| invalid | 0 | 27 |
Cases
| Case | Repeat | Expected | Got | verdict_match | score_in_range | suggested_ac_count | ms | Error / output | |
|---|---|---|---|---|---|---|---|---|---|
| ✓ | valid-api-endpointvalid, api | 0 | valid | valid | 1 | 1 | 1 | 802 | model outputparsed output {
"valid": true,
"score": 100,
"blockers": [],
"warnings": [],
"suggested_ac": [
"GET /health returns HTTP 200 with Content-Type: application/json and body {\"status\":\"ok\"}",
"POST /health returns HTTP 405 Method Not Allowed",
"A test file test/health.test.mjs includes a test for GET /health verifying status code, headers, and body",
"A test file test/health.test.mjs includes a test for POST /health verifying it returns 405"
]
}call 1 · 802 ms · ~1943 → 105 tokens {"valid":true,"score":100,"blockers":[],"warnings":[],"suggested_ac":["GET /health returns HTTP 200 with Content-Type: application/json and body {\"status\":\"ok\"}","POST /health returns HTTP 405 Method Not Allowed","A test file test/health.test.mjs includes a test for GET /health verifying status code, headers, and body","A test file test/health.test.mjs includes a test for POST /health verifying it returns 405"]} |
| ✓ | valid-api-endpointvalid, api | 1 | valid | valid | 1 | 1 | 1 | 597 | model outputparsed output {
"valid": true,
"score": 100,
"blockers": [],
"warnings": [],
"suggested_ac": [
"GET /health returns HTTP 200 with Content-Type: application/json and body {\"status\":\"ok\"}",
"POST /health returns HTTP 405 Method Not Allowed",
"The health endpoint does not expose internal error details in its response body",
"A unit test in test/health.test.mjs asserts the GET response status, headers, and body",
"A unit test in test/health.test.mjs asserts that POST to /health returns 405"
]
}call 1 · 597 ms · ~1943 → 117 tokens {"valid":true,"score":100,"blockers":[],"warnings":[],"suggested_ac":["GET /health returns HTTP 200 with Content-Type: application/json and body {\"status\":\"ok\"}","POST /health returns HTTP 405 Method Not Allowed","The health endpoint does not expose internal error details in its response body","A unit test in test/health.test.mjs asserts the GET response status, headers, and body","A unit test in test/health.test.mjs asserts that POST to /health returns 405"]} |
| ✓ | valid-api-endpointvalid, api | 2 | valid | valid | 1 | 1 | 1 | 548 | model outputparsed output {
"valid": true,
"score": 100,
"blockers": [],
"warnings": [],
"suggested_ac": [
"GET /health returns HTTP 200 with JSON body {\"status\":\"ok\"} and Content-Type: application/json",
"POST /health returns HTTP 405 Method Not Allowed",
"A test file test/health.test.mjs includes a test verifying the GET /health success response",
"The same test file includes a test verifying POST /health returns 405",
"The health endpoint is added to src/server.mjs and is registered before other routes"
]
}call 1 · 548 ms · ~1943 → 119 tokens {"valid":true,"score":100,"blockers":[],"warnings":[],"suggested_ac":["GET /health returns HTTP 200 with JSON body {\"status\":\"ok\"} and Content-Type: application/json","POST /health returns HTTP 405 Method Not Allowed","A test file test/health.test.mjs includes a test verifying the GET /health success response","The same test file includes a test verifying POST /health returns 405","The health endpoint is added to src/server.mjs and is registered before other routes"]} |
| ✓ | valid-pure-functionvalid, lib | 0 | valid | valid | 1 | 1 | 1 | 583 | model outputparsed output {
"valid": true,
"score": 100,
"blockers": [],
"warnings": [],
"suggested_ac": [
"[ ] slugify('Hello World') returns 'hello-world'",
"[ ] slugify('Foo---Bar') returns 'foo-bar' (consecutive non-alphanumeric characters collapse)",
"[ ] slugify('-Leading and trailing-') returns 'leading-and-trailing' (leading/trailing hyphens trimmed)",
"[ ] slugify('') returns '' (empty string input)",
"[ ] slugify(null) throws TypeError"
]
}call 1 · 582 ms · ~1945 → 103 tokens {"valid":true,"score":100,"blockers":[],"warnings":[],"suggested_ac":["[ ] slugify('Hello World') returns 'hello-world'","[ ] slugify('Foo---Bar') returns 'foo-bar' (consecutive non-alphanumeric characters collapse)","[ ] slugify('-Leading and trailing-') returns 'leading-and-trailing' (leading/trailing hyphens trimmed)","[ ] slugify('') returns '' (empty string input)","[ ] slugify(null) throws TypeError"]} |
| ✓ | valid-pure-functionvalid, lib | 1 | valid | valid | 1 | 1 | 1 | 18263 | model outputparsed output {
"valid": true,
"score": 100,
"blockers": [],
"warnings": [],
"suggested_ac": [
"[ ] slugify('Hello World') returns 'hello-world'",
"[ ] slugify('Foo---Bar') returns 'foo-bar' (consecutive non-alphanumeric characters collapse)",
"[ ] slugify('-Leading and trailing-') returns 'leading-and-trailing' (leading/trailing hyphens trimmed)",
"[ ] slugify('') returns '' (empty string input)",
"[ ] slugify(null) throws TypeError"
]
}call 1 · 18262 ms · ~1945 → 103 tokens {"valid":true,"score":100,"blockers":[],"warnings":[],"suggested_ac":["[ ] slugify('Hello World') returns 'hello-world'","[ ] slugify('Foo---Bar') returns 'foo-bar' (consecutive non-alphanumeric characters collapse)","[ ] slugify('-Leading and trailing-') returns 'leading-and-trailing' (leading/trailing hyphens trimmed)","[ ] slugify('') returns '' (empty string input)","[ ] slugify(null) throws TypeError"]} |
| ✓ | valid-pure-functionvalid, lib | 2 | valid | valid | 1 | 1 | 1 | 14725 | model outputparsed output {
"valid": true,
"score": 100,
"blockers": [],
"warnings": [],
"suggested_ac": [
"[ ] slugify('Hello World') returns 'hello-world'",
"[ ] Consecutive non-alphanumeric characters collapse to a single '-' in the output",
"[ ] Leading and trailing '-' characters are removed from the result",
"[ ] slugify('') returns an empty string ''",
"[ ] slugify(null) throws a TypeError"
]
}call 1 · 14725 ms · ~1945 → 91 tokens {"valid":true,"score":100,"blockers":[],"warnings":[],"suggested_ac":["[ ] slugify('Hello World') returns 'hello-world'","[ ] Consecutive non-alphanumeric characters collapse to a single '-' in the output","[ ] Leading and trailing '-' characters are removed from the result","[ ] slugify('') returns an empty string ''","[ ] slugify(null) throws a TypeError"]} |
| ✓ | valid-bugfixvalid, bug | 0 | valid | valid | 1 | 1 | 1 | 8448 | model outputparsed output {
"valid": true,
"score": 100,
"blockers": [],
"warnings": [],
"suggested_ac": [
"[ ] `parseFlatYaml('key:')` returns `{ key: '' }`",
"[ ] `parseFlatYaml('')` returns an empty object `{}`",
"[ ] `parseFlatYaml(null)` throws a TypeError",
"[ ] `parseFlatYaml('list: a: b')` correctly parses nested colon values as `{ list: 'a: b' }`",
"[ ] All existing unit tests in `scripts/tests/yaml.test.mjs` pass after the change"
]
}call 1 · 8447 ms · ~1953 → 102 tokens {"valid":true,"score":100,"blockers":[],"warnings":[],"suggested_ac":["[ ] `parseFlatYaml('key:')` returns `{ key: '' }`","[ ] `parseFlatYaml('')` returns an empty object `{}`","[ ] `parseFlatYaml(null)` throws a TypeError","[ ] `parseFlatYaml('list: a: b')` correctly parses nested colon values as `{ list: 'a: b' }`","[ ] All existing unit tests in `scripts/tests/yaml.test.mjs` pass after the change"]} |
| ✓ | valid-bugfixvalid, bug | 1 | valid | valid | 1 | 1 | 1 | 14901 | model outputparsed output {
"valid": true,
"score": 100,
"blockers": [],
"warnings": [],
"suggested_ac": [
"[ ] `parseFlatYaml('key:')` returns `{ key: '' }`",
"[ ] `parseFlatYaml('')` returns an empty object `{}`",
"[ ] `parseFlatYaml(null)` throws a TypeError",
"[ ] `parseFlatYaml('list: a: b')` correctly parses nested colon values as `{ list: 'a: b' }`",
"[ ] All existing unit tests in `scripts/tests/yaml.test.mjs` pass after the change"
]
}call 1 · 14901 ms · ~1953 → 102 tokens {"valid":true,"score":100,"blockers":[],"warnings":[],"suggested_ac":["[ ] `parseFlatYaml('key:')` returns `{ key: '' }`","[ ] `parseFlatYaml('')` returns an empty object `{}`","[ ] `parseFlatYaml(null)` throws a TypeError","[ ] `parseFlatYaml('list: a: b')` correctly parses nested colon values as `{ list: 'a: b' }`","[ ] All existing unit tests in `scripts/tests/yaml.test.mjs` pass after the change"]} |
| ✓ | valid-bugfixvalid, bug | 2 | valid | valid | 1 | 1 | 1 | 4682 | model outputparsed output {
"valid": true,
"score": 100,
"blockers": [],
"warnings": [],
"suggested_ac": [
"[ ] `parseFlatYaml('key:')` returns `{ key: '' }`",
"[ ] `parseFlatYaml('')` returns an empty object `{}`",
"[ ] `parseFlatYaml(null)` throws a TypeError",
"[ ] `parseFlatYaml('list: a: b')` correctly parses nested colon values as `{ list: 'a: b' }`",
"[ ] All existing unit tests in `scripts/tests/yaml.test.mjs` pass after the change"
]
}call 1 · 4682 ms · ~1953 → 102 tokens {"valid":true,"score":100,"blockers":[],"warnings":[],"suggested_ac":["[ ] `parseFlatYaml('key:')` returns `{ key: '' }`","[ ] `parseFlatYaml('')` returns an empty object `{}`","[ ] `parseFlatYaml(null)` throws a TypeError","[ ] `parseFlatYaml('list: a: b')` correctly parses nested colon values as `{ list: 'a: b' }`","[ ] All existing unit tests in `scripts/tests/yaml.test.mjs` pass after the change"]} |
| ✓ | valid-docs-diagramvalid, docs | 0 | valid | valid | 1 | 1 | 1 | 3549 | model outputparsed output {
"valid": true,
"score": 100,
"blockers": [],
"warnings": [],
"suggested_ac": [
"[ ] README.md includes a \"## Pipeline\" heading followed by a fenced mermaid code block",
"[ ] The mermaid diagram contains nodes labeled exactly: Issue Validation, Code Generation, PR Review, Auto-fix, Human Merge",
"[ ] Directed edges exist: Issue Validation -> Code Generation -> PR Review -> Auto-fix -> Human Merge and an additional edge Auto-fix -> PR Review",
"[ ] No other sections or content in README.md are altered beyond adding the new Pipeline section",
"[ ] The mermaid diagram renders correctly on GitHub (the page displays the diagram without errors)"
]
}call 1 · 3549 ms · ~1968 → 160 tokens {"valid":true,"score":100,"blockers":[],"warnings":[],"suggested_ac":["[ ] README.md includes a \"## Pipeline\" heading followed by a fenced mermaid code block","[ ] The mermaid diagram contains nodes labeled exactly: Issue Validation, Code Generation, PR Review, Auto-fix, Human Merge","[ ] Directed edges exist: Issue Validation -> Code Generation -> PR Review -> Auto-fix -> Human Merge and an additional edge Auto-fix -> PR Review","[ ] No other sections or content in README.md are altered beyond adding the new Pipeline section","[ ] The mermaid diagram renders correctly on GitHub (the page displays the diagram without errors)"]} |
| ✓ | valid-docs-diagramvalid, docs | 1 | valid | valid | 1 | 1 | 1 | 2871 | model outputparsed output {
"valid": true,
"score": 100,
"blockers": [],
"warnings": [],
"suggested_ac": [
"[ ] README.md includes a \"## Pipeline\" heading followed by a fenced mermaid code block",
"[ ] The mermaid diagram contains nodes labeled exactly: Issue Validation, Code Generation, PR Review, Auto-fix, Human Merge",
"[ ] Directed edges exist: Issue Validation -> Code Generation -> PR Review -> Auto-fix -> Human Merge and an additional edge Auto-fix -> PR Review",
"[ ] No other sections or content in README.md are altered beyond adding the new Pipeline section",
"[ ] The mermaid diagram renders correctly on GitHub (the page displays the diagram without errors)"
]
}call 1 · 2871 ms · ~1968 → 160 tokens {"valid":true,"score":100,"blockers":[],"warnings":[],"suggested_ac":["[ ] README.md includes a \"## Pipeline\" heading followed by a fenced mermaid code block","[ ] The mermaid diagram contains nodes labeled exactly: Issue Validation, Code Generation, PR Review, Auto-fix, Human Merge","[ ] Directed edges exist: Issue Validation -> Code Generation -> PR Review -> Auto-fix -> Human Merge and an additional edge Auto-fix -> PR Review","[ ] No other sections or content in README.md are altered beyond adding the new Pipeline section","[ ] The mermaid diagram renders correctly on GitHub (the page displays the diagram without errors)"]} |
| ✓ | valid-docs-diagramvalid, docs | 2 | valid | valid | 1 | 1 | 1 | 3380 | model outputparsed output {
"valid": true,
"score": 100,
"blockers": [],
"warnings": [],
"suggested_ac": [
"[ ] README.md includes a \"## Pipeline\" heading followed by a fenced mermaid code block",
"[ ] The mermaid diagram contains nodes labeled exactly: Issue Validation, Code Generation, PR Review, Auto-fix, Human Merge",
"[ ] Directed edges exist in the order Issue Validation → Code Generation → PR Review → Auto-fix → Human Merge and an additional edge Auto-fix → PR Review",
"[ ] No other sections or content in README.md are altered beyond adding the new Pipeline section",
"[ ] The mermaid diagram renders correctly on GitHub (the page displays the diagram without errors)"
]
}call 1 · 3380 ms · ~1968 → 161 tokens {"valid":true,"score":100,"blockers":[],"warnings":[],"suggested_ac":["[ ] README.md includes a \"## Pipeline\" heading followed by a fenced mermaid code block","[ ] The mermaid diagram contains nodes labeled exactly: Issue Validation, Code Generation, PR Review, Auto-fix, Human Merge","[ ] Directed edges exist in the order Issue Validation → Code Generation → PR Review → Auto-fix → Human Merge and an additional edge Auto-fix → PR Review","[ ] No other sections or content in README.md are altered beyond adding the new Pipeline section","[ ] The mermaid diagram renders correctly on GitHub (the page displays the diagram without errors)"]} |
| ✓ | valid-config-changevalid, config | 0 | valid | valid | 1 | 1 | 1 | 3606 | model outputparsed output {
"valid": true,
"score": 100,
"blockers": [],
"warnings": [],
"suggested_ac": [
"[ ] config/models.yaml contains a line `validation_max_tokens: 1536` exactly as specified",
"[ ] The test `scripts/tests/config.test.mjs` asserts that `loadLLMConfig('validation').maxTokens` equals 1536",
"[ ] No other keys or values in config/models.yaml are modified compared to the previous version"
]
}call 1 · 3606 ms · ~1948 → 94 tokens {"valid":true,"score":100,"blockers":[],"warnings":[],"suggested_ac":["[ ] config/models.yaml contains a line `validation_max_tokens: 1536` exactly as specified","[ ] The test `scripts/tests/config.test.mjs` asserts that `loadLLMConfig('validation').maxTokens` equals 1536","[ ] No other keys or values in config/models.yaml are modified compared to the previous version"]} |
| ✓ | valid-config-changevalid, config | 1 | valid | valid | 1 | 1 | 1 | 14671 | model outputparsed output {
"valid": true,
"score": 100,
"blockers": [],
"warnings": [],
"suggested_ac": [
"[ ] config/models.yaml contains a line `validation_max_tokens: 1536` exactly as specified",
"[ ] The test `scripts/tests/config.test.mjs` asserts that `loadLLMConfig('validation').maxTokens` equals 1536",
"[ ] No other keys or values in config/models.yaml are modified compared to the previous version"
]
}call 1 · 14671 ms · ~1948 → 94 tokens {"valid":true,"score":100,"blockers":[],"warnings":[],"suggested_ac":["[ ] config/models.yaml contains a line `validation_max_tokens: 1536` exactly as specified","[ ] The test `scripts/tests/config.test.mjs` asserts that `loadLLMConfig('validation').maxTokens` equals 1536","[ ] No other keys or values in config/models.yaml are modified compared to the previous version"]} |
| ✓ | valid-config-changevalid, config | 2 | valid | valid | 1 | 1 | 1 | 20745 | model outputparsed output {
"valid": true,
"score": 100,
"blockers": [],
"warnings": [],
"suggested_ac": [
"[ ] config/models.yaml contains a line `validation_max_tokens: 1536` and no other changes to the file",
"[ ] The test `scripts/tests/config.test.mjs` asserts that `loadLLMConfig('validation').maxTokens` equals 1536",
"[ ] Running the test suite passes with the updated token limit",
"[ ] No other keys or values in config/models.yaml are modified compared to the previous version",
"[ ] The application starts without errors after the configuration change"
]
}call 1 · 20745 ms · ~1948 → 132 tokens {"valid":true,"score":100,"blockers":[],"warnings":[],"suggested_ac":["[ ] config/models.yaml contains a line `validation_max_tokens: 1536` and no other changes to the file","[ ] The test `scripts/tests/config.test.mjs` asserts that `loadLLMConfig('validation').maxTokens` equals 1536","[ ] Running the test suite passes with the updated token limit","[ ] No other keys or values in config/models.yaml are modified compared to the previous version","[ ] The application starts without errors after the configuration change"]} |
| ✓ | valid-error-handlingvalid, edge | 0 | valid | valid | 1 | 1 | 1 | 668 | model outputparsed output {
"valid": true,
"score": 100,
"blockers": [],
"warnings": [],
"suggested_ac": [
"Given a corrupt JSON checkpoint file, when readCheckpoint is called with its path, then it returns null and logs an error with the file path",
"Given a missing checkpoint file, when readCheckpoint is called with its path, then it returns null without throwing",
"Given a valid JSON checkpoint file, when readCheckpoint is called with its path, then it returns the parsed object unchanged"
]
}call 1 · 668 ms · ~1966 → 115 tokens {"valid":true,"score":100,"blockers":[],"warnings":[],"suggested_ac":["Given a corrupt JSON checkpoint file, when readCheckpoint is called with its path, then it returns null and logs an error with the file path","Given a missing checkpoint file, when readCheckpoint is called with its path, then it returns null without throwing","Given a valid JSON checkpoint file, when readCheckpoint is called with its path, then it returns the parsed object unchanged"]} |
| ✓ | valid-error-handlingvalid, edge | 1 | valid | valid | 1 | 1 | 1 | 17444 | model outputparsed output {
"valid": true,
"score": 100,
"blockers": [],
"warnings": [],
"suggested_ac": [
"[ ] readCheckpoint returns null when the checkpoint file contains malformed JSON and logs an error with the file path",
"[ ] readCheckpoint returns null when the checkpoint file does not exist",
"[ ] readCheckpoint returns the parsed object unchanged when the checkpoint file contains valid JSON",
"[ ] The logger.error method is called exactly once with the correct file path for corrupt JSON cases",
"[ ] Unit tests exist for each of the three scenarios and assert the returned value and logger behavior"
]
}call 1 · 17444 ms · ~1966 → 144 tokens {"valid":true,"score":100,"blockers":[],"warnings":[],"suggested_ac":["[ ] readCheckpoint returns null when the checkpoint file contains malformed JSON and logs an error with the file path","[ ] readCheckpoint returns null when the checkpoint file does not exist","[ ] readCheckpoint returns the parsed object unchanged when the checkpoint file contains valid JSON","[ ] The logger.error method is called exactly once with the correct file path for corrupt JSON cases","[ ] Unit tests exist for each of the three scenarios and assert the returned value and logger behavior"]} |
| ✓ | valid-error-handlingvalid, edge | 2 | valid | valid | 1 | 1 | 1 | 14801 | model outputparsed output {
"valid": true,
"score": 100,
"blockers": [],
"warnings": [],
"suggested_ac": [
"[ ] readCheckpoint returns null when the checkpoint file contains invalid JSON and logs an error with the file path",
"[ ] readCheckpoint returns null when the checkpoint file does not exist",
"[ ] readCheckpoint returns the parsed object unchanged when the checkpoint file contains valid JSON",
"[ ] The logger.error method is called exactly once with the correct file path for corrupt JSON cases",
"[ ] Unit tests exist for each of the three scenarios (invalid JSON, missing file, valid JSON) and assert the returned values and logging behavior"
]
}call 1 · 14801 ms · ~1966 → 154 tokens {"valid":true,"score":100,"blockers":[],"warnings":[],"suggested_ac":["[ ] readCheckpoint returns null when the checkpoint file contains invalid JSON and logs an error with the file path","[ ] readCheckpoint returns null when the checkpoint file does not exist","[ ] readCheckpoint returns the parsed object unchanged when the checkpoint file contains valid JSON","[ ] The logger.error method is called exactly once with the correct file path for corrupt JSON cases","[ ] Unit tests exist for each of the three scenarios (invalid JSON, missing file, valid JSON) and assert the returned values and logging behavior"]} |
| ✓ | invalid-no-acinvalid, b1 | 0 | invalid | invalid | 1 | 1 | 1 | 9436 | model outputparsed output {
"valid": false,
"score": 25,
"blockers": [
"Missing explicit acceptance criteria",
"Ambiguous scope with no defined implementation details"
],
"warnings": [
"Missing technical context about where dark mode should be implemented and which UI components are affected",
"Edge cases such as handling system theme changes and accessibility contrast not addressed"
],
"suggested_ac": [
"[ ] The application provides a toggle in the user settings to switch between light and dark themes",
"[ ] When dark mode is enabled, all UI components render with colors defined in the dark theme stylesheet and the page background is #121212",
"[ ] The system respects the OS-level dark mode preference on first load if the user has not set a preference, defaulting to dark theme when the OS is in dark mode",
"[ ] Switching themes updates the stored user preference and persists across sessions",
"[ ] The UI renders correctly in dark mode for high‑contrast accessibility settings and does not produce any contrast errors in automated accessibility tests"
]
}call 1 · 9435 ms · ~1859 → 255 tokens {"valid":false,"score":25,"blockers":["Missing explicit acceptance criteria","Ambiguous scope with no defined implementation details"],"warnings":["Missing technical context about where dark mode should be implemented and which UI components are affected","Edge cases such as handling system theme changes and accessibility contrast not addressed"],"suggested_ac":["[ ] The application provides a toggle in the user settings to switch between light and dark themes","[ ] When dark mode is enabled, all UI components render with colors defined in the dark theme stylesheet and the page background is #121212","[ ] The system respects the OS-level dark mode preference on first load if the user has not set a preference, defaulting to dark theme when the OS is in dark mode","[ ] Switching themes updates the stored user preference and persists across sessions","[ ] The UI renders correctly in dark mode for high‑contrast accessibility settings and does not produce any contrast errors in automated accessibility tests"]} |
| ✓ | invalid-no-acinvalid, b1 | 1 | invalid | invalid | 1 | 1 | 1 | 14831 | model outputparsed output {
"valid": false,
"score": 25,
"blockers": [
"Missing explicit acceptance criteria",
"Ambiguous scope: no definition of how dark mode should be implemented or which components are affected"
],
"warnings": [
"Missing technical context: no files, modules, or UI components are referenced",
"Edge cases not covered: no handling of persistence, system preference fallback, or accessibility considerations"
],
"suggested_ac": [
"[ ] When a user enables dark mode in the settings, all UI components render using the dark color palette and the page background is #121212",
"[ ] The dark mode preference persists across browser sessions and is applied on subsequent logins",
"[ ] Switching back to light mode restores the original light color palette for all UI components",
"[ ] The dark mode implementation does not increase page load time by more than 100 ms compared to the light mode",
"[ ] The dark mode respects the system color scheme preference when no explicit user setting is selected"
]
}call 1 · 14831 ms · ~1859 → 243 tokens {"valid":false,"score":25,"blockers":["Missing explicit acceptance criteria","Ambiguous scope: no definition of how dark mode should be implemented or which components are affected"],"warnings":["Missing technical context: no files, modules, or UI components are referenced","Edge cases not covered: no handling of persistence, system preference fallback, or accessibility considerations"],"suggested_ac":["[ ] When a user enables dark mode in the settings, all UI components render using the dark color palette and the page background is #121212","[ ] The dark mode preference persists across browser sessions and is applied on subsequent logins","[ ] Switching back to light mode restores the original light color palette for all UI components","[ ] The dark mode implementation does not increase page load time by more than 100 ms compared to the light mode","[ ] The dark mode respects the system color scheme preference when no explicit user setting is selected"]} |
| ✓ | invalid-no-acinvalid, b1 | 2 | invalid | invalid | 1 | 1 | 1 | 14536 | model outputparsed output {
"valid": false,
"score": 25,
"blockers": [
"Missing explicit acceptance criteria",
"Ambiguous scope of the dark mode implementation"
],
"warnings": [
"No technical context such as affected files or UI components is provided",
"Edge cases such as system preferences, high‑contrast mode, and fallback colors are not addressed"
],
"suggested_ac": [
"[ ] The application provides a toggle in the settings page to switch between light and dark themes",
"[ ] When dark mode is enabled, all UI components render with colors defined in the dark theme palette and meet WCAG AA contrast ratios",
"[ ] The system respects the user's OS-level dark mode preference on first load and applies the corresponding theme automatically",
"[ ] Switching themes does not cause layout shifts or crashes; the page remains functional for all routes",
"[ ] The dark theme is applied correctly when the user has reduced motion or high‑contrast settings enabled"
]
}call 1 · 14536 ms · ~1859 → 230 tokens {"valid":false,"score":25,"blockers":["Missing explicit acceptance criteria","Ambiguous scope of the dark mode implementation"],"warnings":["No technical context such as affected files or UI components is provided","Edge cases such as system preferences, high‑contrast mode, and fallback colors are not addressed"],"suggested_ac":["[ ] The application provides a toggle in the settings page to switch between light and dark themes","[ ] When dark mode is enabled, all UI components render with colors defined in the dark theme palette and meet WCAG AA contrast ratios","[ ] The system respects the user's OS-level dark mode preference on first load and applies the corresponding theme automatically","[ ] Switching themes does not cause layout shifts or crashes; the page remains functional for all routes","[ ] The dark theme is applied correctly when the user has reduced motion or high‑contrast settings enabled"]} |
| ✓ | invalid-vague-acinvalid, b1 | 0 | invalid | invalid | 1 | 1 | 1 | 3621 | model outputparsed output {
"valid": false,
"score": 30,
"blockers": [
"Acceptance criteria are vague and not testable; items like \"Fix the bug\" and \"It should work correctly\" do not define measurable outcomes"
],
"warnings": [
"Missing technical context: the issue does not specify which component, endpoint, or code files are involved in the login process"
],
"suggested_ac": [
"[ ] When a POST request is made to /api/login with valid credentials, the response returns HTTP 200 and a JSON body containing a non‑null authentication token",
"[ ] When a POST request is made to /api/login with an invalid password, the response returns HTTP 401 with an error message \"Invalid credentials\"",
"[ ] When a POST request is made to /api/login with a missing username or password field, the response returns HTTP 400 with an error indicating the missing field",
"[ ] The login endpoint responds within 500 ms for payloads up to 1 KB under normal load",
"[ ] No unhandled exceptions are logged when processing login requests, and error logs contain a stack trace only for unexpected server errors"
]
}call 1 · 3621 ms · ~1875 → 264 tokens {"valid":false,"score":30,"blockers":["Acceptance criteria are vague and not testable; items like \"Fix the bug\" and \"It should work correctly\" do not define measurable outcomes"],"warnings":["Missing technical context: the issue does not specify which component, endpoint, or code files are involved in the login process"],"suggested_ac":["[ ] When a POST request is made to /api/login with valid credentials, the response returns HTTP 200 and a JSON body containing a non‑null authentication token","[ ] When a POST request is made to /api/login with an invalid password, the response returns HTTP 401 with an error message \"Invalid credentials\"","[ ] When a POST request is made to /api/login with a missing username or password field, the response returns HTTP 400 with an error indicating the missing field","[ ] The login endpoint responds within 500 ms for payloads up to 1 KB under normal load","[ ] No unhandled exceptions are logged when processing login requests, and error logs contain a stack trace only for unexpected server errors"]} |
| ✓ | invalid-vague-acinvalid, b1 | 1 | invalid | invalid | 1 | 1 | 1 | 16928 | model outputparsed output {
"valid": false,
"score": 30,
"blockers": [
"Missing explicit, testable acceptance criteria; checklist items are vague and non‑deterministic",
"Acceptance criteria items are non‑testable and subjective"
],
"warnings": [
"Missing technical context about affected components or code paths"
],
"suggested_ac": [
"Given a valid username and password, when the user submits the login form, then the server returns HTTP 200 and a session token",
"Given an invalid password, when the user submits the login form, then the server returns HTTP 401 with an error message \"Invalid credentials\"",
"Given a missing username field, when the user submits the login form, then the server returns HTTP 400 with an error message \"Username required\"",
"Given a network timeout during authentication, when the user submits the login form, then the client displays a retry option and does not crash"
]
}call 1 · 16928 ms · ~1875 → 217 tokens {"valid":false,"score":30,"blockers":["Missing explicit, testable acceptance criteria; checklist items are vague and non‑deterministic","Acceptance criteria items are non‑testable and subjective"],"warnings":["Missing technical context about affected components or code paths"],"suggested_ac":["Given a valid username and password, when the user submits the login form, then the server returns HTTP 200 and a session token","Given an invalid password, when the user submits the login form, then the server returns HTTP 401 with an error message \"Invalid credentials\"","Given a missing username field, when the user submits the login form, then the server returns HTTP 400 with an error message \"Username required\"","Given a network timeout during authentication, when the user submits the login form, then the client displays a retry option and does not crash"]} |
| ✓ | invalid-vague-acinvalid, b1 | 2 | invalid | invalid | 1 | 1 | 1 | 3506 | model outputparsed output {
"valid": false,
"score": 15,
"blockers": [
"Acceptance criteria are vague and not testable"
],
"warnings": [
"Missing technical context about where the login logic resides",
"Edge cases and error handling are not addressed"
],
"suggested_ac": [
"Given valid credentials, when POST /api/login, then returns HTTP 200 with a JSON body containing an authentication token",
"Given an invalid password, when POST /api/login, then returns HTTP 401 Unauthorized",
"Given missing required fields, when POST /api/login, then returns HTTP 400 Bad Request with an error description",
"Login request completes in under 500 ms for payloads up to 1 KB",
"No unhandled exceptions (HTTP 500) are returned for any input to the login endpoint"
]
}call 1 · 3505 ms · ~1875 → 177 tokens {"valid":false,"score":15,"blockers":["Acceptance criteria are vague and not testable"],"warnings":["Missing technical context about where the login logic resides","Edge cases and error handling are not addressed"],"suggested_ac":["Given valid credentials, when POST /api/login, then returns HTTP 200 with a JSON body containing an authentication token","Given an invalid password, when POST /api/login, then returns HTTP 401 Unauthorized","Given missing required fields, when POST /api/login, then returns HTTP 400 Bad Request with an error description","Login request completes in under 500 ms for payloads up to 1 KB","No unhandled exceptions (HTTP 500) are returned for any input to the login endpoint"]} |
| ✓ | invalid-subjective-acinvalid, b2 | 0 | invalid | invalid | 1 | — | 1 | 14640 | model outputparsed output {
"valid": false,
"score": 0,
"blockers": [
"Acceptance criteria are vague and not testable; items like \"The page looks modern and clean\" are subjective",
"Acceptance criteria lack measurable success conditions; no concrete functional or visual specifications are provided",
"Scope is ambiguous; redesign could involve layout, styling, component changes without clear boundaries"
],
"warnings": [
"Missing technical context: no details about current implementation, design guidelines, or components to modify"
],
"suggested_ac": [
"[ ] The Settings page matches the provided Figma design mockup exactly, with all component dimensions and colors as specified",
"[ ] All interactive elements (buttons, toggles, inputs) have a minimum touch target size of 44x44 px and pass accessibility contrast ratios (WCAG AA)",
"[ ] The page renders correctly on viewport widths 320 px, 768 px, and 1440 px without horizontal scrolling",
"[ ] Clicking the \"Save\" button triggers a POST request to /api/settings and displays a success toast within 2 seconds",
"[ ] Invalid input (e.g., empty required fields) shows inline validation errors and prevents the POST request"
]
}call 1 · 14640 ms · ~1890 → 285 tokens {"valid":false,"score":0,"blockers":["Acceptance criteria are vague and not testable; items like \"The page looks modern and clean\" are subjective","Acceptance criteria lack measurable success conditions; no concrete functional or visual specifications are provided","Scope is ambiguous; redesign could involve layout, styling, component changes without clear boundaries"],"warnings":["Missing technical context: no details about current implementation, design guidelines, or components to modify"],"suggested_ac":["[ ] The Settings page matches the provided Figma design mockup exactly, with all component dimensions and colors as specified","[ ] All interactive elements (buttons, toggles, inputs) have a minimum touch target size of 44x44 px and pass accessibility contrast ratios (WCAG AA)","[ ] The page renders correctly on viewport widths 320 px, 768 px, and 1440 px without horizontal scrolling","[ ] Clicking the \"Save\" button triggers a POST request to /api/settings and displays a success toast within 2 seconds","[ ] Invalid input (e.g., empty required fields) shows inline validation errors and prevents the POST request"]} |
| ✓ | invalid-subjective-acinvalid, b2 | 1 | invalid | invalid | 1 | — | 1 | 3990 | model outputparsed output {
"valid": false,
"score": 0,
"blockers": [
"Acceptance criteria are vague and not testable; items like \"The page looks modern and clean\" are subjective and cannot be automatically verified",
"Acceptance criteria lack concrete, measurable conditions; no functional or performance specifications are provided"
],
"warnings": [
"Scope is ambiguous: redesign of Settings page does not specify which elements, components, or design guidelines to follow",
"Missing technical context: no reference to design system, mockups, or affected components beyond the file path"
],
"suggested_ac": [
"Given the Settings page component, when rendered on a desktop viewport of 1440px width, then the page must have a background color of #FFFFFF and use the primary font defined in the design system",
"Given the Settings page component, when a user hovers over the \"Save\" button, then the button's background color must transition to the hover color defined in the style guide within 200ms",
"When the Settings page is rendered on a mobile viewport of 375px width, then all form fields must be stacked vertically with a minimum touch target size of 44px height",
"When the Settings page receives invalid input in any field and the user attempts to submit, then an inline error message with the text \"Invalid input\" must be displayed next to the field",
"When the Settings page loads, it must complete rendering within 500ms for a typical user profile payload (less than 1 KB)"
]
}call 1 · 3990 ms · ~1890 → 362 tokens {"valid":false,"score":0,"blockers":["Acceptance criteria are vague and not testable; items like \"The page looks modern and clean\" are subjective and cannot be automatically verified","Acceptance criteria lack concrete, measurable conditions; no functional or performance specifications are provided"],"warnings":["Scope is ambiguous: redesign of Settings page does not specify which elements, components, or design guidelines to follow","Missing technical context: no reference to design system, mockups, or affected components beyond the file path"],"suggested_ac":["Given the Settings page component, when rendered on a desktop viewport of 1440px width, then the page must have a background color of #FFFFFF and use the primary font defined in the design system","Given the Settings page component, when a user hovers over the \"Save\" button, then the button's background color must transition to the hover color defined in the style guide within 200ms","When the Settings page is rendered on a mobile viewport of 375px width, then all form fields must be stacked vertically with a minimum touch target size of 44px height","When the Settings page receives invalid input in any field and the user attempts to submit, then an inline error message with the text \"Invalid input\" must be displayed next to the field","When the Settings page loads, it must complete rendering within 500ms for a typical user profile payload (less than 1 KB)"]} |
| ✓ | invalid-subjective-acinvalid, b2 | 2 | invalid | invalid | 1 | — | 1 | 3311 | model outputparsed output {
"valid": false,
"score": 15,
"blockers": [
"Acceptance criteria are vague and non‑testable; items like \"The page looks modern and clean\" cannot be automatically verified",
"Acceptance criteria lack measurable success conditions or error handling specifications"
],
"warnings": [
"Missing technical context about which components or styles need to be updated",
"No edge cases or accessibility considerations are addressed"
],
"suggested_ac": [
"[ ] The Settings page renders without runtime errors for all supported browsers",
"[ ] The page includes a header element with text \"Settings\" and a save button with aria-label \"Save settings\"",
"[ ] The layout adapts to viewport widths of 320px, 768px, and 1440px, maintaining readable text and accessible contrast ratios",
"[ ] Clicking the save button triggers a POST request to /api/settings and displays a success toast on a 200 response",
"[ ] Invalid input in any field displays an inline validation error message and prevents the POST request"
]
}call 1 · 3311 ms · ~1890 → 246 tokens {"valid":false,"score":15,"blockers":["Acceptance criteria are vague and non‑testable; items like \"The page looks modern and clean\" cannot be automatically verified","Acceptance criteria lack measurable success conditions or error handling specifications"],"warnings":["Missing technical context about which components or styles need to be updated","No edge cases or accessibility considerations are addressed"],"suggested_ac":["[ ] The Settings page renders without runtime errors for all supported browsers","[ ] The page includes a header element with text \"Settings\" and a save button with aria-label \"Save settings\"","[ ] The layout adapts to viewport widths of 320px, 768px, and 1440px, maintaining readable text and accessible contrast ratios","[ ] Clicking the save button triggers a POST request to /api/settings and displays a success toast on a 200 response","[ ] Invalid input in any field displays an inline validation error message and prevents the POST request"]} |
| ✓ | invalid-unmeasurable-perfinvalid, b2 | 0 | invalid | invalid | 1 | — | 1 | 15328 | model outputparsed output {
"valid": false,
"score": 30,
"blockers": [
"Acceptance criteria are vague and non‑testable; items like \"Review should be faster\" and \"Better performance overall\" lack measurable success conditions"
],
"warnings": [
"Missing technical context: the issue does not specify which part of the script is slow, expected input sizes, or current performance metrics"
],
"suggested_ac": [
"[ ] The script `scripts/pr_review.mjs` processes a PR with 500 changed files in under 2 seconds on a standard CI runner",
"[ ] Processing time for a PR with 1000 changed files does not exceed 4 seconds",
"[ ] The script logs a warning if processing time exceeds 5 seconds for any PR",
"[ ] CPU usage of the script stays below 80% on average during execution for PRs up to 2000 changed files",
"[ ] Unit test verifies that `runReview()` returns within the performance threshold for a mock PR payload"
]
}call 1 · 15328 ms · ~1880 → 217 tokens {"valid":false,"score":30,"blockers":["Acceptance criteria are vague and non‑testable; items like \"Review should be faster\" and \"Better performance overall\" lack measurable success conditions"],"warnings":["Missing technical context: the issue does not specify which part of the script is slow, expected input sizes, or current performance metrics"],"suggested_ac":["[ ] The script `scripts/pr_review.mjs` processes a PR with 500 changed files in under 2 seconds on a standard CI runner","[ ] Processing time for a PR with 1000 changed files does not exceed 4 seconds","[ ] The script logs a warning if processing time exceeds 5 seconds for any PR","[ ] CPU usage of the script stays below 80% on average during execution for PRs up to 2000 changed files","[ ] Unit test verifies that `runReview()` returns within the performance threshold for a mock PR payload"]} |
| ✓ | invalid-unmeasurable-perfinvalid, b2 | 1 | invalid | invalid | 1 | — | 1 | 14521 | model outputparsed output {
"valid": false,
"score": 30,
"blockers": [
"Acceptance criteria are vague and non‑testable; items like \"Review should be faster\" and \"Better performance overall\" lack measurable success conditions"
],
"warnings": [
"Missing technical context: the issue does not specify which part of the script is slow, expected input sizes, or current performance metrics"
],
"suggested_ac": [
"[ ] The script `scripts/pr_review.mjs` processes a PR with 500 changed files in under 2 seconds on a standard CI runner",
"[ ] Processing time for a PR with 1000 changed files does not exceed 4 seconds",
"[ ] The script logs a warning if processing time exceeds 5 seconds for any PR",
"[ ] CPU usage of the script stays below 80% on average during execution for PRs up to 2000 changed files",
"[ ] Unit test verifies that `runReview()` returns within the performance threshold for a mock PR payload"
]
}call 1 · 14521 ms · ~1880 → 217 tokens {"valid":false,"score":30,"blockers":["Acceptance criteria are vague and non‑testable; items like \"Review should be faster\" and \"Better performance overall\" lack measurable success conditions"],"warnings":["Missing technical context: the issue does not specify which part of the script is slow, expected input sizes, or current performance metrics"],"suggested_ac":["[ ] The script `scripts/pr_review.mjs` processes a PR with 500 changed files in under 2 seconds on a standard CI runner","[ ] Processing time for a PR with 1000 changed files does not exceed 4 seconds","[ ] The script logs a warning if processing time exceeds 5 seconds for any PR","[ ] CPU usage of the script stays below 80% on average during execution for PRs up to 2000 changed files","[ ] Unit test verifies that `runReview()` returns within the performance threshold for a mock PR payload"]} |
| ✓ | invalid-unmeasurable-perfinvalid, b2 | 2 | invalid | invalid | 1 | — | 1 | 3591 | model outputparsed output {
"valid": false,
"score": 30,
"blockers": [
"Acceptance criteria are vague and non‑testable; items like \"Review should be faster\" and \"Better performance overall\" lack measurable success conditions"
],
"warnings": [
"Missing technical context: the issue does not specify which part of the script is slow, expected input sizes, or current performance metrics"
],
"suggested_ac": [
"[ ] The script `scripts/pr_review.mjs` processes a PR with 500 changed files in under 2 seconds on a standard CI runner",
"[ ] Processing time for a PR with 1000 changed files does not exceed 4 seconds",
"[ ] The script logs a warning if processing time exceeds 5 seconds for any PR",
"[ ] CPU usage of the script stays below 80% on average during execution for PRs up to 2000 changed files",
"[ ] Unit test verifies that `runReview()` returns within the performance threshold for a mock PR payload"
]
}call 1 · 3591 ms · ~1880 → 217 tokens {"valid":false,"score":30,"blockers":["Acceptance criteria are vague and non‑testable; items like \"Review should be faster\" and \"Better performance overall\" lack measurable success conditions"],"warnings":["Missing technical context: the issue does not specify which part of the script is slow, expected input sizes, or current performance metrics"],"suggested_ac":["[ ] The script `scripts/pr_review.mjs` processes a PR with 500 changed files in under 2 seconds on a standard CI runner","[ ] Processing time for a PR with 1000 changed files does not exceed 4 seconds","[ ] The script logs a warning if processing time exceeds 5 seconds for any PR","[ ] CPU usage of the script stays below 80% on average during execution for PRs up to 2000 changed files","[ ] Unit test verifies that `runReview()` returns within the performance threshold for a mock PR payload"]} |
| ✓ | invalid-ambiguous-scopeinvalid, b3 | 0 | invalid | invalid | 1 | — | 1 | 15911 | model outputparsed output {
"valid": false,
"score": 50,
"blockers": [
"Acceptance criteria items are non-testable and vague (e.g., \"Responses are cached\" lacks measurable success condition)",
"Acceptance criteria items are non-testable and vague (e.g., \"Cache hit returns the cached value\" lacks specific endpoint or verification method)",
"Issue scope is ambiguous: does not specify which responses, which cache layer, TTL, invalidation policy, or affected components"
],
"warnings": [
"Missing technical context: no affected files, modules, or specific components are identified"
],
"suggested_ac": [
"[ ] GET /api/users returns cached response within 100 ms for identical requests made within 5 minutes, verified by checking response header X-Cache: HIT",
"[ ] POST /api/orders stores result in cache and subsequent identical POST within 2 minutes returns response with header X-Cache: HIT",
"[ ] Cache miss returns HTTP 200 with fresh data and header X-Cache: MISS for first request to /api/products",
"[ ] Cache entries expire after 10 minutes; a request after expiration returns fresh data with X-Cache: MISS",
"[ ] Errors (e.g., 500 from upstream) are not cached; subsequent request after error returns fresh error response without X-Cache header"
]
}call 1 · 15911 ms · ~1882 → 304 tokens {"valid":false,"score":50,"blockers":["Acceptance criteria items are non-testable and vague (e.g., \"Responses are cached\" lacks measurable success condition)","Acceptance criteria items are non-testable and vague (e.g., \"Cache hit returns the cached value\" lacks specific endpoint or verification method)","Issue scope is ambiguous: does not specify which responses, which cache layer, TTL, invalidation policy, or affected components"],"warnings":["Missing technical context: no affected files, modules, or specific components are identified"],"suggested_ac":["[ ] GET /api/users returns cached response within 100 ms for identical requests made within 5 minutes, verified by checking response header X-Cache: HIT","[ ] POST /api/orders stores result in cache and subsequent identical POST within 2 minutes returns response with header X-Cache: HIT","[ ] Cache miss returns HTTP 200 with fresh data and header X-Cache: MISS for first request to /api/products","[ ] Cache entries expire after 10 minutes; a request after expiration returns fresh data with X-Cache: MISS","[ ] Errors (e.g., 500 from upstream) are not cached; subsequent request after error returns fresh error response without X-Cache header"]} |
| ✓ | invalid-ambiguous-scopeinvalid, b3 | 1 | invalid | invalid | 1 | — | 1 | 4802 | model outputparsed output {
"valid": false,
"score": 25,
"blockers": [
"Acceptance criteria are vague and not concrete enough to be testable",
"Scope is ambiguous with no specification of which responses should be cached",
"Missing technical context about where and how caching should be implemented"
],
"warnings": [
"No affected files or components are identified",
"Edge cases such as cache invalidation, expiration, and error handling are not addressed"
],
"suggested_ac": [
"[ ] When a GET request to /api/items is made, the response is stored in the cache and subsequent identical requests within 5 minutes return the cached response with HTTP header X-Cache: HIT",
"[ ] A cache miss returns the fresh response with HTTP header X-Cache: MISS",
"[ ] Cache entries expire after 5 minutes; after expiration a new request stores a fresh response and returns X-Cache: MISS",
"[ ] If the underlying data changes, the cache is invalidated and the next request returns the updated data with X-Cache: MISS",
"[ ] Errors from the data source are not cached; error responses are returned directly without caching"
]
}call 1 · 4802 ms · ~1882 → 266 tokens {"valid":false,"score":25,"blockers":["Acceptance criteria are vague and not concrete enough to be testable","Scope is ambiguous with no specification of which responses should be cached","Missing technical context about where and how caching should be implemented"],"warnings":["No affected files or components are identified","Edge cases such as cache invalidation, expiration, and error handling are not addressed"],"suggested_ac":["[ ] When a GET request to /api/items is made, the response is stored in the cache and subsequent identical requests within 5 minutes return the cached response with HTTP header X-Cache: HIT","[ ] A cache miss returns the fresh response with HTTP header X-Cache: MISS","[ ] Cache entries expire after 5 minutes; after expiration a new request stores a fresh response and returns X-Cache: MISS","[ ] If the underlying data changes, the cache is invalidated and the next request returns the updated data with X-Cache: MISS","[ ] Errors from the data source are not cached; error responses are returned directly without caching"]} |
| ✓ | invalid-ambiguous-scopeinvalid, b3 | 2 | invalid | invalid | 1 | — | 1 | 15587 | model outputparsed output {
"valid": false,
"score": 15,
"blockers": [
"Acceptance criteria are vague and not concrete enough to be testable",
"Acceptance criteria items are non‑testable and lack measurable conditions",
"Scope of caching is ambiguous – it does not specify which responses, endpoints, or components should be cached"
],
"warnings": [],
"suggested_ac": [
"[ ] GET /api/users returns a cached response within 100 ms for identical requests made within 5 minutes, verified by checking the response header X-Cache: HIT",
"[ ] POST /api/orders stores the result in the cache and subsequent identical POST requests within 2 minutes return the cached result with HTTP 200 and header X-Cache: HIT",
"[ ] When a cache miss occurs, the system fetches fresh data, stores it in the cache, and returns HTTP 200 with header X-Cache: MISS",
"[ ] Cache entries expire after the configured TTL (e.g., 10 minutes); after expiration a request results in a cache miss and fresh data is returned",
"[ ] Errors from the underlying service are not cached; a failed request returns the original error response without X-Cache header"
]
}call 1 · 15587 ms · ~1882 → 271 tokens {"valid":false,"score":15,"blockers":["Acceptance criteria are vague and not concrete enough to be testable","Acceptance criteria items are non‑testable and lack measurable conditions","Scope of caching is ambiguous – it does not specify which responses, endpoints, or components should be cached"],"warnings":[],"suggested_ac":["[ ] GET /api/users returns a cached response within 100 ms for identical requests made within 5 minutes, verified by checking the response header X-Cache: HIT","[ ] POST /api/orders stores the result in the cache and subsequent identical POST requests within 2 minutes return the cached result with HTTP 200 and header X-Cache: HIT","[ ] When a cache miss occurs, the system fetches fresh data, stores it in the cache, and returns HTTP 200 with header X-Cache: MISS","[ ] Cache entries expire after the configured TTL (e.g., 10 minutes); after expiration a request results in a cache miss and fresh data is returned","[ ] Errors from the underlying service are not cached; a failed request returns the original error response without X-Cache header"]} |
| ✓ | invalid-arch-choiceinvalid, b3 | 0 | invalid | invalid | 1 | — | 1 | 3485 | model outputparsed output {
"valid": false,
"score": 55,
"blockers": [
"Acceptance criteria item \"Metrics can be queried\" is vague and not testable",
"Scope ambiguous: storage backend not specified (Postgres or Redis)"
],
"warnings": [
"Issue does not reference affected modules or existing implementation"
],
"suggested_ac": [
"[ ] Given a running service, when the process is restarted, previously stored metric entries are still retrievable via GET /metrics endpoint with HTTP 200",
"[ ] When a new metric is posted via POST /metrics with valid JSON payload, the response is HTTP 201 and the metric appears in subsequent GET /metrics results",
"[ ] When GET /metrics is called with a non‑existent metric ID, the service returns HTTP 404",
"[ ] When the storage backend is configured to use PostgreSQL, metrics are persisted in the \"pipeline_metrics\" table and survive service restarts",
"[ ] When the storage backend is configured to use Redis, metrics are persisted with a TTL of at least 24 hours and survive a Redis server restart"
]
}call 1 · 3484 ms · ~1895 → 250 tokens {"valid":false,"score":55,"blockers":["Acceptance criteria item \"Metrics can be queried\" is vague and not testable","Scope ambiguous: storage backend not specified (Postgres or Redis)"],"warnings":["Issue does not reference affected modules or existing implementation"],"suggested_ac":["[ ] Given a running service, when the process is restarted, previously stored metric entries are still retrievable via GET /metrics endpoint with HTTP 200","[ ] When a new metric is posted via POST /metrics with valid JSON payload, the response is HTTP 201 and the metric appears in subsequent GET /metrics results","[ ] When GET /metrics is called with a non‑existent metric ID, the service returns HTTP 404","[ ] When the storage backend is configured to use PostgreSQL, metrics are persisted in the \"pipeline_metrics\" table and survive service restarts","[ ] When the storage backend is configured to use Redis, metrics are persisted with a TTL of at least 24 hours and survive a Redis server restart"]} |
| ✓ | invalid-arch-choiceinvalid, b3 | 1 | invalid | invalid | 1 | — | 1 | 5965 | model outputparsed output {
"valid": false,
"score": 50,
"blockers": [
"Ambiguous scope: storage backend not specified (Postgres or Redis)",
"Non-testable acceptance criteria: \"Metrics can be queried\" is vague and not verifiable"
],
"warnings": [
"Missing technical context: no affected files or components are identified",
"Edge cases not covered: no error handling or empty input scenarios described"
],
"suggested_ac": [
"Given a valid metric payload, when the service stores the metric, then the metric is persisted in the chosen backend and remains available after a service restart",
"Given an existing stored metric, when a client queries the metric by its ID, then the API returns HTTP 200 with the correct metric data in JSON format",
"Given a request for a non‑existent metric ID, when the client queries the API, then the API returns HTTP 404 with an appropriate error message",
"Given an invalid metric payload (e.g., missing required fields), when the client attempts to store the metric, then the API returns HTTP 400 with validation error details",
"Given the system is configured to use PostgreSQL as the backend, when a metric is stored, then the metric is written to the PostgreSQL database and can be retrieved via SQL queries"
]
}call 1 · 5965 ms · ~1895 → 301 tokens {"valid":false,"score":50,"blockers":["Ambiguous scope: storage backend not specified (Postgres or Redis)","Non-testable acceptance criteria: \"Metrics can be queried\" is vague and not verifiable"],"warnings":["Missing technical context: no affected files or components are identified","Edge cases not covered: no error handling or empty input scenarios described"],"suggested_ac":["Given a valid metric payload, when the service stores the metric, then the metric is persisted in the chosen backend and remains available after a service restart","Given an existing stored metric, when a client queries the metric by its ID, then the API returns HTTP 200 with the correct metric data in JSON format","Given a request for a non‑existent metric ID, when the client queries the API, then the API returns HTTP 404 with an appropriate error message","Given an invalid metric payload (e.g., missing required fields), when the client attempts to store the metric, then the API returns HTTP 400 with validation error details","Given the system is configured to use PostgreSQL as the backend, when a metric is stored, then the metric is written to the PostgreSQL database and can be retrieved via SQL queries"]} |
| ✓ | invalid-arch-choiceinvalid, b3 | 2 | invalid | invalid | 1 | — | 1 | 4784 | model outputparsed output {
"valid": false,
"score": 50,
"blockers": [
"Ambiguous scope: the issue does not specify whether to use Postgres or Redis, leaving a binary architectural decision undefined",
"Non-testable acceptance criteria: \"Metrics can be queried\" is vague and not measurable without specifying query mechanism or expected response"
],
"warnings": [
"Missing technical context: no files, modules, or existing components are referenced",
"Edge cases not addressed: does not specify behavior on storage failures or during partial restarts"
],
"suggested_ac": [
"[ ] Given a running service, when a metric is recorded, then after a process restart the same metric can be retrieved via the GET /metrics endpoint with HTTP 200 and the correct value",
"[ ] When querying metrics via GET /metrics without any recorded data, then the response returns an empty list with HTTP 200",
"[ ] Given the storage backend is unavailable, when attempting to record a metric, then the service returns HTTP 503 and logs an error",
"[ ] When using Redis as the storage backend, metrics persist across container restarts and are retrievable within 100ms",
"[ ] When using PostgreSQL as the storage backend, metrics are persisted with ACID guarantees and can be queried without data loss after a database restart"
]
}call 1 · 4784 ms · ~1895 → 315 tokens {"valid":false,"score":50,"blockers":["Ambiguous scope: the issue does not specify whether to use Postgres or Redis, leaving a binary architectural decision undefined","Non-testable acceptance criteria: \"Metrics can be queried\" is vague and not measurable without specifying query mechanism or expected response"],"warnings":["Missing technical context: no files, modules, or existing components are referenced","Edge cases not addressed: does not specify behavior on storage failures or during partial restarts"],"suggested_ac":["[ ] Given a running service, when a metric is recorded, then after a process restart the same metric can be retrieved via the GET /metrics endpoint with HTTP 200 and the correct value","[ ] When querying metrics via GET /metrics without any recorded data, then the response returns an empty list with HTTP 200","[ ] Given the storage backend is unavailable, when attempting to record a metric, then the service returns HTTP 503 and logs an error","[ ] When using Redis as the storage backend, metrics persist across container restarts and are retrievable within 100ms","[ ] When using PostgreSQL as the storage backend, metrics are persisted with ACID guarantees and can be queried without data loss after a database restart"]} |
| ✓ | invalid-undocumented-dependencyinvalid, b4 | 0 | invalid | invalid | 1 | — | 1 | 5307 | model outputparsed output {
"valid": false,
"score": 75,
"blockers": [
"The issue requires an external notifier service that is not yet deployed and has no published endpoint or API contract, constituting an undocumented dependency."
],
"warnings": [
"The issue does not specify which files or modules are affected, lacking technical context."
],
"suggested_ac": [
"[ ] The function in pr_review.mjs invokes the notifier service at the documented endpoint \"/api/notify\" with a POST payload containing exactly the fields \"prNumber\" (integer) and \"verdict\" (string) and receives HTTP 200 on success",
"[ ] When the notifier service returns HTTP 200, a Slack message is sent to the #dev-loop channel containing the text \"PR #<prNumber> review verdict: <verdict>\"",
"[ ] If the notifier service returns a non‑200 response, the function logs an error and does not attempt to send a Slack message",
"[ ] A unit test mocks the notifier service and verifies that the correct payload is sent and that a Slack message is generated only on successful responses",
"[ ] Documentation is updated to include the new notifier call signature and the expected Slack message format"
]
}call 1 · 5307 ms · ~1932 → 282 tokens {"valid":false,"score":75,"blockers":["The issue requires an external notifier service that is not yet deployed and has no published endpoint or API contract, constituting an undocumented dependency."],"warnings":["The issue does not specify which files or modules are affected, lacking technical context."],"suggested_ac":["[ ] The function in pr_review.mjs invokes the notifier service at the documented endpoint \"/api/notify\" with a POST payload containing exactly the fields \"prNumber\" (integer) and \"verdict\" (string) and receives HTTP 200 on success","[ ] When the notifier service returns HTTP 200, a Slack message is sent to the #dev-loop channel containing the text \"PR #<prNumber> review verdict: <verdict>\"","[ ] If the notifier service returns a non‑200 response, the function logs an error and does not attempt to send a Slack message","[ ] A unit test mocks the notifier service and verifies that the correct payload is sent and that a Slack message is generated only on successful responses","[ ] Documentation is updated to include the new notifier call signature and the expected Slack message format"]} |
| ✓ | invalid-undocumented-dependencyinvalid, b4 | 1 | invalid | invalid | 1 | — | 1 | 4800 | model outputparsed output {
"valid": false,
"score": 75,
"blockers": [
"The issue requires an external notifier service that is not yet deployed and has no published endpoint or API contract, which is an undocumented dependency."
],
"warnings": [
"The issue does not specify which files or modules are affected, lacking technical context."
],
"suggested_ac": [
"[ ] The function in pr_review.mjs invokes the notifier service at the documented endpoint \"/api/notify\" with a POST payload containing exactly the fields \"prNumber\" (integer) and \"verdict\" (string)",
"[ ] When the notifier service returns HTTP 200, a Slack message is posted to the #dev-loop channel containing the text \"PR #{prNumber} review verdict: {verdict}\"",
"[ ] If the notifier service returns a non‑200 response, the function logs an error and does not attempt to post to Slack",
"[ ] A unit test mocks the notifier service and verifies that pr_review.mjs sends the correct payload and handles both success and error responses",
"[ ] Integration test (or mock) confirms that a Slack message with the expected content would be sent to #dev-loop when the notifier responds successfully"
]
}call 1 · 4799 ms · ~1932 → 280 tokens {"valid":false,"score":75,"blockers":["The issue requires an external notifier service that is not yet deployed and has no published endpoint or API contract, which is an undocumented dependency."],"warnings":["The issue does not specify which files or modules are affected, lacking technical context."],"suggested_ac":["[ ] The function in pr_review.mjs invokes the notifier service at the documented endpoint \"/api/notify\" with a POST payload containing exactly the fields \"prNumber\" (integer) and \"verdict\" (string)","[ ] When the notifier service returns HTTP 200, a Slack message is posted to the #dev-loop channel containing the text \"PR #{prNumber} review verdict: {verdict}\"","[ ] If the notifier service returns a non‑200 response, the function logs an error and does not attempt to post to Slack","[ ] A unit test mocks the notifier service and verifies that pr_review.mjs sends the correct payload and handles both success and error responses","[ ] Integration test (or mock) confirms that a Slack message with the expected content would be sent to #dev-loop when the notifier responds successfully"]} |
| ✓ | invalid-undocumented-dependencyinvalid, b4 | 2 | invalid | invalid | 1 | — | 1 | 4990 | model outputparsed output {
"valid": false,
"score": 70,
"blockers": [
"The notifier service endpoint and API contract are not defined or deployed, creating an undocumented external dependency"
],
"warnings": [
"Missing technical context about which module imports or how the notifier service is accessed",
"Edge cases such as notifier failure or missing verdict are not addressed"
],
"suggested_ac": [
"[ ] The function in pr_review.mjs invokes the notifier service with a POST to /notify containing a JSON body { \"prNumber\": <int>, \"verdict\": \"<string>\" } and receives HTTP 200 on success",
"[ ] If the notifier service returns a non‑200 response, the function logs an error and does not crash",
"[ ] When the notifier call succeeds, a Slack message with the text \"PR #<prNumber> review verdict: <verdict>\" is posted to the #dev-loop channel",
"[ ] If the verdict field is missing or null, the notifier is not called and the function returns a validation error",
"[ ] The implementation includes unit tests that mock the notifier endpoint and verify the above behaviours"
]
}call 1 · 4990 ms · ~1932 → 260 tokens {"valid":false,"score":70,"blockers":["The notifier service endpoint and API contract are not defined or deployed, creating an undocumented external dependency"],"warnings":["Missing technical context about which module imports or how the notifier service is accessed","Edge cases such as notifier failure or missing verdict are not addressed"],"suggested_ac":["[ ] The function in pr_review.mjs invokes the notifier service with a POST to /notify containing a JSON body { \"prNumber\": <int>, \"verdict\": \"<string>\" } and receives HTTP 200 on success","[ ] If the notifier service returns a non‑200 response, the function logs an error and does not crash","[ ] When the notifier call succeeds, a Slack message with the text \"PR #<prNumber> review verdict: <verdict>\" is posted to the #dev-loop channel","[ ] If the verdict field is missing or null, the notifier is not called and the function returns a validation error","[ ] The implementation includes unit tests that mock the notifier endpoint and verify the above behaviours"]} |
| ✓ | invalid-empty-bodyinvalid, b1, edge | 0 | invalid | invalid | 1 | 1 | 1 | 4401 | model outputparsed output {
"valid": false,
"score": 50,
"blockers": [
"Missing explicit acceptance criteria"
],
"warnings": [
"No technical context or affected components are specified",
"Scope is ambiguous with no defined logging requirements"
],
"suggested_ac": [
"[ ] The logging system writes INFO level messages to a file named app.log for each request processed",
"[ ] ERROR level logs include stack traces and are written to error.log",
"[ ] When the logging configuration is missing, the application falls back to console output with WARN level messages",
"[ ] Log rotation occurs daily and retains logs for 7 days",
"[ ] The README includes a section describing the logging setup and how to configure log levels"
]
}call 1 · 4401 ms · ~1855 → 170 tokens {"valid":false,"score":50,"blockers":["Missing explicit acceptance criteria"],"warnings":["No technical context or affected components are specified","Scope is ambiguous with no defined logging requirements"],"suggested_ac":["[ ] The logging system writes INFO level messages to a file named app.log for each request processed","[ ] ERROR level logs include stack traces and are written to error.log","[ ] When the logging configuration is missing, the application falls back to console output with WARN level messages","[ ] Log rotation occurs daily and retains logs for 7 days","[ ] The README includes a section describing the logging setup and how to configure log levels"]} |
| ✓ | invalid-empty-bodyinvalid, b1, edge | 1 | invalid | invalid | 1 | 1 | 1 | 2496 | model outputparsed output {
"valid": false,
"score": 30,
"blockers": [
"No explicit acceptance criteria provided",
"Ambiguous scope with no defined deliverables or boundaries",
"Missing technical context about which components or files to modify"
],
"warnings": [
"Issue body is empty, providing no details on implementation or affected areas"
],
"suggested_ac": [
"[ ] Add logging statements to the target module's critical functions, including entry and exit logs with function name and timestamp",
"[ ] Ensure each log entry includes a log level (INFO, WARN, ERROR) and is written in JSON format to the configured log file",
"[ ] Verify that logging of error conditions includes stack trace information when exceptions are caught",
"[ ] Confirm that the logging implementation does not degrade performance by measuring function execution time remains under 100 ms for typical inputs",
"[ ] Update the project README to document the new logging format and configuration options"
]
}call 1 · 2496 ms · ~1855 → 234 tokens {"valid":false,"score":30,"blockers":["No explicit acceptance criteria provided","Ambiguous scope with no defined deliverables or boundaries","Missing technical context about which components or files to modify"],"warnings":["Issue body is empty, providing no details on implementation or affected areas"],"suggested_ac":["[ ] Add logging statements to the target module's critical functions, including entry and exit logs with function name and timestamp","[ ] Ensure each log entry includes a log level (INFO, WARN, ERROR) and is written in JSON format to the configured log file","[ ] Verify that logging of error conditions includes stack trace information when exceptions are caught","[ ] Confirm that the logging implementation does not degrade performance by measuring function execution time remains under 100 ms for typical inputs","[ ] Update the project README to document the new logging format and configuration options"]} |
| ✓ | invalid-empty-bodyinvalid, b1, edge | 2 | invalid | invalid | 1 | 1 | 1 | 15287 | model outputparsed output {
"valid": false,
"score": 15,
"blockers": [
"Missing explicit acceptance criteria (no Acceptance Criteria section provided)",
"Ambiguous scope: the issue does not specify what logging improvements are required or where they should be applied",
"Missing technical context: no files, modules, or components are referenced"
],
"warnings": [
"Issue provides no description of desired logging changes, making it impossible to determine implementation details"
],
"suggested_ac": [
"[ ] Add a log entry at INFO level when a user successfully authenticates, containing the user ID and timestamp",
"[ ] Ensure that failed login attempts log a WARN entry with the username and reason for failure",
"[ ] Log any unhandled exception at ERROR level with stack trace and request context",
"[ ] Update the logging configuration to rotate log files daily and retain logs for 30 days",
"[ ] Include unit tests that verify the new log entries are created with correct severity and content"
]
}call 1 · 15287 ms · ~1855 → 239 tokens {"valid":false,"score":15,"blockers":["Missing explicit acceptance criteria (no Acceptance Criteria section provided)","Ambiguous scope: the issue does not specify what logging improvements are required or where they should be applied","Missing technical context: no files, modules, or components are referenced"],"warnings":["Issue provides no description of desired logging changes, making it impossible to determine implementation details"],"suggested_ac":["[ ] Add a log entry at INFO level when a user successfully authenticates, containing the user ID and timestamp","[ ] Ensure that failed login attempts log a WARN entry with the username and reason for failure","[ ] Log any unhandled exception at ERROR level with stack trace and request context","[ ] Update the logging configuration to rotate log files daily and retain logs for 30 days","[ ] Include unit tests that verify the new log entries are created with correct severity and content"]} |
| ✓ | invalid-problem-onlyinvalid, b1 | 0 | invalid | invalid | 1 | — | 1 | 13973 | model outputparsed output {
"valid": false,
"score": 60,
"blockers": [
"Missing explicit acceptance criteria (no concrete, testable AC provided)"
],
"warnings": [
"Missing technical context: affected files or components beyond the mentioned script are not specified",
"Edge cases not covered: no description of expected behavior when attempt counter reaches limit or when non‑retryable errors occur"
],
"suggested_ac": [
"[ ] The auto‑fix workflow stops after a maximum of 5 attempts and logs a warning message \"Attempt limit reached\"",
"[ ] When the attempt counter exceeds the limit, no further commits are pushed to the PR",
"[ ] The workflow records the number of attempts in the PR comment and includes a link to the log file",
"[ ] If the script encounters a non‑recoverable error, it aborts without retrying and returns exit code 1",
"[ ] The workflow completes within 2 minutes for a PR that requires no fixes"
]
}call 1 · 13973 ms · ~1895 → 219 tokens {"valid":false,"score":60,"blockers":["Missing explicit acceptance criteria (no concrete, testable AC provided)"],"warnings":["Missing technical context: affected files or components beyond the mentioned script are not specified","Edge cases not covered: no description of expected behavior when attempt counter reaches limit or when non‑retryable errors occur"],"suggested_ac":["[ ] The auto‑fix workflow stops after a maximum of 5 attempts and logs a warning message \"Attempt limit reached\"","[ ] When the attempt counter exceeds the limit, no further commits are pushed to the PR","[ ] The workflow records the number of attempts in the PR comment and includes a link to the log file","[ ] If the script encounters a non‑recoverable error, it aborts without retrying and returns exit code 1","[ ] The workflow completes within 2 minutes for a PR that requires no fixes"]} |
| ✓ | invalid-problem-onlyinvalid, b1 | 1 | invalid | invalid | 1 | — | 1 | 3266 | model outputparsed output {
"valid": false,
"score": 60,
"blockers": [
"Missing explicit acceptance criteria (no concrete, testable AC provided)"
],
"warnings": [
"Missing technical context: affected files or detailed description of expected behavior are not specified",
"Edge cases not covered: no description of what should happen after max attempts or on failure"
],
"suggested_ac": [
"[ ] The auto-fix workflow stops after a maximum of 5 attempts and logs a warning message \"Maximum attempts reached\"",
"[ ] When the attempt counter reaches the limit, no further commits are pushed to the PR",
"[ ] The workflow returns a non‑zero exit code if it aborts due to exceeding the attempt limit",
"[ ] A unit test verifies that given a simulated failure, the script increments the attempt counter and stops after the configured maximum",
"[ ] Documentation in README is updated to describe the attempt counter behavior and the maximum retry limit"
]
}call 1 · 3266 ms · ~1895 → 226 tokens {"valid":false,"score":60,"blockers":["Missing explicit acceptance criteria (no concrete, testable AC provided)"],"warnings":["Missing technical context: affected files or detailed description of expected behavior are not specified","Edge cases not covered: no description of what should happen after max attempts or on failure"],"suggested_ac":["[ ] The auto-fix workflow stops after a maximum of 5 attempts and logs a warning message \"Maximum attempts reached\"","[ ] When the attempt counter reaches the limit, no further commits are pushed to the PR","[ ] The workflow returns a non‑zero exit code if it aborts due to exceeding the attempt limit","[ ] A unit test verifies that given a simulated failure, the script increments the attempt counter and stops after the configured maximum","[ ] Documentation in README is updated to describe the attempt counter behavior and the maximum retry limit"]} |
| ✓ | invalid-problem-onlyinvalid, b1 | 2 | invalid | invalid | 1 | — | 1 | 3158 | model outputparsed output {
"valid": false,
"score": 60,
"blockers": [
"Missing explicit acceptance criteria"
],
"warnings": [
"No technical context about affected components beyond file path",
"No edge cases or error handling described"
],
"suggested_ac": [
"[ ] The auto-fix workflow stops after a maximum of 5 attempts and logs a warning message",
"[ ] When the attempt counter exceeds the limit, no new commits are pushed to the PR",
"[ ] The workflow returns a non‑zero exit code if it aborts due to exceeding the attempt limit",
"[ ] A unit test verifies that the attempt counter resets after a successful fix",
"[ ] Documentation is updated to describe the maximum attempt limit and the abort behavior"
]
}call 1 · 3158 ms · ~1895 → 167 tokens {"valid":false,"score":60,"blockers":["Missing explicit acceptance criteria"],"warnings":["No technical context about affected components beyond file path","No edge cases or error handling described"],"suggested_ac":["[ ] The auto-fix workflow stops after a maximum of 5 attempts and logs a warning message","[ ] When the attempt counter exceeds the limit, no new commits are pushed to the PR","[ ] The workflow returns a non‑zero exit code if it aborts due to exceeding the attempt limit","[ ] A unit test verifies that the attempt counter resets after a successful fix","[ ] Documentation is updated to describe the maximum attempt limit and the abort behavior"]} |