muratcankoylan/Agent-Skills-for-Context-Engineering

Pattern Findings

367 matches across 14 categories. Click a row to expand file-level details.

Decorative Section Separators150 hits · 436 pts

Severity	File	Line	Snippet
MEDIUM	…/interleaved-thinking/examples/03_full_optimization.py	33	# =============================================================================
MEDIUM	…/interleaved-thinking/examples/03_full_optimization.py	35	# =============================================================================
MEDIUM	…/interleaved-thinking/examples/03_full_optimization.py	165	# =============================================================================
MEDIUM	…/interleaved-thinking/examples/03_full_optimization.py	168	# =============================================================================
MEDIUM	…/interleaved-thinking/examples/03_full_optimization.py	834	# =============================================================================
MEDIUM	…/interleaved-thinking/examples/03_full_optimization.py	836	# =============================================================================
MEDIUM	…/interleaved-thinking/examples/03_full_optimization.py	1011	# =============================================================================
MEDIUM	…/interleaved-thinking/examples/03_full_optimization.py	1013	# =============================================================================
MEDIUM	examples/book-sft-pipeline/scripts/pipeline_example.py	12	# =============================================================================
MEDIUM	examples/book-sft-pipeline/scripts/pipeline_example.py	14	# =============================================================================
MEDIUM	examples/book-sft-pipeline/scripts/pipeline_example.py	37	# =============================================================================
MEDIUM	examples/book-sft-pipeline/scripts/pipeline_example.py	39	# =============================================================================
MEDIUM	examples/book-sft-pipeline/scripts/pipeline_example.py	74	# =============================================================================
MEDIUM	examples/book-sft-pipeline/scripts/pipeline_example.py	76	# =============================================================================
MEDIUM	examples/book-sft-pipeline/scripts/pipeline_example.py	107	# =============================================================================
MEDIUM	examples/book-sft-pipeline/scripts/pipeline_example.py	109	# =============================================================================
MEDIUM	examples/book-sft-pipeline/scripts/pipeline_example.py	133	# =============================================================================
MEDIUM	examples/book-sft-pipeline/scripts/pipeline_example.py	135	# =============================================================================
MEDIUM	examples/book-sft-pipeline/scripts/pipeline_example.py	159	# =============================================================================
MEDIUM	examples/book-sft-pipeline/scripts/pipeline_example.py	161	# =============================================================================
MEDIUM	skills/multi-agent-patterns/scripts/coordination.py	105	# ---------------------------------------------------------------------------
MEDIUM	skills/multi-agent-patterns/scripts/coordination.py	107	# ---------------------------------------------------------------------------
MEDIUM	skills/multi-agent-patterns/scripts/coordination.py	303	# ---------------------------------------------------------------------------
MEDIUM	skills/multi-agent-patterns/scripts/coordination.py	305	# ---------------------------------------------------------------------------
MEDIUM	skills/multi-agent-patterns/scripts/coordination.py	386	# ---------------------------------------------------------------------------
MEDIUM	skills/multi-agent-patterns/scripts/coordination.py	388	# ---------------------------------------------------------------------------
MEDIUM	skills/multi-agent-patterns/scripts/coordination.py	485	# ---------------------------------------------------------------------------
MEDIUM	skills/multi-agent-patterns/scripts/coordination.py	487	# ---------------------------------------------------------------------------
MEDIUM	skills/multi-agent-patterns/scripts/coordination.py	560	# ---------------------------------------------------------------------------
MEDIUM	skills/multi-agent-patterns/scripts/coordination.py	562	# ---------------------------------------------------------------------------
MEDIUM	skills/bdi-mental-states/references/rdf-examples.md	13	# ============================================================
MEDIUM	skills/bdi-mental-states/references/rdf-examples.md	15	# ============================================================
MEDIUM	skills/bdi-mental-states/references/rdf-examples.md	23	# ============================================================
MEDIUM	skills/bdi-mental-states/references/rdf-examples.md	25	# ============================================================
MEDIUM	skills/bdi-mental-states/references/rdf-examples.md	51	# ============================================================
MEDIUM	skills/bdi-mental-states/references/rdf-examples.md	53	# ============================================================
MEDIUM	skills/bdi-mental-states/references/rdf-examples.md	65	# ============================================================
MEDIUM	skills/bdi-mental-states/references/rdf-examples.md	67	# ============================================================
MEDIUM	skills/bdi-mental-states/references/rdf-examples.md	85	# ============================================================
MEDIUM	skills/bdi-mental-states/references/rdf-examples.md	87	# ============================================================
MEDIUM	skills/bdi-mental-states/references/rdf-examples.md	120	# ============================================================
MEDIUM	skills/bdi-mental-states/references/rdf-examples.md	122	# ============================================================
MEDIUM	skills/bdi-mental-states/references/rdf-examples.md	154	# ============================================================
MEDIUM	skills/bdi-mental-states/references/rdf-examples.md	156	# ============================================================
MEDIUM	skills/bdi-mental-states/references/rdf-examples.md	162	# ============================================================
MEDIUM	skills/bdi-mental-states/references/rdf-examples.md	164	# ============================================================
MEDIUM	…ls/context-degradation/scripts/degradation_detector.py	41	# ---------------------------------------------------------------------------
MEDIUM	…ls/context-degradation/scripts/degradation_detector.py	43	# ---------------------------------------------------------------------------
MEDIUM	…ls/context-degradation/scripts/degradation_detector.py	108	# ---------------------------------------------------------------------------
MEDIUM	…ls/context-degradation/scripts/degradation_detector.py	110	# ---------------------------------------------------------------------------
MEDIUM	…ls/context-degradation/scripts/degradation_detector.py	162	# ---------------------------------------------------------------------------
MEDIUM	…ls/context-degradation/scripts/degradation_detector.py	164	# ---------------------------------------------------------------------------
MEDIUM	…ls/context-degradation/scripts/degradation_detector.py	221	# ---------------------------------------------------------------------------
MEDIUM	…ls/context-degradation/scripts/degradation_detector.py	223	# ---------------------------------------------------------------------------
MEDIUM	…ls/context-degradation/scripts/degradation_detector.py	381	# ---------------------------------------------------------------------------
MEDIUM	…ls/context-degradation/scripts/degradation_detector.py	383	# ---------------------------------------------------------------------------
MEDIUM	…ls/context-degradation/scripts/degradation_detector.py	515	# ---------------------------------------------------------------------------
MEDIUM	…ls/context-degradation/scripts/degradation_detector.py	517	# ---------------------------------------------------------------------------
MEDIUM	…ls/context-degradation/scripts/degradation_detector.py	553	# ---------------------------------------------------------------------------
MEDIUM	…ls/context-degradation/scripts/degradation_detector.py	555	# ---------------------------------------------------------------------------
90 more matches not shown…

Hyper-Verbose Identifiers66 hits · 66 pts

Severity	File	Line	Snippet
LOW	…rleaved-thinking/reasoning_trace_optimizer/analyzer.py	266	def _format_trace_for_analysis(self, trace: ReasoningTrace) -> str:
LOW	…interleaved-thinking/reasoning_trace_optimizer/loop.py	410	def _save_iteration_artifacts(self, iteration: LoopIteration, num: int) -> None:
LOW	…leaved-thinking/reasoning_trace_optimizer/optimizer.py	247	def suggest_tool_improvements(
LOW	…leaved-thinking/reasoning_trace_optimizer/optimizer.py	319	def _format_patterns_for_tools(self, patterns: list) -> str:
LOW	…leaved-thinking/reasoning_trace_optimizer/optimizer.py	325	def _parse_optimization_response(
LOW	…leaved-thinking/reasoning_trace_optimizer/optimizer.py	414	def format_optimization_report(result: OptimizationResult) -> str:
LOW	…-thinking/reasoning_trace_optimizer/skill_generator.py	99	def _format_numbered_list_to_markdown(items: list \| str) -> str:
LOW	…-thinking/reasoning_trace_optimizer/skill_generator.py	115	def _format_examples_to_markdown(examples: list \| str) -> str:
LOW	examples/interleaved-thinking/tests/test_models.py	19	def test_thinking_block_creation():
LOW	examples/interleaved-thinking/tests/test_models.py	45	def test_reasoning_trace_creation():
LOW	examples/interleaved-thinking/tests/test_models.py	89	def test_analysis_result_creation():
LOW	examples/interleaved-thinking/tests/test_models.py	97	def test_optimization_result_creation():
LOW	examples/interleaved-thinking/tests/test_models.py	113	def test_loop_result_creation():
LOW	…es/digital-brain-skill/agents/scripts/content_ideas.py	32	def get_top_performing_content():
LOW	examples/book-sft-pipeline/references/tinker.txt	3120	def _convert_tensor_dtype_to_numpy(dtype: TensorDtype) -> npt.DTypeLike:
LOW	examples/book-sft-pipeline/references/tinker.txt	3130	def _convert_tensor_dtype_to_torch(dtype: TensorDtype) -> "torch.dtype":
LOW	examples/book-sft-pipeline/references/tinker.txt	3144	def _convert_numpy_dtype_to_tensor(dtype: np.dtype[Any]) -> TensorDtype:
LOW	examples/book-sft-pipeline/references/tinker.txt	3154	def _convert_torch_dtype_to_tensor(dtype: "torch.dtype") -> TensorDtype:
LOW	skills/multi-agent-patterns/references/frameworks.md	256	def delegate_with_full_context(planner_state, subagent):
LOW	skills/multi-agent-patterns/references/frameworks.md	272	def delegate_with_instructions(task_spec, subagent):
LOW	skills/multi-agent-patterns/scripts/coordination.py	283	def _simulate_worker_response(
LOW	skills/multi-agent-patterns/scripts/coordination.py	435	def calculate_weighted_consensus(self, topic_id: str) -> Dict[str, Any]:
LOW	skills/multi-agent-patterns/scripts/coordination.py	535	def _activate_circuit_breaker(self, agent_id: str) -> None:
LOW	skills/bdi-mental-states/SKILL.md	219	def augment_llm_with_bdi_ontology(prompt, ontology_graph):
LOW	…/bdi-mental-states/references/framework-integration.md	243	def _validate_against_ontology(self, triples: str) -> dict:
LOW	…/bdi-mental-states/references/framework-integration.md	303	def detect_location_inconsistency(graph: Graph) -> list[str]:
LOW	…/bdi-mental-states/references/framework-integration.md	558	def request_belief_confirmation(self, belief_uri: str, receiver: str) -> ACLMessage:
LOW	skills/context-degradation/references/patterns.md	12	def measure_attention_distribution(model, context_tokens, query):
LOW	skills/context-degradation/references/patterns.md	125	def analyze_error_propagation(context, error_points):
LOW	skills/context-degradation/references/patterns.md	278	def truncate_context_for_recovery(context, preserved_elements, target_size):
LOW	…ls/context-degradation/scripts/degradation_detector.py	45	def measure_attention_distribution(
LOW	…ls/context-degradation/scripts/degradation_detector.py	166	def analyze_context_structure(context: str) -> Dict[str, object]:
LOW	…ls/context-degradation/scripts/degradation_detector.py	363	def _detect_hallucination_markers(self, text: str) -> List[str]:
LOW	…ls/context-degradation/scripts/degradation_detector.py	488	def _generate_recommendations(
LOW	…ontext-compression/tests/test_compression_evaluator.py	19	def test_json_ground_truth_terms_score_when_response_mentions_artifacts(
LOW	…ontext-compression/tests/test_compression_evaluator.py	38	def test_plain_text_ground_truth_still_uses_substring_match(self) -> None:
LOW	…s/context-compression/scripts/compression_evaluator.py	520	def _ground_truth_overlap_ratio(self,
LOW	…s/context-compression/scripts/compression_evaluator.py	534	def _extract_ground_truth_terms(self, ground_truth: str) -> List[str]:
LOW	…s/context-compression/scripts/compression_evaluator.py	557	def _calculate_dimension_scores(self,
LOW	…s/context-compression/scripts/compression_evaluator.py	738	def evaluate_compression_quality(
LOW	skills/memory-systems/references/implementation.md	280	def create_temporal_relationship(
LOW	skills/memory-systems/scripts/memory_store.py	352	def create_temporal_relationship(
LOW	…anced-evaluation/references/implementation-patterns.md	77	async def compare_with_bias_mitigation(response_a, response_b, prompt, criteria, model):
LOW	…anced-evaluation/references/implementation-patterns.md	287	async def test_full_evaluation_pipeline():
LOW	…anced-evaluation/references/implementation-patterns.md	302	async def test_position_bias_mitigation():
LOW	…ills/advanced-evaluation/references/bias-mitigation.md	175	async def relevance_weighted_evaluation(response, prompt, criteria):
LOW	…ills/advanced-evaluation/scripts/evaluation_example.py	143	def pairwise_comparison_example() -> dict[str, Any]:
LOW	…ills/advanced-evaluation/scripts/evaluation_example.py	261	def rubric_generation_example() -> dict[str, Any]:
LOW	…/context-fundamentals/references/context-components.md	200	def get_customer_response_format():
LOW	skills/context-fundamentals/scripts/context_manager.py	320	def validate_context_structure(context: Dict[str, Any]) -> Dict[str, Any]:
LOW	…ls/project-development/references/pipeline-patterns.md	316	def process_batch_with_partial_success(items: list) -> tuple[list, list]:
LOW	…ls/project-development/references/pipeline-patterns.md	573	def test_parse_stage_malformed():
LOW	skills/evaluation/references/metrics.md	180	def get_complexity_distribution(self):
LOW	skills/evaluation/scripts/evaluator.py	340	def get_complexity_distribution(self) -> Dict[str, int]:
LOW	skills/context-optimization/scripts/compaction.py	492	def generate_cache_recommendations(hits: int, misses: int) -> List[str]:
LOW	skills/tool-design/SKILL.md	127	def optimize_tool_description(tool_spec, failure_examples):
LOW	skills/tool-design/scripts/description_generator.py	111	def generate_tool_description(tool_spec: ToolSpec) -> str:
LOW	…ls/hosted-agents/references/infrastructure-patterns.md	678	def get_app_installation_token(self, repo: str) -> str:
LOW	skills/hosted-agents/scripts/sandbox_manager.py	347	async def _create_sandbox_from_image(self, image: RepositoryImage) -> Sandbox:
LOW	researcher/scripts/loop_step.py	237	def update_run_queue_retrieval(run_dir: Path, status: str, raw_paths: list[str], notes: str) -> None:
6 more matches not shown…

Unused Imports58 hits · 58 pts

Severity	File	Line
LOW	…rleaved-thinking/reasoning_trace_optimizer/analyzer.py	10
LOW	…rleaved-thinking/reasoning_trace_optimizer/__init__.py	8
LOW	…rleaved-thinking/reasoning_trace_optimizer/__init__.py	8
LOW	…rleaved-thinking/reasoning_trace_optimizer/__init__.py	8
LOW	…rleaved-thinking/reasoning_trace_optimizer/__init__.py	8
LOW	…rleaved-thinking/reasoning_trace_optimizer/__init__.py	8
LOW	…rleaved-thinking/reasoning_trace_optimizer/__init__.py	8
LOW	…rleaved-thinking/reasoning_trace_optimizer/__init__.py	8
LOW	…rleaved-thinking/reasoning_trace_optimizer/__init__.py	8
LOW	…rleaved-thinking/reasoning_trace_optimizer/__init__.py	8
LOW	…rleaved-thinking/reasoning_trace_optimizer/__init__.py	8
LOW	…rleaved-thinking/reasoning_trace_optimizer/__init__.py	8
LOW	…rleaved-thinking/reasoning_trace_optimizer/__init__.py	21
LOW	…rleaved-thinking/reasoning_trace_optimizer/__init__.py	22
LOW	…rleaved-thinking/reasoning_trace_optimizer/__init__.py	23
LOW	…rleaved-thinking/reasoning_trace_optimizer/__init__.py	24
LOW	…rleaved-thinking/reasoning_trace_optimizer/__init__.py	24
LOW	…rleaved-thinking/reasoning_trace_optimizer/__init__.py	25
LOW	…/interleaved-thinking/reasoning_trace_optimizer/cli.py	141
LOW	…/interleaved-thinking/reasoning_trace_optimizer/cli.py	141
LOW	…/interleaved-thinking/reasoning_trace_optimizer/cli.py	141
LOW	…interleaved-thinking/reasoning_trace_optimizer/loop.py	9
LOW	…interleaved-thinking/reasoning_trace_optimizer/loop.py	21
LOW	…-thinking/reasoning_trace_optimizer/skill_generator.py	12
LOW	…-thinking/reasoning_trace_optimizer/skill_generator.py	16
LOW	examples/interleaved-thinking/examples/02_tool_usage.py	15
LOW	…/interleaved-thinking/examples/03_full_optimization.py	16
LOW	…es/digital-brain-skill/agents/scripts/weekly_review.py	8
LOW	…s/digital-brain-skill/agents/scripts/stale_contacts.py	8
LOW	examples/book-sft-pipeline/scripts/pipeline_example.py	10
LOW	skills/memory-systems/scripts/memory_store.py	25
LOW	…ills/advanced-evaluation/scripts/evaluation_example.py	12
LOW	skills/context-fundamentals/scripts/context_manager.py	40
LOW	skills/filesystem-context/scripts/filesystem_context.py	26
LOW	skills/filesystem-context/scripts/filesystem_context.py	29
LOW	skills/tool-design/scripts/description_generator.py	27
LOW	skills/tool-design/scripts/description_generator.py	29
LOW	skills/hosted-agents/scripts/sandbox_manager.py	16
LOW	researcher/scripts/skill_health.py	15
LOW	researcher/scripts/render_router_report.py	21
LOW	researcher/scripts/loop_step.py	17
LOW	researcher/scripts/loop_step.py	26
LOW	researcher/scripts/loop_step.py	26
LOW	researcher/scripts/check_activation_cases.py	4
LOW	researcher/scripts/loop_common.py	10
LOW	researcher/scripts/loop_discover.py	9
LOW	researcher/scripts/loop_discover.py	17
LOW	researcher/scripts/research_loop.py	8
LOW	researcher/scripts/validate_repo.py	8
LOW	researcher/scripts/loop_daily.py	9
LOW	researcher/scripts/loop_daily.py	15
LOW	researcher/scripts/loop_daily.py	18
LOW	researcher/scripts/loop_daily.py	18
LOW	researcher/scripts/run_benchmarks.py	4
LOW	researcher/scripts/validate_run.py	9
LOW	researcher/scripts/novelty_check.py	4
LOW	researcher/scripts/compare_skill_revisions.py	4
LOW	researcher/scripts/loop_status.py	4

Cross-Language Confusion5 hits · 38 pts

Severity	File	Line	Snippet
HIGH	skills/hosted-agents/scripts/sandbox_manager.py	189	"cd /workspace && npm install",
HIGH	skills/hosted-agents/scripts/sandbox_manager.py	192	"cd /workspace && npm run build",
HIGH	skills/hosted-agents/scripts/sandbox_manager.py	195	"cd /workspace && npm run dev &",
HIGH	skills/hosted-agents/scripts/sandbox_manager.py	197	"cd /workspace && npm test -- --run \|\| true", # Run tests to warm cache
HIGH	skills/hosted-agents/scripts/sandbox_manager.py	197	"cd /workspace && npm test -- --run \|\| true", # Run tests to warm cache

Deep Nesting29 hits · 28 pts

Severity	File	Line
LOW	…erleaved-thinking/reasoning_trace_optimizer/capture.py	159
LOW	…erleaved-thinking/reasoning_trace_optimizer/capture.py	231
LOW	…interleaved-thinking/reasoning_trace_optimizer/loop.py	111
LOW	…leaved-thinking/reasoning_trace_optimizer/optimizer.py	247
LOW	…leaved-thinking/reasoning_trace_optimizer/optimizer.py	372
LOW	…-thinking/reasoning_trace_optimizer/skill_generator.py	358
LOW	…/interleaved-thinking/examples/03_full_optimization.py	838
LOW	…es/digital-brain-skill/agents/scripts/content_ideas.py	14
LOW	…es/digital-brain-skill/agents/scripts/weekly_review.py	15
LOW	…es/digital-brain-skill/agents/scripts/idea_to_draft.py	14
LOW	…s/digital-brain-skill/agents/scripts/stale_contacts.py	21
LOW	…s/digital-brain-skill/agents/scripts/stale_contacts.py	49
LOW	…ls/context-degradation/scripts/degradation_detector.py	340
LOW	…s/context-compression/scripts/compression_evaluator.py	434
LOW	…s/context-compression/scripts/compression_evaluator.py	534
LOW	…s/context-compression/scripts/compression_evaluator.py	542
LOW	skills/memory-systems/scripts/memory_store.py	279
LOW	skills/project-development/scripts/pipeline_template.py	726
LOW	skills/evaluation/scripts/evaluator.py	182
LOW	skills/evaluation/scripts/evaluator.py	279
LOW	skills/context-optimization/scripts/compaction.py	104
LOW	researcher/scripts/render_router_report.py	145
LOW	researcher/scripts/loop_step.py	334
LOW	researcher/scripts/loop_discover.py	81
LOW	researcher/scripts/validate_repo.py	290
LOW	researcher/scripts/validate_repo.py	409
LOW	researcher/scripts/validate_repo.py	427
LOW	researcher/scripts/validate_repo.py	435
LOW	researcher/scripts/compare_skill_revisions.py	76

Excessive Try-Catch Wrapping20 hits · 18 pts

Severity	File	Line	Snippet
LOW	…erleaved-thinking/reasoning_trace_optimizer/capture.py	152	except Exception as e:
LOW	…erleaved-thinking/reasoning_trace_optimizer/capture.py	215	except Exception as e:
LOW	…erleaved-thinking/reasoning_trace_optimizer/capture.py	369	except Exception as e:
LOW	…/interleaved-thinking/examples/03_full_optimization.py	1001	except Exception as e:
LOW	skills/multi-agent-patterns/references/frameworks.md	400	except Exception as e:
LOW	…ls/project-development/references/pipeline-patterns.md	102	except Exception as e:
LOW	…ls/project-development/references/pipeline-patterns.md	249	except Exception as e:
LOW	…ls/project-development/references/pipeline-patterns.md	254	except Exception as e:
LOW	…ls/project-development/references/pipeline-patterns.md	259	except Exception as e:
LOW	…ls/project-development/references/pipeline-patterns.md	282	except Exception as e:
LOW	…ls/project-development/references/pipeline-patterns.md	325	except Exception as e:
LOW	skills/project-development/scripts/pipeline_template.py	435	except Exception as e:
LOW	skills/project-development/scripts/pipeline_template.py	441	except Exception as e:
LOW	skills/project-development/scripts/pipeline_template.py	447	except Exception as e:
LOW	skills/project-development/scripts/pipeline_template.py	453	except Exception as e:
LOW	skills/project-development/scripts/pipeline_template.py	459	except Exception as e:
LOW	skills/project-development/scripts/pipeline_template.py	318	except Exception as e:
LOW	…ls/hosted-agents/references/infrastructure-patterns.md	87	except Exception as e:
LOW	skills/hosted-agents/scripts/sandbox_manager.py	383	except Exception as e:
LOW	researcher/scripts/loop_common.py	60	except Exception:

Magic Placeholder Names3 hits · 15 pts

Severity	File	Line	Snippet
HIGH	examples/interleaved-thinking/docs/m2-1.md	27	export ANTHROPIC_API_KEY=${YOUR_API_KEY}
HIGH	…mples/interleaved-thinking/docs/interleavedthinking.md	56	export ANTHROPIC_API_KEY=${YOUR_API_KEY}
HIGH	…mples/interleaved-thinking/docs/interleavedthinking.md	239	export OPENAI_API_KEY=${YOUR_API_KEY}

Redundant / Tautological Comments7 hits · 10 pts

Severity	File	Line	Snippet
LOW	…erleaved-thinking/reasoning_trace_optimizer/capture.py	147	# Check if we hit max turns without completion
LOW	…interleaved-thinking/reasoning_trace_optimizer/loop.py	254	# Check if we should stop
LOW	…interleaved-thinking/reasoning_trace_optimizer/loop.py	285	# Check if any iteration actually produced a different prompt
LOW	…/interleaved-thinking/examples/03_full_optimization.py	849	# Check if any query words match the key
LOW	examples/digital-brain-skill/scripts/install.sh	49	# Check if already exists
LOW	skills/memory-systems/scripts/memory_store.py	433	# Check if overlaps with query range
LOW	skills/hosted-agents/scripts/sandbox_manager.py	290	# Check if image is still current

Verbosity Indicators7 hits · 10 pts

Severity	File	Line	Snippet
LOW	…interleaved-thinking/reasoning_trace_optimizer/loop.py	160	# Step 1: Capture trace
LOW	…interleaved-thinking/reasoning_trace_optimizer/loop.py	170	# Step 2: Analyze trace
LOW	…interleaved-thinking/reasoning_trace_optimizer/loop.py	184	# Step 3: Check convergence
LOW	…interleaved-thinking/reasoning_trace_optimizer/loop.py	193	# Step 4: Optimize if continuing
LOW	…m-as-judge-skills/examples/full-evaluation-workflow.ts	48	// Step 1: Generate rubrics
LOW	…m-as-judge-skills/examples/full-evaluation-workflow.ts	75	// Step 2: Score the response
LOW	…m-as-judge-skills/examples/full-evaluation-workflow.ts	102	// Step 3: Compare with an alternative

Over-Commented Block10 hits · 10 pts

Severity	File	Line	Snippet
LOW	examples/llm-as-judge-skills/README.md	201	// {
LOW	examples/llm-as-judge-skills/README.md	261	responseB: POOR_RESPONSE,
LOW	examples/llm-as-judge-skills/tools/research/read-url.md	101
LOW	…mples/llm-as-judge-skills/tools/research/web-search.md	81	const results = await webSearch.execute({
LOW	…mples/llm-as-judge-skills/tools/research/web-search.md	101	// },
LOW	…m-as-judge-skills/tools/evaluation/pairwise-compare.md	121	// comparison: [
LOW	…lm-as-judge-skills/tools/evaluation/generate-rubric.md	101	scale: "1-5",
LOW	…lm-as-judge-skills/tools/evaluation/generate-rubric.md	121	// "Deeply nested logic without explanation",
LOW	…lm-as-judge-skills/tools/evaluation/generate-rubric.md	141	// "Consider both naming and structure",
LOW	skills/project-development/scripts/pipeline_template.py	341	"""

Fake / Example Data7 hits · 6 pts

Severity	File	Line	Snippet
LOW	docs/gemini_research.md	8	Advanced Architectures in Agentic AI: A Comprehensive Technical Analysis of Multi-Agent Systems, Context Dynamics, and C
LOW	examples/digital-brain-skill/references/file-formats.md	78	"name": "John Doe",
LOW	examples/digital-brain-skill/references/file-formats.md	81	"company": "Acme Inc",
LOW	examples/digital-brain-skill/references/file-formats.md	141	"attendees": ["John Doe", "Jane Smith"],
LOW	skills/memory-systems/SKILL.md	78	\| Entity \| Cross-session \| Entity registry + properties \| Maintaining identity ("John Doe" = same person across conv
LOW	skills/memory-systems/scripts/memory_store.py	211	("John Doe" always maps to the same node).
LOW	skills/memory-systems/scripts/memory_store.py	604	relationships=[{"target": "Acme Corp", "type": "WORKS_AT"}],

Synthetic Comment Markers1 hit · 5 pts

Severity	File	Line	Snippet
HIGH	docs/blogs.md	818	We relied on held-out test sets to ensure we did not overfit to our “training” evaluations. These test sets revealed tha

AI Slop Vocabulary3 hits · 4 pts

Severity	File	Line	Snippet
MEDIUM	…/interleaved-thinking/examples/03_full_optimization.py	1016	"""Run the full optimization loop with comprehensive tools."""
MEDIUM	…/interleaved-thinking/examples/03_full_optimization.py	1047	task = """Research the topic of "context engineering for AI agents" and create a comprehensive summary.
MEDIUM	…ls/context-degradation/scripts/degradation_detector.py	405	"""Perform comprehensive context health analysis.

Self-Referential Comments1 hit · 3 pts

Severity	File	Line	Snippet
MEDIUM	…ples/interleaved-thinking/examples/01_basic_capture.py	30	# Define a simple task

muratcankoylan/Agent-Skills-for-Context-Engineering

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