AI Slop Code RIsk Monitor

synthetic-sciences/openscience

The open-source AI workbench for scientific research

6.9 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for synthetic-sciences/openscience, a TypeScript project with 3,968 GitHub stars. SynthScan examined 1,299,283 lines of code across 4317 source files, recording 4694 pattern matches distributed across 27 syntactic categories. The legacy adjusted pattern signal is 6.9 (Moderate pattern signal); it is not an authorship estimate.

Use the findings to ask whether maintainers can explain intent, verify dependencies, simplify unnecessary scaffolding, and focus review effort. Risk Payload v1 adds ownership, supply-chain, over-engineering, and review-effort vectors when available. These are prompts for human verification, not probabilities, security findings, or measured maintenance costs.

6.9
Adjusted Signal
6.9
Raw Pattern Score
100%
Time Factor
2026-10-10
Last Push
4.0K
Stars
TypeScript
Language
1.3M
Lines of Code
4.3K
Files
4.7K
Pattern Hits
2026-10-12
Scan Date
0.09
HC Hit Rate

Risk Review · v3

Use each vector to guide manual verification of the underlying findings.

Cognitive Ownership Risk 11.9/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 2331 finding(s).

Hallucinated Dependency & Supply Chain Risk 5.5/100 · LOW

Are imports declared and package/API names verified? 563 finding(s).

Agent Over-Engineering Ratio 17.5/100 · LOW

Are wrappers, guards, and repeated structures necessary? 2496 finding(s).

PR Review Velocity Impact 29.5/100 · MEDIUM

Which changes need focused human review? 4694 finding(s).

What These Metrics Mean

Adjusted Signal
Legacy pattern score normalized per 1,000 scanned lines and multiplied by the repository-level time factor. It is not an estimate of AI authorship.
Raw Pattern Score
Sum of severity- and context-weighted pattern findings before applying the time factor.
Time Factor
A coarse multiplier based on repository last-push metadata. It does not identify when individual code was written.
Pattern Hits
Count of configured pattern findings. Review each location and surrounding code before acting.
HC Hit Rate
High- and critical-severity findings per scanned file. Severity is a configured detector weight, not proof of a vulnerability or authorship.
Lines / Files
Scan coverage denominators used by the legacy normalized score.

Pattern-Signal History

This chart tracks the legacy adjusted pattern score across scan runs. Changes can reflect source changes, scan coverage, or detector/scoring versions; they do not measure AI adoption or prove that a team refactored code. Compare runs only when their scoring versions are compatible. The dashed line tracks the raw pattern-hit count.

Severity Breakdown

Groups findings by configured severity weight. Severity is not a confidence estimate, security rating, or proof that a package is missing. Verify imports against the project's manifests and inspect each finding in its local design context.

CRITICAL 10HIGH 357MEDIUM 1250LOW 3077

Directory Score Breakdown

This horizontal bar chart shows where configured pattern scores accumulate across directories. Treat the bars as locations to inspect, not as evidence of authorship or code quality. Use the file-level findings to decide whether a directory needs a focused ownership, dependency, complexity, or review check.

Pattern Findings

The scanner identified 4694 distinct pattern matches across 27 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

Reading the findings table: The Severity column indicates the configured finding weight (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — legacy comment-context matches receive a ×1.5 score weight. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier under the legacy scoring model.

Decorative Section Separators741 hits · 2284 pts
SeverityFileLineSnippetContext
MEDIUMfrontend/workspace/src/science/renderers/index.ts19// ── renderer registrations ─────────────────────────────────────────────────COMMENT
MEDIUMfrontend/workspace/src/science/renderers/index.ts29// ────────────────────────────────────────────────────────────────────────────COMMENT
MEDIUMfrontend/workspace/src/components/settings/_shared.tsx200// ── Toolbar pieces ──────────────────────────────────────────────────────────COMMENT
MEDIUMfrontend/workspace/src/components/settings/registry.ts4// ── Panel contract ──────────────────────────────────────────────────────────COMMENT
MEDIUM…d/cli/skills/databases/onekgpd/scripts/onekgpd_meta.py36# ---------------------------------------------------------------------------COMMENT
MEDIUM…d/cli/skills/databases/onekgpd/scripts/onekgpd_meta.py38# ---------------------------------------------------------------------------COMMENT
MEDIUM…d/cli/skills/databases/onekgpd/scripts/onekgpd_meta.py53# ---------------------------------------------------------------------------COMMENT
MEDIUM…d/cli/skills/databases/onekgpd/scripts/onekgpd_meta.py55# ---------------------------------------------------------------------------COMMENT
MEDIUM…d/cli/skills/databases/onekgpd/scripts/onekgpd_meta.py90# ---------------------------------------------------------------------------COMMENT
MEDIUM…d/cli/skills/databases/onekgpd/scripts/onekgpd_meta.py92# ---------------------------------------------------------------------------COMMENT
MEDIUM…d/cli/skills/databases/onekgpd/scripts/onekgpd_meta.py156# ---------------------------------------------------------------------------COMMENT
MEDIUM…d/cli/skills/databases/onekgpd/scripts/onekgpd_meta.py158# ---------------------------------------------------------------------------COMMENT
MEDIUM…d/cli/skills/databases/onekgpd/scripts/onekgpd_meta.py196# ---------------------------------------------------------------------------COMMENT
MEDIUM…d/cli/skills/databases/onekgpd/scripts/onekgpd_meta.py198# ---------------------------------------------------------------------------COMMENT
MEDIUM…d/cli/skills/databases/onekgpd/scripts/onekgpd_meta.py426# ---------------------------------------------------------------------------COMMENT
MEDIUM…d/cli/skills/databases/onekgpd/scripts/onekgpd_meta.py428# ---------------------------------------------------------------------------COMMENT
MEDIUM…nd/cli/skills/databases/onekgpd/scripts/onekgpd_api.py47# ---------------------------------------------------------------------------COMMENT
MEDIUM…nd/cli/skills/databases/onekgpd/scripts/onekgpd_api.py49# ---------------------------------------------------------------------------COMMENT
MEDIUM…nd/cli/skills/databases/onekgpd/scripts/onekgpd_api.py60# ---------------------------------------------------------------------------COMMENT
MEDIUM…nd/cli/skills/databases/onekgpd/scripts/onekgpd_api.py62# ---------------------------------------------------------------------------COMMENT
MEDIUM…nd/cli/skills/databases/onekgpd/scripts/onekgpd_api.py113# ---------------------------------------------------------------------------COMMENT
MEDIUM…nd/cli/skills/databases/onekgpd/scripts/onekgpd_api.py115# ---------------------------------------------------------------------------COMMENT
MEDIUM…nd/cli/skills/databases/onekgpd/scripts/onekgpd_api.py221# ---------------------------------------------------------------------------COMMENT
MEDIUM…nd/cli/skills/databases/onekgpd/scripts/onekgpd_api.py223# ---------------------------------------------------------------------------COMMENT
MEDIUM…nd/cli/skills/databases/onekgpd/scripts/onekgpd_api.py318# ---------------------------------------------------------------------------COMMENT
MEDIUM…nd/cli/skills/databases/onekgpd/scripts/onekgpd_api.py320# ---------------------------------------------------------------------------COMMENT
MEDIUM…nd/cli/skills/databases/onekgpd/scripts/onekgpd_api.py656# ---------------------------------------------------------------------------COMMENT
MEDIUM…nd/cli/skills/databases/onekgpd/scripts/onekgpd_api.py658# ---------------------------------------------------------------------------COMMENT
MEDIUM…istry/analytical-method-validation/scripts/_catalog.py18# --------------------------------------------------------------------------COMMENT
MEDIUM…istry/analytical-method-validation/scripts/_catalog.py20# --------------------------------------------------------------------------COMMENT
MEDIUM…istry/analytical-method-validation/scripts/_catalog.py148# --------------------------------------------------------------------------COMMENT
MEDIUM…istry/analytical-method-validation/scripts/_catalog.py151# --------------------------------------------------------------------------COMMENT
MEDIUM…istry/analytical-method-validation/scripts/_catalog.py343# --------------------------------------------------------------------------COMMENT
MEDIUM…istry/analytical-method-validation/scripts/_catalog.py347# --------------------------------------------------------------------------COMMENT
MEDIUM…istry/analytical-method-validation/scripts/_catalog.py428# --------------------------------------------------------------------------COMMENT
MEDIUM…istry/analytical-method-validation/scripts/_catalog.py430# --------------------------------------------------------------------------COMMENT
MEDIUM…mistry/analytical-method-validation/scripts/_common.py25# --------------------------------------------------------------------------COMMENT
MEDIUM…mistry/analytical-method-validation/scripts/_common.py27# --------------------------------------------------------------------------COMMENT
MEDIUM…mistry/analytical-method-validation/scripts/_common.py43# --------------------------------------------------------------------------COMMENT
MEDIUM…mistry/analytical-method-validation/scripts/_common.py45# --------------------------------------------------------------------------COMMENT
MEDIUM…mistry/analytical-method-validation/scripts/_common.py210# --------------------------------------------------------------------------COMMENT
MEDIUM…mistry/analytical-method-validation/scripts/_common.py212# --------------------------------------------------------------------------COMMENT
MEDIUM…mistry/analytical-method-validation/scripts/_common.py256# --------------------------------------------------------------------------COMMENT
MEDIUM…mistry/analytical-method-validation/scripts/_common.py258# --------------------------------------------------------------------------COMMENT
MEDIUM…mistry/analytical-method-validation/scripts/_common.py451# --------------------------------------------------------------------------COMMENT
MEDIUM…mistry/analytical-method-validation/scripts/_common.py453# --------------------------------------------------------------------------COMMENT
MEDIUM…mistry/analytical-method-validation/scripts/_common.py551# --------------------------------------------------------------------------COMMENT
MEDIUM…mistry/analytical-method-validation/scripts/_common.py553# --------------------------------------------------------------------------COMMENT
MEDIUM…mistry/analytical-method-validation/scripts/_common.py787# --------------------------------------------------------------------------COMMENT
MEDIUM…mistry/analytical-method-validation/scripts/_common.py789# --------------------------------------------------------------------------COMMENT
MEDIUM⚡…/chemistry/molecular-docking/scripts/prepare_target.py350# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡…/chemistry/molecular-docking/scripts/prepare_target.py352# ---------------------------------------------------------------------------COMMENT
MEDIUM…/chemistry/molecular-docking/scripts/prepare_target.py23# ---------------------------------------------------------------------------COMMENT
MEDIUM…/chemistry/molecular-docking/scripts/prepare_target.py25# ---------------------------------------------------------------------------COMMENT
MEDIUM…/chemistry/molecular-docking/scripts/prepare_target.py57# ---------------------------------------------------------------------------COMMENT
MEDIUM…/chemistry/molecular-docking/scripts/prepare_target.py59# ---------------------------------------------------------------------------COMMENT
MEDIUM…/chemistry/molecular-docking/scripts/prepare_target.py70# ---------------------------------------------------------------------------COMMENT
MEDIUM…/chemistry/molecular-docking/scripts/prepare_target.py72# ---------------------------------------------------------------------------COMMENT
MEDIUM…/chemistry/molecular-docking/scripts/prepare_target.py99# ---------------------------------------------------------------------------COMMENT
MEDIUM…/chemistry/molecular-docking/scripts/prepare_target.py101# ---------------------------------------------------------------------------COMMENT
681 more matches not shown…
Structural Annotation Overuse759 hits · 1305 pts
SeverityFileLineSnippetContext
LOWbackend/cli/test/agent/harness-contract.test.ts116 expect(skill).not.toContain("### Step 5: Save Report")CODE
LOW…lm-tools/huggingface-tokenizers/references/training.md7### Step 1: Choose tokenization algorithmCOMMENT
LOW…lm-tools/huggingface-tokenizers/references/training.md14### Step 2: Prepare training dataCOMMENT
LOW…lm-tools/huggingface-tokenizers/references/training.md37### Step 3: Initialize tokenizerCOMMENT
LOW…lm-tools/huggingface-tokenizers/references/training.md94### Step 4: TrainCOMMENT
LOW…lm-tools/huggingface-tokenizers/references/training.md114### Step 5: Add post-processingCOMMENT
LOW…lm-tools/huggingface-tokenizers/references/training.md138### Step 6: SaveCOMMENT
LOW…/skills/llm-tools/sentencepiece/references/training.md7### Step 1: Prepare corpusCOMMENT
LOW…/skills/llm-tools/sentencepiece/references/training.md19### Step 2: Train modelCOMMENT
LOW…/skills/llm-tools/sentencepiece/references/training.md45### Step 3: Load and useCOMMENT
LOW…i/skills/llm-tools/transformers/references/training.md9### Step 1: Load and Preprocess DataCOMMENT
LOW…i/skills/llm-tools/transformers/references/training.md36### Step 2: Load ModelCOMMENT
LOW…i/skills/llm-tools/transformers/references/training.md47### Step 3: Define MetricsCOMMENT
LOW…i/skills/llm-tools/transformers/references/training.md61### Step 4: Configure TrainingCOMMENT
LOW…i/skills/llm-tools/transformers/references/training.md82### Step 5: Create Trainer and TrainCOMMENT
LOW…i/skills/llm-tools/transformers/references/training.md103### Step 6: Save ModelCOMMENT
LOW⚡…kills/llm-tools/long-context/references/fine_tuning.md488# Step 1: 2k → 8kCOMMENT
LOW⚡…kills/llm-tools/long-context/references/fine_tuning.md491# Step 2: 8k → 16kCOMMENT
LOW⚡…kills/llm-tools/long-context/references/fine_tuning.md494# Step 3: 16k → 32kCOMMENT
LOW⚡backend/cli/skills/databases/kegg-database/SKILL.md220# Step 1: Find gene ID by nameCOMMENT
LOW⚡backend/cli/skills/databases/kegg-database/SKILL.md223# Step 2: Link gene to pathwaysCOMMENT
LOW⚡backend/cli/skills/databases/kegg-database/SKILL.md226# Step 3: Get detailed pathway informationCOMMENT
LOWbackend/cli/skills/databases/kegg-database/SKILL.md241# Step 1: List all human pathwaysCOMMENT
LOWbackend/cli/skills/databases/kegg-database/SKILL.md244# Step 2: For each pathway, get associated genesCOMMENT
LOW⚡backend/cli/skills/databases/kegg-database/SKILL.md259# Step 1: Search for compoundCOMMENT
LOW⚡backend/cli/skills/databases/kegg-database/SKILL.md262# Step 2: Link compound to reactionsCOMMENT
LOW⚡backend/cli/skills/databases/kegg-database/SKILL.md265# Step 3: Link reactions to pathwaysCOMMENT
LOW⚡backend/cli/skills/databases/kegg-database/SKILL.md268# Step 4: Get pathway detailsCOMMENT
LOW⚡backend/cli/skills/databases/kegg-database/SKILL.md279# Step 1: Convert KEGG gene IDs to external database IDsCOMMENT
LOW⚡backend/cli/skills/databases/kegg-database/SKILL.md283# Step 2: Parse conversion resultsCOMMENT
LOW⚡backend/cli/skills/databases/kegg-database/SKILL.md289# Step 3: Get sequences using KEGGCOMMENT
LOW⚡backend/cli/skills/databases/kegg-database/SKILL.md300# Step 1: List pathways for multiple organismsCOMMENT
LOW⚡backend/cli/skills/databases/kegg-database/SKILL.md305# Step 2: Get reference pathway for comparisonCOMMENT
LOW⚡backend/cli/skills/databases/kegg-database/SKILL.md308# Step 3: Get organism-specific versionsCOMMENT
LOWbackend/cli/skills/databases/onekgpd/SKILL.md221# Step 4: For that set of individuals, see the actual variants they carry.COMMENT
LOW⚡backend/cli/skills/databases/onekgpd/SKILL.md329# Step 1: resolve gene -> verified GRCh38 region (authoritative source).COMMENT
LOW⚡backend/cli/skills/databases/onekgpd/SKILL.md330# Step 2: count individuals carrying a qualifying variant in the region.COMMENT
LOW⚡backend/cli/skills/databases/onekgpd/SKILL.md335# Step 3: list those individuals.COMMENT
LOW⚡backend/cli/skills/databases/onekgpd/SKILL.md340# Step 4: for that set of individuals, see the actual variants they carry.COMMENT
LOW…s/databases/cosmic-database/scripts/download_cosmic.py64 # Step 1: Get the download URLCOMMENT
LOW⚡…s/databases/cosmic-database/scripts/download_cosmic.py91 # Step 2: Download the fileCOMMENT
LOW⚡…s/databases/cosmic-database/scripts/download_cosmic.py99 # Step 3: Write to diskCOMMENT
LOW…skills/databases/fred-economic-data/references/tags.md411 # Step 1: Find tags matching the topicCOMMENT
LOW…skills/databases/fred-economic-data/references/tags.md428 # Step 2: Find related tagsCOMMENT
LOWbackend/cli/skills/databases/geo-database/SKILL.md267# Step 1: Search for GEO entriesCOMMENT
LOWbackend/cli/skills/databases/geo-database/SKILL.md280# Step 2: Fetch summariesCOMMENT
LOWbackend/cli/skills/databases/geo-database/SKILL.md289# Step 3: Fetch full recordsCOMMENT
LOW⚡…databases/clinvar-database/references/api_reference.md121# Step 1: Search for variantsCOMMENT
LOW⚡…databases/clinvar-database/references/api_reference.md124# Step 2: Parse IDs from search resultsCOMMENT
LOW⚡…databases/clinvar-database/references/api_reference.md127# Step 3: Retrieve summariesCOMMENT
LOW⚡…databases/clinvar-database/references/api_reference.md130# Step 4: Fetch full records if neededCOMMENT
LOW⚡…databases/pubchem-database/references/api_reference.md154# Step 1: Submit similarity searchCOMMENT
LOW⚡…databases/pubchem-database/references/api_reference.md161# Step 2: Check statusCOMMENT
LOW⚡…databases/pubchem-database/references/api_reference.md164# Step 3: Poll until ready (with timeout)COMMENT
LOW⚡…databases/pubchem-database/references/api_reference.md165# Step 4: Retrieve results from the same URLCOMMENT
LOW⚡…atabases/pubchem-database/scripts/bioactivity_query.py307 # Step 1: Find assays for the targetCOMMENT
LOW⚡…atabases/pubchem-database/scripts/bioactivity_query.py314 # Step 2: Get active compounds from these assaysCOMMENT
LOW⚡backend/cli/skills/databases/string-database/SKILL.md287# Step 1: Map gene names to STRING IDsCOMMENT
LOW⚡backend/cli/skills/databases/string-database/SKILL.md291# Step 2: Get interaction networkCOMMENT
LOW⚡backend/cli/skills/databases/string-database/SKILL.md294# Step 3: Test if network is enrichedCOMMENT
699 more matches not shown…
Excessive Try-Catch Wrapping906 hits · 1266 pts
SeverityFileLineSnippetContext
LOW…et-research-reports/scripts/generate_market_visuals.py359 except Exception as e:CODE
LOW…s/research/statistical-power/scripts/simulate_power.py137 except Exception:CODE
LOW…s/research/statistical-power/scripts/simulate_power.py171 except Exception:CODE
LOW…s/research/statistical-power/scripts/simulate_power.py198 except Exception:CODE
MEDIUM…ualization/protein-diagram/scripts/draw_contact_map.py20 print("Error: BioPython is required. Install with: pip install biopython", file=sys.stderr)CODE
MEDIUM…ualization/protein-diagram/scripts/draw_contact_map.py75 print(f"Error: No C-alpha atoms found for chain {args.chain}.", file=sys.stderr)CODE
MEDIUM…isualization/protein-diagram/scripts/draw_alignment.py20 print("Error: pyMSAviz is required. Install with: pip install pymsaviz", file=sys.stderr)CODE
MEDIUM…on/protein-diagram/scripts/draw_secondary_structure.py20 print("Error: BioPython is required. Install with: pip install biopython", file=sys.stderr)CODE
LOW⚡…on/protein-diagram/scripts/draw_secondary_structure.py55 except Exception:CODE
LOW⚡…on/protein-diagram/scripts/draw_secondary_structure.py58 except Exception as e:CODE
MEDIUM⚡…on/protein-diagram/scripts/draw_secondary_structure.py59 print(f"Error running DSSP: {e}", file=sys.stderr)CODE
MEDIUM…on/protein-diagram/scripts/draw_secondary_structure.py78 print("Error: No residues found for specified chain.", file=sys.stderr)CODE
MEDIUM…visualization/protein-diagram/scripts/draw_features.py52 print(f"Error fetching UniProt data for {uniprot_id}: {e}", file=sys.stderr)CODE
MEDIUM…visualization/protein-diagram/scripts/draw_features.py92 print(f"Error: Cannot parse features from '{features_arg}'.", file=sys.stderr)CODE
MEDIUM…visualization/protein-diagram/scripts/draw_features.py123 print("Error: Provide either --uniprot or --features.", file=sys.stderr)CODE
MEDIUM…sualization/protein-diagram/scripts/draw_domain_map.py41 print(f"Error fetching InterPro data for {uniprot_id}: {e}", file=sys.stderr)CODE
LOW…sualization/protein-diagram/scripts/draw_domain_map.py51 except Exception:CODE
MEDIUM…sualization/protein-diagram/scripts/draw_domain_map.py84 print(f"Error: Cannot parse domains from '{domains_arg}'. Provide a JSON file or inline JSON array.",CODE
MEDIUM…sualization/protein-diagram/scripts/draw_domain_map.py171 print("Error: Could not determine protein length. Provide --length.", file=sys.stderr)CODE
MEDIUM…sualization/protein-diagram/scripts/draw_domain_map.py181 print("Error: Provide either --uniprot or --domains.", file=sys.stderr)CODE
MEDIUM…alization/protein-diagram/scripts/draw_ramachandran.py22 print("Error: BioPython is required. Install with: pip install biopython", file=sys.stderr)CODE
MEDIUM…alization/protein-diagram/scripts/draw_ramachandran.py95 print("Error: No phi/psi angles found. Check PDB file and chain ID.", file=sys.stderr)CODE
MEDIUM…zation/infographics/scripts/generate_infographic_ai.py35 print("Error: requests library not found. Install with: pip install requests")CODE
LOW…zation/infographics/scripts/generate_infographic_ai.py486 except Exception as e:CODE
LOW…zation/infographics/scripts/generate_infographic_ai.py560 except Exception as e:CODE
LOW…zation/infographics/scripts/generate_infographic_ai.py688 except Exception as e:CODE
LOW…zation/infographics/scripts/generate_infographic_ai.py790 except Exception as e:CODE
LOW…zation/infographics/scripts/generate_infographic_ai.py941 except Exception as e:CODE
MEDIUM…zation/infographics/scripts/generate_infographic_ai.py1264 print("Error: OPENROUTER_API_KEY environment variable not set")STRING
LOW…zation/infographics/scripts/generate_infographic_ai.py1293 except Exception as e:STRING
MEDIUM⚡…alization/infographics/scripts/generate_infographic.py178 print("Error: OPENROUTER_API_KEY environment variable not set")STRING
MEDIUM⚡…alization/infographics/scripts/generate_infographic.py191 print(f"Error: AI generation script not found: {ai_script}")STRING
LOW…alization/infographics/scripts/generate_infographic.py228 except Exception as e:STRING
MEDIUM…alization/infographics/scripts/generate_infographic.py229 print(f"Error executing AI generation: {e}")STRING
MEDIUM…sualization/dna-visualization/scripts/draw_gene_map.py20 print("Error: BioPython is required. Install with: pip install biopython", file=sys.stderr)CODE
MEDIUM…sualization/dna-visualization/scripts/draw_gene_map.py26 print("Error: dna_features_viewer is required. Install with: pip install dna_features_viewer", file=sys.stderr)CODE
MEDIUM…tion/dna-visualization/scripts/draw_restriction_map.py22 print("Error: BioPython is required. Install with: pip install biopython", file=sys.stderr)CODE
MEDIUM…isualization/dna-visualization/scripts/draw_plasmid.py20 print("Error: BioPython is required. Install with: pip install biopython", file=sys.stderr)CODE
MEDIUM…isualization/dna-visualization/scripts/draw_plasmid.py26 print("Error: dna_features_viewer is required. Install with: pip install dna_features_viewer", file=sys.stderr)CODE
MEDIUM…alization/dna-visualization/scripts/draw_gc_content.py21 print("Error: BioPython is required. Install with: pip install biopython", file=sys.stderr)CODE
MEDIUM…alization/dna-visualization/scripts/draw_gc_content.py72 print(f"Error: Sequence length ({seq_len}) is shorter than window size ({args.window}).",CODE
MEDIUM…zation/dna-visualization/scripts/draw_sequence_logo.py20 print("Error: BioPython is required. Install with: pip install biopython", file=sys.stderr)CODE
MEDIUM…zation/dna-visualization/scripts/draw_sequence_logo.py26 print("Error: logomaker is required. Install with: pip install logomaker", file=sys.stderr)CODE
LOW…ckend/cli/skills/llm-tools/dspy/references/examples.md497 except Exception as e:CODE
MEDIUM…ckend/cli/skills/llm-tools/dspy/references/examples.md499 print(f"Error processing {input}: {e}")CODE
LOW…ckend/cli/skills/llm-tools/dspy/references/examples.md520 except Exception as e:CODE
MEDIUM…ckend/cli/skills/llm-tools/dspy/references/examples.md493def forward(self, input):CODE
MEDIUM…ugging-face-tool-builder/references/baseline_hf_api.py43 print("Error: limit must be a number", file=sys.stderr)CODE
LOWbackend/cli/skills/llm-tools/crewai/SKILL.md252 except Exception as e:CODE
LOWbackend/cli/skills/llm-tools/crewai/references/flows.md288 except Exception as e:CODE
MEDIUMbackend/cli/skills/llm-tools/crewai/references/flows.md283def risky_operation(self):CODE
LOW…/skills/llm-tools/crewai/references/troubleshooting.md352 except Exception as e:STRING
LOWbackend/cli/skills/llm-tools/crewai/references/tools.md299 except Exception as e:CODE
LOWbackend/cli/skills/llm-tools/crewai/references/tools.md350 except Exception as e:CODE
LOW…ills/llm-tools/langsmith/references/troubleshooting.md137except Exception as e:CODE
LOW…ills/llm-tools/langsmith/references/troubleshooting.md234 except Exception as e:CODE
LOW…ills/llm-tools/langsmith/references/troubleshooting.md353 except Exception as e:CODE
LOW…ills/llm-tools/langsmith/references/troubleshooting.md501except Exception as e:CODE
MEDIUM…ills/llm-tools/langsmith/references/troubleshooting.md223def safe_evaluator(run, example):CODE
LOWbackend/cli/skills/llm-tools/langchain/SKILL.md334 except Exception as e:CODE
846 more matches not shown…
Hyper-Verbose Identifiers675 hits · 702 pts
SeverityFileLineSnippetContext
LOWtooling/harbor/openscience_harbor/agent.py344 def populate_context_post_run(self, context: AgentContext) -> None:CODE
LOW⚡tooling/harbor/tests/test_agent.py422def test_process_failure_is_not_hidden_by_tee(tmp_path, monkeypatch):CODE
LOW⚡tooling/harbor/tests/test_agent.py431def test_reported_version_and_changed_local_binary_fail(tmp_path, monkeypatch):CODE
LOW⚡tooling/harbor/tests/test_agent.py440def test_config_skills_and_explicit_cwd_execute(tmp_path, monkeypatch):CODE
LOWtooling/harbor/tests/test_agent.py121def test_real_harbor_contract(tmp_path):CODE
LOWtooling/harbor/tests/test_agent.py132def test_delegation_flags_are_validated_and_rendered(tmp_path):CODE
LOWtooling/harbor/tests/test_agent.py168def test_invalid_delegation_flags_fail_before_setup(tmp_path, kwargs):CODE
LOWtooling/harbor/tests/test_agent.py173def test_headless_config_and_env(tmp_path):CODE
LOWtooling/harbor/tests/test_agent.py215def test_skills_none_disables_bundled_catalog(tmp_path):CODE
LOWtooling/harbor/tests/test_agent.py222def test_trusted_title_override_does_not_mutate_headless_defaults(tmp_path):CODE
LOWtooling/harbor/tests/test_agent.py244def test_invalid_identity_and_cwd_fail_before_setup(tmp_path, kwargs):CODE
LOWtooling/harbor/tests/test_agent.py251def test_local_binary_digest_pin(tmp_path):CODE
LOWtooling/harbor/tests/test_agent.py263def test_native_workdir_remote_log_and_identity(tmp_path, monkeypatch):CODE
LOWtooling/harbor/tests/test_agent.py296def test_delegated_run_writes_child_trajectories_and_counts_their_usage(CODE
LOWtooling/harbor/tests/test_agent.py356def test_incomplete_delegated_run_still_counts_child_usage(tmp_path, monkeypatch):CODE
LOWtooling/harbor/tests/test_agent.py376def test_unsupported_workspace_fails_before_agent_execution(tmp_path, monkeypatch):CODE
LOWtooling/harbor/tests/test_agent.py394def test_remote_incomplete_or_failed_events_cannot_use_stale_success(CODE
LOWtooling/harbor/tests/test_agent.py405def test_failed_trial_still_reports_spent_usage(tmp_path, monkeypatch):CODE
LOWtooling/harbor/tests/test_agent.py459def test_native_resume_flag_is_scoped_to_resume_call(tmp_path, monkeypatch):CODE
LOWtooling/harbor/tests/test_agent.py471def test_release_install_uses_tagged_script_and_forces_checksum(tmp_path):CODE
LOWtooling/harbor/tests/test_trajectory.py27def test_parse_skips_stderr_noise_and_blank_lines() -> None:CODE
LOWtooling/harbor/tests/test_trajectory.py32def test_fixture_is_the_documented_event_sequence(events: list[dict]) -> None:CODE
LOWtooling/harbor/tests/test_trajectory.py50def test_convert_groups_steps_and_keeps_tool_observations(events: list[dict]) -> None:CODE
LOWtooling/harbor/tests/test_trajectory.py127def test_failed_tool_calls_are_observed_with_their_error() -> None:CODE
LOWtooling/harbor/tests/test_trajectory.py183def test_error_events_and_empty_streams() -> None:CODE
LOWtooling/harbor/tests/test_trajectory.py216def test_trajectory_validates_against_harbor(events: list[dict]) -> None:CODE
LOWtooling/harbor/tests/test_trajectory.py229def test_cache_writes_are_prompt_tokens_and_zero_remains_reported_zero(events):CODE
LOWtooling/harbor/tests/test_trajectory.py242def test_incomplete_step_keeps_tool_and_reasoning_without_fabricated_totals(events):CODE
LOWtooling/harbor/tests/test_trajectory.py257def test_missing_usage_and_mismatched_totals_are_not_reported_as_zero(events):CODE
LOWtooling/harbor/tests/test_trajectory.py271def test_repeated_tool_updates_do_not_duplicate_calls_and_unmatched_task_keeps_totals(CODE
LOWtooling/harbor/tests/test_trajectory.py298def test_child_sessions_become_referenced_trajectories_with_rolled_up_usage(CODE
LOWtooling/harbor/tests/test_trajectory.py406def test_child_usage_is_cross_checked_against_the_roll_up(delegated):CODE
LOWtooling/harbor/tests/test_trajectory.py461def test_child_matched_from_task_envelope_and_nested_dispatch(delegated):CODE
LOWtooling/harbor/tests/test_trajectory.py581def test_child_streams_must_be_balanced_and_tagged(delegated):CODE
LOWtooling/harbor/tests/test_trajectory.py634def test_success_requires_valid_terminal_and_root_stream(events, mutate):CODE
LOWtooling/sdk/python/tests/test_client.py108 def test_session_workspace_is_explicit_and_validated(self):CODE
LOWtooling/sdk/python/tests/test_client.py125 def test_http_methods_rich_prompt_and_scoping(self):CODE
LOWtooling/sdk/python/tests/test_client.py183 def test_mutation_errors_are_never_retried(self):CODE
LOWtooling/sdk/python/tests/test_client.py194 def test_cursor_errors_are_explicit_for_replay_and_stream(self):CODE
LOWtooling/sdk/python/tests/test_client.py210 def test_sse_reconnect_deduplicates_and_advances_header(self):CODE
LOWtooling/sdk/python/tests/test_client.py231 def test_sse_gap_wrong_session_and_content_type_fail(self):CODE
LOWtooling/sdk/python/tests/test_client.py259 def test_redirects_do_not_forward_credentials(self):CODE
LOWtooling/sdk/python/tests/test_client.py270 def test_capabilities_and_response_limits(self):CODE
LOWtooling/sdk/python/tests/test_client.py281 def test_sse_parser_newlines_identity_and_partial_eof(self):CODE
LOWtooling/sdk/python/tests/test_client.py298 def test_invalid_inputs_fail_without_network(self):CODE
LOWtooling/repo/npm-release.ts143export function nativeReleasePackageNames() {CODE
LOWtooling/repo/npm-release.ts225export function createCompiledPackageManifest(CODE
LOWtooling/repo/npm-release.ts387export async function verifyPackedModuleExports(CODE
LOWtooling/repo/npm-release.ts548export async function verifyPublishedPackageIntegrities(inputs: PackedPackage[], options: NpmCommandOptions = {}) {CODE
LOWtooling/repo/npm-release.ts615export async function assertReleaseVersionUnoccupied(version: string, options: NpmCommandOptions = {}) {CODE
LOWtooling/repo/npm-release.ts637export async function verifyReleaseOptionalDependencies(artifacts: PackedPackage[], options: NpmCommandOptions = {}) {CODE
LOWevals/science-harness/prepare.py77def drugdiscovery_rubrics_populated(clone_dir: Path) -> dict[str, Any]:CODE
LOWevals/cadence-harness/tree-metrics.ts116export function aggregateCapturedSessionTree(CODE
LOWfrontend/ui/src/context/marked.tsx380export function registerOpenScienceDiffTheme(diffs: Pick<DiffsModule, "registerCustomTheme">) {CODE
LOWfrontend/ui/src/components/dropdown-menu.tsx182function DropdownMenuItemDescription(props: ParentProps<DropdownMenuItemDescriptionProps>) {CODE
LOWfrontend/ui/src/components/dropdown-menu.tsx198function DropdownMenuItemIndicator(props: ParentProps<DropdownMenuItemIndicatorProps>) {CODE
LOWfrontend/ui/src/theme/resolve.ts305function generateNeutralAlphaScale(neutralScale: HexColor[], isDark: boolean): HexColor[] {CODE
LOWfrontend/workspace/script/e2e-mode.ts62export function externalRunnerEnvironment(env: Environment, packaged = false): Record<string, string> {CODE
LOWfrontend/workspace/src/manuscript/publication-review.ts221export function normalizePublicationReview(format: string, value: unknown): PublicationReviewState {CODE
LOWfrontend/workspace/src/artifacts/bytes.ts13export function storedArtifactPreviewKind(version: StoredArtifactVersion): StoredArtifactPreview["kind"] | undefined {CODE
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Magic Placeholder Names97 hits · 520 pts
SeverityFileLineSnippetContext
HIGH…nd/cli/skills/research/paper-lookup/references/core.md15- **Header:** `Authorization: Bearer YOUR_API_KEY`CODE
HIGH…nd/cli/skills/research/paper-lookup/references/core.md16- **Query param:** `?api_key=YOUR_API_KEY`CODE
HIGH…zation/infographics/scripts/generate_infographic_ai.py1266 print(" export OPENROUTER_API_KEY='your_api_key'")STRING
HIGH⚡…alization/infographics/scripts/generate_infographic.py182 print(" export OPENROUTER_API_KEY='your_api_key'")STRING
HIGHbackend/cli/skills/llm-tools/dspy/SKILL.md301 api_key="your-api-key", # Or set ANTHROPIC_API_KEY env varCODE
HIGHbackend/cli/skills/llm-tools/dspy/SKILL.md313 api_key="your-api-key",CODE
HIGHbackend/cli/skills/llm-tools/langsmith/SKILL.md54export LANGSMITH_API_KEY="your-api-key"CODE
HIGH⚡…ills/llm-tools/langsmith/references/troubleshooting.md45export LANGSMITH_API_KEY="your-api-key"CODE
HIGH⚡…ills/llm-tools/langsmith/references/troubleshooting.md48LANGSMITH_API_KEY=your-api-keyCODE
HIGH⚡…ills/llm-tools/langsmith/references/troubleshooting.md55client = Client(api_key="your-api-key")CODE
HIGHbackend/cli/skills/llm-tools/langchain/SKILL.md348os.environ["LANGCHAIN_API_KEY"] = "your-api-key"CODE
HIGH…i/skills/llm-tools/langchain/references/integration.md40pinecone.init(api_key="your-api-key", environment="us-west1-gcp")CODE
HIGHbackend/cli/skills/llm-tools/guidance/SKILL.md281 api_key="your-api-key" # Or set ANTHROPIC_API_KEY env varCODE
HIGHbackend/cli/skills/llm-tools/guidance/SKILL.md290 api_key="your-api-key" # Or set OPENAI_API_KEY env varCODE
HIGH…d/cli/skills/llm-tools/guidance/references/backends.md28 api_key="your-api-key-here"CODE
HIGH…d/cli/skills/llm-tools/guidance/references/backends.md53 api_key="your-api-key",CODE
HIGH…d/cli/skills/llm-tools/guidance/references/backends.md95 api_key="your-api-key-here"CODE
HIGH…d/cli/skills/llm-tools/guidance/references/backends.md120 api_key="your-api-key",CODE
HIGHbackend/cli/skills/llm-tools/pinecone/SKILL.md59pc = Pinecone(api_key="your-api-key")CODE
HIGHbackend/cli/skills/llm-tools/qdrant/SKILL.md427 api_key="your-api-key"CODE
HIGH…/skills/llm-tools/qdrant/references/troubleshooting.md117 api_key="your-api-key"CODE
HIGHbackend/cli/skills/llm-tools/outlines/SKILL.md233 api_key="your-api-key"CODE
HIGH…d/cli/skills/llm-tools/outlines/references/backends.md381model = outlines.models.openai("gpt-4o-mini", api_key="your-api-key")CODE
HIGH…d/cli/skills/llm-tools/outlines/references/backends.md393 api_key="your-api-key", # Or set OPENAI_API_KEY env varCODE
HIGHbackend/cli/skills/llm-tools/instructor/SKILL.md350 Anthropic(api_key="your-api-key")CODE
HIGHbackend/cli/skills/llm-tools/instructor/SKILL.md368 OpenAI(api_key="your-api-key")CODE
HIGH…li/skills/llm-tools/instructor/references/providers.md16 Anthropic(api_key="your-api-key")CODE
HIGHbackend/cli/skills/databases/uspto-database/SKILL.md162 "X-Api-Key": "YOUR_API_KEY",CODE
HIGH…s/databases/uspto-database/references/trademark_api.md26X-Api-Key: YOUR_API_KEYCODE
HIGH…s/databases/uspto-database/references/trademark_api.md123data = get_trademark_status("87654321", "YOUR_API_KEY")CODE
HIGH…s/databases/uspto-database/references/trademark_api.md147X-Api-Key: YOUR_API_KEYCODE
HIGH…s/databases/uspto-database/references/trademark_api.md240xml_data = search_trademark_assignments("5678901", "YOUR_API_KEY")CODE
HIGH…atabases/uspto-database/references/patentsearch_api.md14X-Api-Key: YOUR_API_KEYCODE
HIGH…atabases/uspto-database/references/patentsearch_api.md177 -H "X-Api-Key: YOUR_API_KEY" \CODE
HIGH…atabases/uspto-database/references/patentsearch_api.md199 "X-Api-Key": "YOUR_API_KEY",CODE
HIGH…ls/databases/gene-database/references/api_reference.md191api-key: YOUR_API_KEYCODE
HIGH…cli/skills/databases/database-lookup/references/bea.md13- Pass as query parameter: `&UserID=YOUR_API_KEY`CODE
HIGH…ls/databases/database-lookup/references/lincs-l1000.md13- Pass via header: `user_key: YOUR_API_KEY`CODE
HIGH⚡…ls/databases/database-lookup/references/lincs-l1000.md36curl -H "user_key: YOUR_API_KEY" \CODE
HIGH⚡…ls/databases/database-lookup/references/lincs-l1000.md40curl -H "user_key: YOUR_API_KEY" \CODE
HIGH⚡…ls/databases/database-lookup/references/lincs-l1000.md44curl -H "user_key: YOUR_API_KEY" \CODE
HIGH⚡…ls/databases/database-lookup/references/lincs-l1000.md48curl -H "user_key: YOUR_API_KEY" \CODE
HIGH…li/skills/databases/database-lookup/references/omim.md10- Pass as query parameter: `?apiKey=YOUR_API_KEY`CODE
HIGH…skills/databases/database-lookup/references/addgene.md10Pass as: `Authorization: Token <your_api_key>`CODE
HIGHbackend/cli/skills/databases/fda-database/SKILL.md51fda = FDAQuery(api_key="YOUR_API_KEY")CODE
HIGH…databases/fda-database/references/animal_veterinary.md93api_key = "YOUR_API_KEY"CODE
HIGH…li/skills/databases/fda-database/references/devices.md53api_key = "YOUR_API_KEY"CODE
HIGH…/cli/skills/databases/fda-database/references/foods.md54api_key = "YOUR_API_KEY"CODE
HIGH…/cli/skills/databases/fda-database/references/drugs.md39api_key = "YOUR_API_KEY"CODE
HIGH…/cli/skills/databases/fda-database/references/other.md81api_key = "YOUR_API_KEY"CODE
HIGH…cli/skills/databases/fda-database/scripts/fda_query.py11 fda = FDAQuery(api_key="YOUR_API_KEY")STRING
HIGH⚡backend/cli/skills/databases/pubmed-database/SKILL.md142 "api_key": "YOUR_API_KEY" # Optional but recommendedCODE
HIGH⚡backend/cli/skills/databases/pubmed-database/SKILL.md154 "api_key": "YOUR_API_KEY"CODE
HIGH…/databases/pubmed-database/references/api_reference.md17esearch.fcgi?db=pubmed&term=cancer&api_key=YOUR_API_KEYCODE
HIGH…/databases/pubmed-database/references/api_reference.md51esearch.fcgi?db=pubmed&term=breast+cancer&retmax=100&retmode=json&api_key=YOUR_API_KEYCODE
HIGH…/databases/pubmed-database/references/api_reference.md80efetch.fcgi?db=pubmed&id=123456,234567&rettype=abstract&retmode=text&api_key=YOUR_API_KEYCODE
HIGH…/databases/pubmed-database/references/api_reference.md105esummary.fcgi?db=pubmed&id=123456,234567&retmode=json&version=2.0&api_key=YOUR_API_KEYCODE
HIGH…/databases/pubmed-database/references/api_reference.md129epost.fcgi?db=pubmed&id=123456,234567,345678&api_key=YOUR_API_KEYCODE
HIGH…/databases/pubmed-database/references/api_reference.md154elink.fcgi?dbfrom=pubmed&db=pubmed&id=123456&cmd=neighbor&api_key=YOUR_API_KEYCODE
HIGH…/databases/pubmed-database/references/api_reference.md175einfo.fcgi?db=pubmed&retmode=json&api_key=YOUR_API_KEYCODE
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Empty Error Handlers88 hits · 440 pts
SeverityFileLineSnippetContext
HIGHtooling/sdk/python/tests/test_client.py92except (BrokenPipeError, ConnectionResetError):CODE
HIGHbackend/cli/test/skill/fixture/database_helpers.py234except (BrokenPipeError, ConnectionResetError):CODE
HIGHbackend/cli/test/skill/fixture/database_helpers.py222except (BrokenPipeError, ConnectionResetError):CODE
HIGH…visualization/protein-diagram/scripts/draw_features.py87except (FileNotFoundError, IsADirectoryError):CODE
HIGH…sualization/protein-diagram/scripts/draw_domain_map.py77except (FileNotFoundError, IsADirectoryError):CODE
HIGH…cli/skills/databases/ncats-arax/scripts/arax_client.py1569except OSError:CODE
HIGH…cli/skills/databases/ncats-arax/scripts/arax_client.py1593except OSError:CODE
HIGH…cli/skills/databases/ncats-arax/scripts/arax_client.py1588except OSError:CODE
HIGH…core/scientific-visualization/scripts/figure_export.py131except FileNotFoundError:CODE
HIGH…kills/core/scientific-visualization/scripts/_common.py93except FileNotFoundError:CODE
HIGH…/chemistry/molecular-docking/scripts/prepare_target.py264except Exception:CODE
HIGH…chemistry/molecular-docking/scripts/prepare_ligands.py146except Exception:CODE
HIGH…chemistry/molecular-docking/scripts/prepare_ligands.py126except Exception:CODE
HIGH…chemistry/molecular-docking/scripts/prepare_ligands.py297except Exception:CODE
HIGH…chemistry/molecular-docking/scripts/prepare_ligands.py178except Exception:CODE
HIGH…chemistry/molecular-docking/scripts/prepare_ligands.py291except Exception:CODE
HIGH…cli/skills/chemistry/molecular-docking/scripts/dock.py48except ImportError:CODE
HIGH…cli/skills/chemistry/molecular-docking/scripts/dock.py56except ImportError:CODE
HIGH…cli/skills/chemistry/molecular-docking/scripts/dock.py68except Exception:CODE
HIGH…cli/skills/chemistry/molecular-docking/scripts/dock.py154except Exception:CODE
HIGH…cli/skills/chemistry/molecular-docking/scripts/dock.py454except OSError:CODE
HIGH…cli/skills/chemistry/molecular-docking/scripts/dock.py288except Exception:CODE
HIGH…cli/skills/chemistry/molecular-docking/scripts/dock.py440except OSError:CODE
HIGH…cli/skills/chemistry/molecular-docking/scripts/dock.py500except Exception:CODE
HIGH…cli/skills/chemistry/molecular-docking/scripts/dock.py800except OSError:CODE
HIGH…cli/skills/chemistry/molecular-docking/scripts/dock.py693except OSError:CODE
HIGH…cli/skills/chemistry/molecular-docking/scripts/dock.py475except Exception:CODE
HIGH…cli/skills/chemistry/molecular-docking/scripts/dock.py273except Exception:CODE
HIGH…li/skills/chemistry/molecular-docking/scripts/score.py46except ImportError:CODE
HIGH…li/skills/chemistry/molecular-docking/scripts/score.py55except ImportError:CODE
HIGH…ills/chemistry/structure-prediction/scripts/predict.py181except (ValueError, IndexError):CODE
HIGH…hemistry/structure-prediction/scripts/predict_batch.py134except (ValueError, IndexError):CODE
HIGH…ills/chemistry/structure-prediction/scripts/compare.py210except (ValueError, IndexError):CODE
HIGH…ills/chemistry/structure-prediction/scripts/compare.py194except (ValueError, IndexError):CODE
HIGH…ills/chemistry/structure-prediction/scripts/compare.py199except (ValueError, IndexError):CODE
HIGH…i/skills/chemistry/diffdock/scripts/analyze_results.py114except Exception:CODE
HIGH…i/skills/chemistry/diffdock/scripts/analyze_results.py103except Exception:CODE
HIGH…cli/skills/chemistry/binding-affinity/scripts/batch.py56except ImportError:CODE
HIGH…i/skills/chemistry/binding-affinity/scripts/predict.py47except ImportError:CODE
HIGH…skills/chemistry/binding-affinity/scripts/consensus.py83except ValueError:CODE
HIGH…skills/chemistry/binding-affinity/scripts/consensus.py91except ValueError:CODE
HIGH…nmr-compound-inference/scripts/nmr_candidate_report.py110except Exception:CODE
HIGH…/chemistry/molecule-visualization/scripts/render_3d.py75except Exception:CODE
HIGH…/chemistry/molecule-visualization/scripts/draw_grid.py35except ImportError:CODE
HIGH…ls/chemistry/molecule-visualization/scripts/draw_2d.py94except Exception:CODE
HIGH…mistry/molecule-visualization/scripts/draw_scaffold.py282except Exception:CODE
HIGH…/chemistry/denovo-design/scripts/generate_fragments.py355except Exception:CODE
HIGH…/chemistry/denovo-design/scripts/generate_fragments.py353except Exception:CODE
HIGH…/chemistry/denovo-design/scripts/generate_fragments.py341except Exception:CODE
HIGH…li/skills/chemistry/pocket-detection/scripts/detect.py479except Exception:CODE
HIGH…li/skills/chemistry/pocket-detection/scripts/detect.py585except Exception:CODE
HIGH…li/skills/chemistry/pocket-detection/scripts/detect.py304except Exception:CODE
HIGH…er/get-available-resources/scripts/detect_resources.py39except Exception:CODE
HIGH…er/get-available-resources/scripts/detect_resources.py110except (subprocess.TimeoutExpired, FileNotFoundError, Exception):CODE
HIGH…er/get-available-resources/scripts/detect_resources.py143except (subprocess.TimeoutExpired, FileNotFoundError, Exception):CODE
HIGH…er/get-available-resources/scripts/detect_resources.py198except Exception:CODE
HIGH…er/get-available-resources/scripts/detect_resources.py194except Exception:CODE
HIGH…er/get-available-resources/scripts/detect_resources.py192except:CODE
HIGH…her/labarchive-integration/scripts/entry_operations.py104except:CODE
HIGH…lls/coding/timesfm-forecasting/scripts/forecast_csv.py164except Exception:CODE
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Deep Nesting411 hits · 362 pts
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LOWtooling/harbor/openscience_harbor/trajectory.py88CODE
LOWtooling/harbor/openscience_harbor/trajectory.py254CODE
LOWtooling/harbor/openscience_harbor/trajectory.py305CODE
LOWtooling/sdk/python/openscience/client.py113CODE
LOWtooling/sdk/python/openscience/client.py431CODE
LOWevals/science-harness/campaign.py58CODE
LOW…visualization/protein-diagram/scripts/draw_features.py96CODE
LOW…sualization/protein-diagram/scripts/draw_domain_map.py34CODE
LOW…alization/protein-diagram/scripts/draw_ramachandran.py31CODE
LOW…zation/infographics/scripts/generate_infographic_ai.py380CODE
LOW…zation/infographics/scripts/generate_infographic_ai.py634CODE
LOW…zation/infographics/scripts/generate_infographic_ai.py795CODE
LOW…visualization/matplotlib/scripts/style_configurator.py196CODE
LOW…visualization/matplotlib/scripts/style_configurator.py277CODE
LOW…ills/databases/uspto-database/scripts/patent_search.py252CODE
LOW…s/databases/uspto-database/scripts/trademark_client.py226CODE
LOW…s/databases/uspto-database/scripts/trademark_client.py183CODE
LOW…skills/databases/uspto-database/scripts/peds_client.py214CODE
LOW…skills/databases/uspto-database/scripts/peds_client.py155CODE
LOW…s/databases/cosmic-database/scripts/download_cosmic.py30CODE
LOW…s/databases/gene-database/scripts/batch_gene_lookup.py96CODE
LOW…s/databases/gene-database/scripts/batch_gene_lookup.py182CODE
LOW…lls/databases/gene-database/scripts/fetch_gene_data.py157CODE
LOW…s/databases/biorxiv-database/scripts/biorxiv_search.py301CODE
LOW…atabases/pubchem-database/scripts/bioactivity_query.py255CODE
LOW…databases/drugbank-database/scripts/drugbank_helper.py298CODE
LOW…cli/skills/databases/ncats-arax/scripts/arax_client.py609CODE
LOW…cli/skills/databases/ncats-arax/scripts/arax_client.py1128CODE
LOW…cli/skills/databases/ncats-arax/scripts/arax_client.py1187CODE
LOW…cli/skills/databases/ncats-arax/scripts/arax_client.py1425CODE
LOW…ls/databases/brenda-database/scripts/brenda_queries.py114CODE
LOW…ls/databases/brenda-database/scripts/brenda_queries.py203CODE
LOW…ls/databases/brenda-database/scripts/brenda_queries.py235CODE
LOW…ls/databases/brenda-database/scripts/brenda_queries.py315CODE
LOW…ls/databases/brenda-database/scripts/brenda_queries.py368CODE
LOW…ls/databases/brenda-database/scripts/brenda_queries.py418CODE
LOW…ls/databases/brenda-database/scripts/brenda_queries.py476CODE
LOW…ls/databases/brenda-database/scripts/brenda_queries.py527CODE
LOW…ls/databases/brenda-database/scripts/brenda_queries.py579CODE
LOW…ls/databases/brenda-database/scripts/brenda_queries.py622CODE
LOW…ls/databases/brenda-database/scripts/brenda_queries.py731CODE
LOW…ases/brenda-database/scripts/enzyme_pathway_builder.py188CODE
LOW…ases/brenda-database/scripts/enzyme_pathway_builder.py288CODE
LOW…ases/brenda-database/scripts/enzyme_pathway_builder.py362CODE
LOW…ases/brenda-database/scripts/enzyme_pathway_builder.py464CODE
LOW…ases/brenda-database/scripts/enzyme_pathway_builder.py610CODE
LOW…ases/brenda-database/scripts/enzyme_pathway_builder.py710CODE
LOW…ases/brenda-database/scripts/enzyme_pathway_builder.py819CODE
LOW…ases/brenda-database/scripts/enzyme_pathway_builder.py477CODE
LOW…/skills/databases/fda-database/scripts/fda_examples.py144CODE
LOW…/skills/databases/fda-database/scripts/fda_examples.py252CODE
LOW…cli/skills/databases/fda-database/scripts/fda_query.py108CODE
LOW…ls/databases/ensembl-database/scripts/ensembl_query.py314CODE
LOW…ls/databases/ensembl-database/scripts/ensembl_query.py50CODE
LOW…ls/databases/clinpgx-database/scripts/query_clinpgx.py41CODE
LOW…s/databases/uniprot-database/scripts/uniprot_client.py233CODE
LOW…/databases/reactome-database/scripts/reactome_query.py241CODE
LOW…databases/openalex-database/scripts/openalex_client.py44CODE
LOW…databases/openalex-database/scripts/openalex_client.py238CODE
LOWbackend/cli/skills/core/figures/assets/figstyle.py257CODE
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Unused Imports342 hits · 312 pts
SeverityFileLineSnippetContext
LOWtooling/harbor/openscience_harbor/trajectory.py11CODE
LOWtooling/harbor/openscience_harbor/agent.py3CODE
LOWtooling/harbor/tests/test_agent.py7CODE
LOWtooling/harbor/tests/test_trajectory.py4CODE
LOWtooling/harbor/native-smoke/run.py3CODE
LOWtooling/sdk/python/openscience/client.py8CODE
LOWtooling/sdk/python/openscience/__init__.py3CODE
LOWtooling/sdk/python/openscience/__init__.py3CODE
LOWtooling/sdk/python/openscience/__init__.py3CODE
LOWtooling/sdk/python/openscience/__init__.py3CODE
LOWtooling/sdk/python/openscience/__init__.py3CODE
LOWtooling/sdk/python/openscience/__init__.py3CODE
LOWtooling/sdk/python/openscience/__init__.py3CODE
LOWtooling/sdk/python/tests/server_conformance.py10CODE
LOWtooling/sdk/python/tests/test_client.py3CODE
LOWevals/science-harness/run.py8CODE
LOWevals/science-harness/campaign.py9CODE
LOWevals/science-harness/prepare.py8CODE
LOWevals/science-harness/adapters/bixbench3.py10CODE
LOWevals/science-harness/adapters/bixbench3.py14CODE
LOWevals/science-harness/adapters/researchclaw.py15CODE
LOWbackend/cli/test/skill/fixture/scientific_integrity.py2CODE
LOWbackend/cli/test/skill/fixture/scientific_integrity.py4CODE
LOWbackend/cli/test/skill/fixture/scientific_integrity.py6CODE
LOW…ls/research/experimental-design/scripts/doe_designs.py25CODE
LOW…/research/experimental-design/scripts/randomization.py20CODE
LOW…d/cli/skills/research/paper-lookup/scripts/paginate.py28CODE
LOW…cli/skills/research/paper-lookup/scripts/arxiv_atom.py21CODE
LOW…nd/cli/skills/research/paper-lookup/scripts/_common.py23CODE
LOW…i/skills/research/paper-lookup/scripts/jats_to_text.py23CODE
LOW…lls/research/paper-lookup/scripts/openalex_abstract.py18CODE
LOW…s/research/statistical-power/scripts/simulate_power.py18CODE
LOW…cli/skills/research/statistical-power/scripts/power.py27CODE
LOW…cli/skills/research/statistical-power/scripts/power.py30CODE
LOW…alization/protein-diagram/scripts/draw_ramachandran.py28CODE
LOW…tion/dna-visualization/scripts/draw_restriction_map.py28CODE
LOW…tion/dna-visualization/scripts/draw_restriction_map.py29CODE
LOW…tion/dna-visualization/scripts/draw_restriction_map.py19CODE
LOW…visualization/matplotlib/scripts/style_configurator.py20CODE
LOW…ills/visualization/matplotlib/scripts/plot_template.py286CODE
LOW…ugging-face-tool-builder/references/baseline_hf_api.py9CODE
LOW…ills/databases/uspto-database/scripts/patent_search.py20CODE
LOW…ills/databases/uspto-database/scripts/patent_search.py21CODE
LOW…d/cli/skills/databases/onekgpd/scripts/onekgpd_meta.py25CODE
LOW…nd/cli/skills/databases/onekgpd/scripts/onekgpd_api.py28CODE
LOW…i/skills/databases/gene-database/scripts/query_gene.py16CODE
LOW…s/databases/biorxiv-database/scripts/biorxiv_search.py14CODE
LOW…s/databases/biorxiv-database/scripts/biorxiv_search.py17CODE
LOW…/databases/fred-economic-data/scripts/fred_examples.py9CODE
LOW…lls/databases/fred-economic-data/scripts/fred_query.py11CODE
LOW…cli/skills/databases/ncats-arax/scripts/arax_client.py4CODE
LOW…abases/brenda-database/scripts/brenda_visualization.py26CODE
LOW…abases/brenda-database/scripts/brenda_visualization.py28CODE
LOW…abases/brenda-database/scripts/brenda_visualization.py28CODE
LOW…abases/brenda-database/scripts/brenda_visualization.py42CODE
LOW…abases/brenda-database/scripts/brenda_visualization.py42CODE
LOW…abases/brenda-database/scripts/brenda_visualization.py42CODE
LOW…abases/brenda-database/scripts/brenda_visualization.py42CODE
LOW…abases/brenda-database/scripts/brenda_visualization.py42CODE
LOW…abases/brenda-database/scripts/brenda_visualization.py49CODE
282 more matches not shown…
Modern AI Meta-Vocabulary104 hits · 293 pts
SeverityFileLineSnippetContext
MEDIUMbackend/cli/AGENTS.md28### RAG & RetrievalCOMMENT
MEDIUMbackend/cli/skills/llm-tools/dspy/SKILL.md260#### RAG System with OptimizationCOMMENT
MEDIUM…ckend/cli/skills/llm-tools/dspy/references/examples.md12## RAG SystemsCOMMENT
MEDIUM…ckend/cli/skills/llm-tools/dspy/references/examples.md14### Basic RAGCOMMENT
MEDIUM…ckend/cli/skills/llm-tools/dspy/references/examples.md40# Use RAGCOMMENT
MEDIUM…ckend/cli/skills/llm-tools/dspy/references/examples.md46### Optimized RAGCOMMENT
MEDIUM⚡…ckend/cli/skills/llm-tools/dspy/references/examples.md65# Optimize RAGCOMMENT
MEDIUM⚡…ckend/cli/skills/llm-tools/dspy/references/examples.md69# Optimized RAG performs better on similar questionsCOMMENT
MEDIUM⚡…ckend/cli/skills/llm-tools/dspy/references/examples.md73### Multi-Hop RAGCOMMENT
MEDIUM…ckend/cli/skills/llm-tools/dspy/references/examples.md105# Use multi-hop RAGCOMMENT
MEDIUM…ckend/cli/skills/llm-tools/dspy/references/examples.md112### RAG with RerankingCOMMENT
MEDIUM…ckend/cli/skills/llm-tools/dspy/references/examples.md225# Use multi-agent systemCOMMENT
MEDIUM…end/cli/skills/llm-tools/dspy/references/optimizers.md71# Now optimized_qa has learned few-shot examples!COMMENT
MEDIUM…end/cli/skills/llm-tools/dspy/references/optimizers.md433# Stage 1: Bootstrap few-shotCOMMENT
MEDIUMbackend/cli/skills/llm-tools/nemo-guardrails/SKILL.md293- Docs: https://docs.nvidia.com/nemo/guardrails/STRING
MEDIUMbackend/cli/skills/llm-tools/llamaindex/SKILL.md61### 5-line RAG exampleCOMMENT
MEDIUMbackend/cli/skills/llm-tools/llamaindex/SKILL.md202### RAG agent (document search + tools)COMMENT
MEDIUMbackend/cli/skills/llm-tools/llamaindex/SKILL.md227## Advanced RAG patternsCOMMENT
MEDIUMbackend/cli/skills/llm-tools/llamaindex/SKILL.md430## Multi-modal RAGCOMMENT
MEDIUMbackend/cli/skills/llm-tools/llamaindex/SKILL.md469# Evaluate faithfulness (no hallucination)COMMENT
MEDIUMbackend/cli/skills/llm-tools/llamaindex/SKILL.md496# Complete RAG pipelineCOMMENT
MEDIUM…kills/llm-tools/llamaindex/references/query_engines.md34# Combines chunks that fit in context windowCOMMENT
MEDIUM…kills/llm-tools/llamaindex/references/query_engines.md297# 2. context - Simple RAGCOMMENT
MEDIUM…d/cli/skills/llm-tools/llamaindex/references/agents.md25## RAG agentCOMMENT
MEDIUM…d/cli/skills/llm-tools/llamaindex/references/agents.md39# Agent with RAG + calculatorCOMMENT
MEDIUMbackend/cli/skills/llm-tools/crewai/SKILL.md383## Flows - Event-driven orchestrationCOMMENT
MEDIUM…/skills/llm-tools/blip-2/references/troubleshooting.md354### VQA hallucinationsCOMMENT
MEDIUMbackend/cli/skills/llm-tools/langchain/SKILL.md20# LangChain - Build LLM Applications with Agents & RAGCOMMENT
MEDIUMbackend/cli/skills/llm-tools/langchain/SKILL.md192## RAG (Retrieval-Augmented Generation)COMMENT
MEDIUMbackend/cli/skills/llm-tools/langchain/SKILL.md194### Basic RAG pipelineCOMMENT
MEDIUM⚡backend/cli/skills/llm-tools/langchain/SKILL.md236### Conversational RAG with memoryCOMMENT
MEDIUM⚡backend/cli/skills/llm-tools/langchain/SKILL.md241# RAG with conversation memoryCOMMENT
MEDIUM⚡backend/cli/skills/llm-tools/langchain/SKILL.md251# Multi-turn RAGCOMMENT
MEDIUM…ckend/cli/skills/llm-tools/langchain/references/rag.md1# LangChain RAG GuideCOMMENT
MEDIUM…ckend/cli/skills/llm-tools/langchain/references/rag.md5## What is RAG?COMMENT
MEDIUM…ckend/cli/skills/llm-tools/langchain/references/rag.md17## RAG pipeline componentsCOMMENT
MEDIUM…ckend/cli/skills/llm-tools/langchain/references/rag.md194## Advanced RAG patternsCOMMENT
MEDIUM…ckend/cli/skills/llm-tools/langchain/references/rag.md196### Conversational RAGCOMMENT
MEDIUM…ckend/cli/skills/llm-tools/langchain/references/rag.md209# Conversational RAG chainCOMMENT
MEDIUM…ckend/cli/skills/llm-tools/langchain/references/rag.md341## RAG with agentsCOMMENT
MEDIUM…ckend/cli/skills/llm-tools/langchain/references/rag.md343### Agent-based RAGCOMMENT
MEDIUM…ckend/cli/skills/llm-tools/langchain/references/rag.md582# Async RAG for concurrent queriesCOMMENT
MEDIUM…nd/cli/skills/llm-tools/langchain/references/agents.md160### 2. ReAct agent (reasoning trace)COMMENT
MEDIUM…d/cli/skills/llm-tools/guidance/references/backends.md415# - Avoid large few-shot examplesCOMMENT
MEDIUMbackend/cli/skills/llm-tools/qdrant/SKILL.md238## RAG integrationCOMMENT
MEDIUMbackend/cli/skills/llm-tools/qdrant/SKILL.md273# RAG retrievalCOMMENT
MEDIUMbackend/cli/skills/llm-tools/qdrant/SKILL.md283# Use in RAG pipelineCOMMENT
MEDIUMbackend/cli/skills/llm-tools/whisper/SKILL.md252# Use transcription in RAGCOMMENT
MEDIUM…kend/cli/skills/core/scientific-visualization/SKILL.md26## Non-negotiable guardrailsCOMMENT
MEDIUMbackend/cli/skills/chemistry/molfeat/SKILL.md160# MACCS - Fast, good for scaffold hoppingCOMMENT
MEDIUMbackend/cli/skills/chemistry/molfeat/SKILL.md215# MACCS - Fast, scaffold-based similarityCOMMENT
MEDIUM…/skills/chemistry/pytdc/scripts/load_and_split_data.py196 # Example 1: Single prediction with scaffold splitCOMMENT
MEDIUM⚡backend/cli/skills/chemistry/datamol/SKILL.md269# Get Bemis-Murcko scaffold (core structure)COMMENT
MEDIUM⚡backend/cli/skills/chemistry/datamol/SKILL.md276# Group compounds by scaffoldCOMMENT
MEDIUM⚡backend/cli/skills/chemistry/datamol/SKILL.md282# Count scaffold frequencyCOMMENT
MEDIUM⚡backend/cli/skills/chemistry/datamol/SKILL.md286# Create scaffold-to-molecules mappingCOMMENT
MEDIUMbackend/cli/skills/chemistry/datamol/SKILL.md551# Group by scaffoldCOMMENT
MEDIUMbackend/cli/skills/chemistry/datamol/SKILL.md562# Analyze each scaffold seriesCOMMENT
MEDIUM…ls/chemistry/datamol/references/fragments_scaffolds.md3## Scaffolds Module (`datamol.scaffold`)COMMENT
MEDIUM⚡…ls/chemistry/datamol/references/fragments_scaffolds.md28# Count scaffold frequencyCOMMENT
44 more matches not shown…
Cross-File Repetition54 hits · 270 pts
SeverityFileLineSnippetContext
HIGH…zation/infographics/scripts/generate_infographic_ai.py0return only a user-owned openrouter key, never a retired product token.STRING
HIGH…i/skills/core/generate-image/scripts/generate_image.py0return only a user-owned openrouter key, never a retired product token.STRING
HIGH…kills/core/schematics/scripts/generate_schematic_ai.py0return only a user-owned openrouter key, never a retired product token.STRING
HIGH…g/scientific-slides/scripts/generate_slide_image_ai.py0return only a user-owned openrouter key, never a retired product token.STRING
HIGH…ls/chemistry/admet-prediction/scripts/drug_likeness.py0parse input: smiles string or csv file. returns list of (name, mol).STRING
HIGH…chemistry/admet-prediction/scripts/predict_toxicity.py0parse input: smiles string or csv file. returns list of (name, mol).STRING
HIGH…ls/chemistry/admet-prediction/scripts/compare_drugs.py0parse input: smiles string or csv file. returns list of (name, mol).STRING
HIGH…-face-datasets/tests/test_dataset_manager_templates.py0behavioral tests for bundled dataset helpers; no hub requests.STRING
HIGH…eering/hugging-face-datasets/tests/test_sql_manager.py0behavioral tests for bundled dataset helpers; no hub requests.STRING
HIGH…gging-face-datasets/tests/test_dataset_manager_init.py0behavioral tests for bundled dataset helpers; no hub requests.STRING
HIGH…ng/hugging-face-datasets/tests/test_dataset_manager.py0behavioral tests for bundled dataset helpers; no hub requests.STRING
HIGH…kills/document-parsing/xlsx/scripts/office/validate.py0command line tool to validate office document xml files against xsd schemas and tracked changes. usage: python validate.STRING
HIGH…kills/document-parsing/pptx/scripts/office/validate.py0command line tool to validate office document xml files against xsd schemas and tracked changes. usage: python validate.STRING
HIGH…kills/document-parsing/docx/scripts/office/validate.py0command line tool to validate office document xml files against xsd schemas and tracked changes. usage: python validate.STRING
HIGH…skills/document-parsing/xlsx/scripts/office/soffice.py0helper for running libreoffice (soffice) in environments where af_unix sockets may be blocked (e.g., sandboxed vms). detSTRING
HIGH…skills/document-parsing/pptx/scripts/office/soffice.py0helper for running libreoffice (soffice) in environments where af_unix sockets may be blocked (e.g., sandboxed vms). detSTRING
HIGH…skills/document-parsing/docx/scripts/office/soffice.py0helper for running libreoffice (soffice) in environments where af_unix sockets may be blocked (e.g., sandboxed vms). detSTRING
HIGH…skills/document-parsing/xlsx/scripts/office/soffice.py0return a minimal environment for a soffice subprocess. assembled from forwarded_env_vars instead of inheriting the parenSTRING
HIGH…skills/document-parsing/pptx/scripts/office/soffice.py0return a minimal environment for a soffice subprocess. assembled from forwarded_env_vars instead of inheriting the parenSTRING
HIGH…skills/document-parsing/docx/scripts/office/soffice.py0return a minimal environment for a soffice subprocess. assembled from forwarded_env_vars instead of inheriting the parenSTRING
HIGH…skills/document-parsing/xlsx/scripts/office/soffice.py0#define _gnu_source #include <dlfcn.h> #include <errno.h> #include <signal.h> #include <stdio.h> #include <stdlib.h> #inSTRING
HIGH…skills/document-parsing/pptx/scripts/office/soffice.py0#define _gnu_source #include <dlfcn.h> #include <errno.h> #include <signal.h> #include <stdio.h> #include <stdlib.h> #inSTRING
HIGH…skills/document-parsing/docx/scripts/office/soffice.py0#define _gnu_source #include <dlfcn.h> #include <errno.h> #include <signal.h> #include <stdio.h> #include <stdlib.h> #inSTRING
HIGH…ocument-parsing/xlsx/scripts/office/validators/docx.py0validator for word document xml files against xsd schemas.STRING
HIGH…ocument-parsing/pptx/scripts/office/validators/docx.py0validator for word document xml files against xsd schemas.STRING
HIGH…ocument-parsing/docx/scripts/office/validators/docx.py0validator for word document xml files against xsd schemas.STRING
HIGH…nt-parsing/xlsx/scripts/office/validators/redlining.py0validator for tracked changes in word documents. detects untracked edits in word/document.xml: text that differs from thSTRING
HIGH…nt-parsing/pptx/scripts/office/validators/redlining.py0validator for tracked changes in word documents. detects untracked edits in word/document.xml: text that differs from thSTRING
HIGH…nt-parsing/docx/scripts/office/validators/redlining.py0validator for tracked changes in word documents. detects untracked edits in word/document.xml: text that differs from thSTRING
HIGH…ocument-parsing/xlsx/scripts/office/validators/pptx.py0validator for powerpoint presentation xml files against xsd schemas.STRING
HIGH…ocument-parsing/pptx/scripts/office/validators/pptx.py0validator for powerpoint presentation xml files against xsd schemas.STRING
HIGH…ocument-parsing/docx/scripts/office/validators/pptx.py0validator for powerpoint presentation xml files against xsd schemas.STRING
HIGH…ocument-parsing/xlsx/scripts/office/validators/base.py0base validator with common validation logic for document files.STRING
HIGH…ocument-parsing/pptx/scripts/office/validators/base.py0base validator with common validation logic for document files.STRING
HIGH…ocument-parsing/docx/scripts/office/validators/base.py0base validator with common validation logic for document files.STRING
HIGH…ment-parsing/xlsx/scripts/office/helpers/pptx_chart.py0find chart xml that powerpoint refuses but the schema accepts. detection only: for either fault more than one repair is STRING
HIGH…ment-parsing/pptx/scripts/office/helpers/pptx_chart.py0find chart xml that powerpoint refuses but the schema accepts. detection only: for either fault more than one repair is STRING
HIGH…ment-parsing/docx/scripts/office/helpers/pptx_chart.py0find chart xml that powerpoint refuses but the schema accepts. detection only: for either fault more than one repair is STRING
HIGH…ment-parsing/xlsx/scripts/office/helpers/pptx_chart.py0\s*<c:axid\b[^>]*?\bval=["'](-?\d+)["']\s*(?:/>|>\s*</c:axid\s*>)STRING
HIGH…ment-parsing/pptx/scripts/office/helpers/pptx_chart.py0\s*<c:axid\b[^>]*?\bval=["'](-?\d+)["']\s*(?:/>|>\s*</c:axid\s*>)STRING
HIGH…ment-parsing/docx/scripts/office/helpers/pptx_chart.py0\s*<c:axid\b[^>]*?\bval=["'](-?\d+)["']\s*(?:/>|>\s*</c:axid\s*>)STRING
HIGH…ment-parsing/xlsx/scripts/office/helpers/pptx_chart.py0<c:(catax|valax|serax|dateax)\b[^>]*(?<!/)>\s*<c:axid\b[^>]*?\bval=["'](-?\d+)["']STRING
HIGH…ment-parsing/pptx/scripts/office/helpers/pptx_chart.py0<c:(catax|valax|serax|dateax)\b[^>]*(?<!/)>\s*<c:axid\b[^>]*?\bval=["'](-?\d+)["']STRING
HIGH…ment-parsing/docx/scripts/office/helpers/pptx_chart.py0<c:(catax|valax|serax|dateax)\b[^>]*(?<!/)>\s*<c:axid\b[^>]*?\bval=["'](-?\d+)["']STRING
HIGH…ment-parsing/xlsx/scripts/office/helpers/pptx_slide.py0pick the slide-xml schema errors powerpoint refuses the file over. a denylist over lxml's messages, so an unrecognised eSTRING
HIGH…ment-parsing/pptx/scripts/office/helpers/pptx_slide.py0pick the slide-xml schema errors powerpoint refuses the file over. a denylist over lxml's messages, so an unrecognised eSTRING
HIGH…ment-parsing/docx/scripts/office/helpers/pptx_slide.py0pick the slide-xml schema errors powerpoint refuses the file over. a denylist over lxml's messages, so an unrecognised eSTRING
HIGH…ment-parsing/xlsx/scripts/office/helpers/pptx_theme.py0find masters sharing a theme part in the way powerpoint refuses to open. reports only; the fix is to move <p:notesmasterSTRING
HIGH…ment-parsing/pptx/scripts/office/helpers/pptx_theme.py0find masters sharing a theme part in the way powerpoint refuses to open. reports only; the fix is to move <p:notesmasterSTRING
HIGH…ment-parsing/docx/scripts/office/helpers/pptx_theme.py0find masters sharing a theme part in the way powerpoint refuses to open. reports only; the fix is to move <p:notesmasterSTRING
HIGH…iology/molecular-cloning/scripts/restriction_digest.py0return an uppercase dna string from a fasta file or raw sequence.STRING
HIGH…ills/biology/molecular-cloning/scripts/simulate_pcr.py0return an uppercase dna string from a fasta file or raw sequence.STRING
HIGH…lls/biology/molecular-cloning/scripts/design_crispr.py0return an uppercase dna string from a fasta file or raw sequence.STRING
HIGH…ls/biology/molecular-cloning/scripts/design_primers.py0return an uppercase dna string from a fasta file or raw sequence.STRING
Cross-Language Confusion46 hits · 256 pts
SeverityFileLineSnippetContext
HIGHtooling/harbor/tests/test_agent.py484 'test "$1" = --version && test "$2" = 2.0.70 && test "$3" = --no-modify-path\n'CODE
HIGH…d/cli/skills/research/paper-lookup/scripts/paginate.py15 than sending null; bioRxiv just returns an empty collection)STRING
HIGH⚡…recasting/examples/global-temperature/generate_html.py403 ...Array(nActual).fill(null),CODE
HIGH⚡…recasting/examples/global-temperature/generate_html.py411 dataUsed.push(step.historical_values[i]);CODE
HIGH⚡…recasting/examples/global-temperature/generate_html.py413 dataUsed.push(null);CODE
HIGH⚡…recasting/examples/global-temperature/generate_html.py413 dataUsed.push(null);CODE
HIGH⚡…recasting/examples/global-temperature/generate_html.py427 if (forecastIdx >= 0 && forecastIdx < nForecast) {{CODE
HIGH⚡…recasting/examples/global-temperature/generate_html.py428 q90Lower.push(step.q10[forecastIdx]);CODE
HIGH⚡…recasting/examples/global-temperature/generate_html.py429 q90Upper.push(step.q90[forecastIdx]);CODE
HIGH⚡…recasting/examples/global-temperature/generate_html.py430 q80Lower.push(step.q20[forecastIdx]);CODE
HIGH⚡…recasting/examples/global-temperature/generate_html.py431 q80Upper.push(step.q80[forecastIdx]);CODE
HIGH⚡…recasting/examples/global-temperature/generate_html.py433 q90Lower.push(null);CODE
HIGH⚡…recasting/examples/global-temperature/generate_html.py433 q90Lower.push(null);CODE
HIGH⚡…recasting/examples/global-temperature/generate_html.py434 q90Upper.push(null);CODE
HIGH⚡…recasting/examples/global-temperature/generate_html.py434 q90Upper.push(null);CODE
HIGH⚡…recasting/examples/global-temperature/generate_html.py435 q80Lower.push(null);CODE
HIGH⚡…recasting/examples/global-temperature/generate_html.py435 q80Lower.push(null);CODE
HIGH⚡…recasting/examples/global-temperature/generate_html.py436 q80Upper.push(null);CODE
HIGH⚡…recasting/examples/global-temperature/generate_html.py436 q80Upper.push(null);CODE
HIGH⚡…recasting/examples/global-temperature/generate_html.py448 if (forecastIdx >= 0 && forecastIdx < nForecast) {{CODE
HIGH⚡…recasting/examples/global-temperature/generate_html.py449 forecastData.push(step.point_forecast[forecastIdx]);CODE
HIGH⚡…recasting/examples/global-temperature/generate_html.py451 forecastData.push(null);CODE
HIGH⚡…recasting/examples/global-temperature/generate_html.py451 forecastData.push(null);CODE
HIGH…recasting/examples/global-temperature/generate_html.py227 let chart = null;CODE
HIGH…recasting/examples/global-temperature/generate_html.py229 let playInterval = null;CODE
HIGH…recasting/examples/global-temperature/generate_html.py275 data: [...Array(animationData.actual_data.dates.length).fill(null), ...finalStep.point_forecCODE
HIGH…ing/hugging-face-evaluation/scripts/test_extraction.py15Run from the scripts/ directory: cd scripts && uv run test_extraction.pySTRING
HIGH…/hugging-face-model-trainer/scripts/convert_to_gguf.py70 print(" macOS: xcode-select --install && brew install cmake")CODE
HIGH…/hugging-face-model-trainer/scripts/convert_to_gguf.py27- Ubuntu/Debian: sudo apt-get update && sudo apt-get install -y build-essential cmakeSTRING
HIGH…/hugging-face-model-trainer/scripts/convert_to_gguf.py29- macOS: xcode-select --install && brew install cmakeSTRING
HIGH…skills/document-parsing/xlsx/scripts/office/soffice.py165 if (sv[0] >= 0 && sv[0] < 1024) {CODE
HIGH…skills/document-parsing/xlsx/scripts/office/soffice.py184 if (sockfd >= 0 && sockfd < 1024 && is_shimmed[sockfd]) {CODE
HIGH…skills/document-parsing/xlsx/scripts/office/soffice.py193 if (sockfd >= 0 && sockfd < 1024 && is_shimmed[sockfd]) {CODE
HIGH…skills/document-parsing/xlsx/scripts/office/soffice.py207 if (fd >= 0 && fd < 1024 && is_shimmed[fd]) {CODE
HIGH…skills/document-parsing/pptx/scripts/office/soffice.py165 if (sv[0] >= 0 && sv[0] < 1024) {CODE
HIGH…skills/document-parsing/pptx/scripts/office/soffice.py184 if (sockfd >= 0 && sockfd < 1024 && is_shimmed[sockfd]) {CODE
HIGH…skills/document-parsing/pptx/scripts/office/soffice.py193 if (sockfd >= 0 && sockfd < 1024 && is_shimmed[sockfd]) {CODE
HIGH…skills/document-parsing/pptx/scripts/office/soffice.py207 if (fd >= 0 && fd < 1024 && is_shimmed[fd]) {CODE
HIGH…skills/document-parsing/docx/scripts/office/soffice.py165 if (sv[0] >= 0 && sv[0] < 1024) {CODE
HIGH…skills/document-parsing/docx/scripts/office/soffice.py184 if (sockfd >= 0 && sockfd < 1024 && is_shimmed[sockfd]) {CODE
HIGH…skills/document-parsing/docx/scripts/office/soffice.py193 if (sockfd >= 0 && sockfd < 1024 && is_shimmed[sockfd]) {CODE
HIGH…skills/document-parsing/docx/scripts/office/soffice.py207 if (fd >= 0 && fd < 1024 && is_shimmed[fd]) {CODE
HIGH…/biology/treatment-plans/scripts/check_completeness.py265 python check_completeness.py plan.tex && echo "Complete"CODE
HIGH…ogy/treatment-plans/scripts/validate_treatment_plan.py316 python validate_treatment_plan.py plan.tex && echo "Quality check passed"CODE
HIGH…s/biology/relsa-severity-assessment/scripts/_common.py186 undefined, which is what ``score_to_percent`` exists to avoid.STRING
HIGH…li/skills/biology/pacsomatic/scripts/run_pacsomatic.py449 documented shape, e.g. "module purge && module load nextflow/23.10.0".STRING
Cross-Language Confusion (JS/TS)40 hits · 232 pts
SeverityFileLineSnippetContext
HIGH…nd/cli/test/skill/image-generation-entrypoints.test.ts39print(json.dumps({CODE
HIGH…nd/cli/test/skill/image-generation-entrypoints.test.ts81print(json.dumps(errors))CODE
HIGHbackend/cli/src/file/science.ts51 print(json.dumps({"error": "h5py is not available", "detail": str(exc)}))CODE
HIGHbackend/cli/src/file/science.ts172print(json.dumps(result))CODE
HIGH⚡backend/cli/src/experiments/sdk.ts131 elif record.get("t") == "finish":CODE
HIGHbackend/cli/src/experiments/sdk.ts177 return NoneCODE
HIGHbackend/cli/src/experiments/sdk.ts179 return NoneCODE
HIGHbackend/cli/src/experiments/sdk.ts260 return NoneCODE
HIGHbackend/cli/src/experiments/sdk.ts264 return TrueCODE
HIGHbackend/cli/src/cli/ui.ts61 print(...message)CODE
HIGH⚡backend/cli/src/compute/ssh/adapter.ts313 return FalseCODE
HIGH⚡backend/cli/src/compute/ssh/adapter.ts319 return FalseCODE
HIGH⚡backend/cli/src/compute/ssh/adapter.ts321 return TrueCODE
HIGH⚡backend/cli/src/compute/ssh/adapter.ts359 return FalseCODE
HIGH⚡backend/cli/src/compute/ssh/adapter.ts362 return FalseCODE
HIGH⚡backend/cli/src/compute/ssh/adapter.ts363 return TrueCODE
HIGH⚡backend/cli/src/compute/ssh/adapter.ts708 return NoneCODE
HIGH⚡backend/cli/src/compute/ssh/adapter.ts713 return FalseCODE
HIGH⚡backend/cli/src/compute/ssh/adapter.ts723 return FalseCODE
HIGH⚡backend/cli/src/compute/ssh/adapter.ts726 return FalseCODE
HIGH⚡backend/cli/src/compute/ssh/adapter.ts763 return TrueCODE
HIGH⚡backend/cli/src/compute/ssh/adapter.ts765 return FalseCODE
HIGH⚡backend/cli/src/compute/ssh/adapter.ts767 return FalseCODE
HIGH⚡backend/cli/src/compute/ssh/adapter.ts774 return FalseCODE
HIGH⚡backend/cli/src/compute/ssh/adapter.ts782 return TrueCODE
HIGH⚡backend/cli/src/compute/ssh/adapter.ts920 elif value["scheduler"] == "pbs":CODE
HIGH⚡backend/cli/src/compute/ssh/adapter.ts1166elif action == "submit": submit(token)CODE
HIGH⚡backend/cli/src/compute/ssh/adapter.ts1167elif action == "status": status(token, sys.argv[3])CODE
HIGH⚡backend/cli/src/compute/ssh/adapter.ts1168elif action == "cancel": cancel(token, sys.argv[3])CODE
HIGH⚡backend/cli/src/compute/ssh/adapter.ts1169elif action == "log": logs(token, sys.argv[3])CODE
HIGH⚡backend/cli/src/compute/ssh/adapter.ts1170elif action == "harvest": harvest(token)CODE
HIGH⚡backend/cli/src/compute/ssh/adapter.ts1171elif action == "release": release(token)CODE
HIGHbackend/cli/src/compute/ssh/adapter.ts229 return NoneCODE
HIGHbackend/cli/src/compute/ssh/adapter.ts260 return NoneCODE
HIGHbackend/cli/src/compute/ssh/adapter.ts475 return FalseCODE
HIGHbackend/cli/src/compute/ssh/adapter.ts477 return TrueCODE
HIGHbackend/cli/src/compute/ssh/adapter.ts1036 elif identifier.startswith("pbs:"):CODE
HIGHbackend/cli/src/compute/ssh/adapter.ts1056 elif not scope_empty(value):CODE
HIGHbackend/cli/src/compute/ssh/adapter.ts1233 print(json.dumps({"staged": True, "files": len(manifest["files"])}))CODE
HIGHbackend/cli/src/tool/biology/notebook.ts77 print(repr(result))CODE
Docstring Block Structure29 hits · 145 pts
SeverityFileLineSnippetContext
HIGH…cli/skills/databases/kegg-database/scripts/kegg_api.py44 List entry identifiers and associated names. Args: database: KEGG database name or specific entry (e.gSTRING
HIGH…cli/skills/databases/kegg-database/scripts/kegg_api.py72 Search for entries by keywords or molecular properties. Args: database: Database to search ('genes', 'STRING
HIGH…cli/skills/databases/kegg-database/scripts/kegg_api.py111 Retrieve full database entries or specific data formats. Args: entries: Single entry ID or list of entSTRING
HIGH…cli/skills/databases/kegg-database/scripts/kegg_api.py158 Convert identifiers between KEGG and external databases. Args: target_db: Target database (e.g., 'ncbiSTRING
HIGH…cli/skills/databases/kegg-database/scripts/kegg_api.py187 Find related entries across KEGG databases. Args: target_db: Target database (e.g., 'pathway', 'enzymeSTRING
HIGH…ls/databases/ensembl-database/scripts/ensembl_query.py58 Make an API request with error handling and retries. Args: endpoint: API endpoint path STRING
HIGH…skills/databases/string-database/scripts/string_api.py29 Map protein names, synonyms, and identifiers to STRING IDs. Args: identifiers: Single protein identifiSTRING
HIGH…skills/databases/string-database/scripts/string_api.py78 Get protein-protein interaction network data. Args: identifiers: Protein identifier(s) - use STRING IDSTRING
HIGH…ases/opentargets-database/scripts/query_opentargets.py22 Execute a GraphQL query against the Open Targets Platform API. Args: query: GraphQL query string STRING
HIGH…gineering/hugging-face-datasets/scripts/sql_manager.py132 Execute SQL query on a Hugging Face dataset. Args: dataset_id: Dataset ID (e.g., "cais/mmlSTRING
HIGH…gineering/hugging-face-datasets/scripts/sql_manager.py350 Filter and transform dataset with SQL clauses. Args: dataset_id: Dataset ID seSTRING
HIGH…d/cli/skills/ml-training/adaptyv/reference/examples.md505 Request a custom antigen not in the standard catalog Args: target_name: Name of the target protein STRING
HIGH…d/cli/skills/ml-training/adaptyv/reference/examples.md758 Make API request with retry logic and error handling Args: method: HTTP method (GET, POST, etc.) STRING
HIGH…kills/biology/clinical-imaging/scripts/hemodynamics.py37 Load blood pressure waveform data from CSV. Accepts CSV with columns 'time' and 'pressure', or just 'pressure'STRING
HIGH…kills/biology/clinical-imaging/scripts/ciliary_beat.py39 Load video frames as grayscale numpy array. Args: video_path: Path to video file. fps_overrideSTRING
HIGH…skills/biology/clinical-imaging/scripts/compute_adc.py46 Load diffusion-weighted NIfTI image. Args: dwi_path: Path to 4D NIfTI DWI file. Returns: STRING
HIGH…skills/biology/clinical-imaging/scripts/compute_adc.py75 Load binary brain mask NIfTI image. Args: mask_path: Path to 3D NIfTI mask file. Returns: STRING
HIGH…skills/biology/clinical-imaging/scripts/compute_adc.py104 Parse comma-separated b-value string into sorted numpy array. Args: bvalues_str: Comma-separated b-valSTRING
HIGH…ls/biology/clinical-imaging/scripts/amyloid_plaques.py46 Load microscopy image from file. Args: image_path: Path to image file (TIFF, PNG, JPEG, etc.). ReSTRING
HIGH…ls/biology/clinical-imaging/scripts/amyloid_plaques.py105 Threshold grayscale image to produce binary mask. Args: gray: 2D uint8 grayscale image (already smoothSTRING
HIGH…s/biology/clinical-imaging/scripts/cosinor_analysis.py41 Load time-series data from CSV. Expected columns: 'time' (hours) and 'value' (measurement). Args: STRING
HIGH…s/biology/clinical-imaging/scripts/cosinor_analysis.py99 Fit cosinor model to data using least-squares optimization. Args: time: 1D array of time points (hoursSTRING
HIGH…ls/biology/bioimage-analysis/scripts/colocalization.py38Load a single fluorescence channel image as a 2D grayscale array. Args: image_path: Path to the channel imaSTRING
HIGH…ls/biology/bioimage-analysis/scripts/colocalization.py82Apply a thresholding method to create a binary mask of signal pixels. Args: image: 2D float array of channeSTRING
HIGH…ls/biology/bioimage-analysis/scripts/count_colonies.py39Load an image from disk using OpenCV. Args: image_path: Path to the image file. Returns: numpySTRING
HIGH…iology/bioimage-analysis/scripts/analyze_morphology.py39Load a microscopy image from file. Args: image_path: Path to the image file. Returns: numpy.ndSTRING
HIGH…iology/bioimage-analysis/scripts/analyze_morphology.py75Load a pre-segmented integer label mask. Args: mask_path: Path to the mask image file. Returns: STRING
HIGH…kills/biology/bioimage-analysis/scripts/track_cells.py39Load time-lapse frames from a directory of images or a multi-frame TIFF. Args: image_source: Path to a direSTRING
HIGH…lls/biology/bioimage-analysis/scripts/segment_cells.py38Load a microscopy image from file. Supports TIFF (via tifffile), PNG, JPEG, and other formats via skimage. ArgSTRING
Verbosity Indicators79 hits · 138 pts
SeverityFileLineSnippetContext
LOWbackend/cli/test/agent/harness-contract.test.ts116 expect(skill).not.toContain("### Step 5: Save Report")CODE
LOW…s/databases/cosmic-database/scripts/download_cosmic.py64 # Step 1: Get the download URLCOMMENT
LOW⚡…s/databases/cosmic-database/scripts/download_cosmic.py91 # Step 2: Download the fileCOMMENT
LOW⚡…s/databases/cosmic-database/scripts/download_cosmic.py99 # Step 3: Write to diskCOMMENT
LOW⚡…atabases/pubchem-database/scripts/bioactivity_query.py307 # Step 1: Find assays for the targetCOMMENT
LOW⚡…atabases/pubchem-database/scripts/bioactivity_query.py314 # Step 2: Get active compounds from these assaysCOMMENT
LOW…s/databases/uniprot-database/scripts/uniprot_client.py164 # Step 1: Submit jobCOMMENT
LOW…s/databases/uniprot-database/scripts/uniprot_client.py177 # Step 2: Poll for completionCOMMENT
LOW…s/databases/uniprot-database/scripts/uniprot_client.py190 # Step 3: Retrieve resultsCOMMENT
LOW…s/databases/openalex-database/scripts/query_helpers.py28 # Step 1: Find author IDCOMMENT
LOW…s/databases/openalex-database/scripts/query_helpers.py43 # Step 2: Get works by authorCOMMENT
LOW…s/databases/openalex-database/scripts/query_helpers.py74 # Step 1: Find institution IDCOMMENT
LOW…s/databases/openalex-database/scripts/query_helpers.py89 # Step 2: Get works from institutionCOMMENT
LOW…s/databases/openalex-database/scripts/query_helpers.py234 # Step 1: Find entityCOMMENT
LOW…s/databases/openalex-database/scripts/query_helpers.py246 # Step 2: Get statisticsCOMMENT
LOW⚡…forecasting/examples/global-temperature/run_example.sh26# Step 1: Preflight checkCOMMENT
LOW⚡…forecasting/examples/global-temperature/run_example.sh34# Step 2: Run forecastCOMMENT
LOW⚡…forecasting/examples/global-temperature/run_example.sh40# Step 3: Generate visualizationCOMMENT
LOW⚡…skills/coding/pymoo/scripts/decision_making_example.py138 # Step 1: Run optimizationCOMMENT
LOW⚡…skills/coding/pymoo/scripts/decision_making_example.py141 # Step 2: Find extreme solutionsCOMMENT
LOW⚡…skills/coding/pymoo/scripts/decision_making_example.py144 # Step 3: Compare different preference weightsCOMMENT
LOW⚡…skills/coding/pymoo/scripts/decision_making_example.py147 # Step 4: Visualize selections with petal diagramCOMMENT
LOW⚡…/hugging-face-model-trainer/scripts/convert_to_gguf.py158# Step 2: Save merged model temporarilyCOMMENT
LOW⚡…/hugging-face-model-trainer/scripts/convert_to_gguf.py169# Step 3: Install llama.cpp for conversionCOMMENT
LOW⚡…/hugging-face-model-trainer/scripts/convert_to_gguf.py281# Step 6: Upload to HubCOMMENT
LOW…/hugging-face-model-trainer/scripts/convert_to_gguf.py121# Step 1: Load base model and adapterCOMMENT
LOW…/hugging-face-model-trainer/scripts/convert_to_gguf.py199# Step 4: Convert to GGUF (FP16)COMMENT
LOW…/hugging-face-model-trainer/scripts/convert_to_gguf.py223# Step 5: Quantize to different formatsCOMMENT
LOW⚡…ls/biology/synthetic-biology/scripts/codon_optimize.py450 # Step 1: Replace with optimal codonsCOMMENT
LOW⚡…ls/biology/synthetic-biology/scripts/codon_optimize.py460 # Step 2: Remove restriction sitesCOMMENT
LOW⚡…ls/biology/synthetic-biology/scripts/codon_optimize.py463 # Step 3: Fix GC contentCOMMENT
LOW⚡…ls/biology/synthetic-biology/scripts/codon_optimize.py466 # Step 4: Remove homopolymer runsCOMMENT
LOW⚡…skills/biology/deeptools/scripts/workflow_generator.py72# Step 2: Coverage assessmentCOMMENT
LOW⚡…skills/biology/deeptools/scripts/workflow_generator.py80# Step 3: Fragment size (for paired-end data)COMMENT
LOW⚡…skills/biology/deeptools/scripts/workflow_generator.py87# Step 4: ChIP signal strengthCOMMENT
LOW⚡…skills/biology/deeptools/scripts/workflow_generator.py307# Step 2: Generate coverage trackCOMMENT
LOW⚡…skills/biology/deeptools/scripts/workflow_generator.py317# Step 3: Fragment size analysisCOMMENT
LOW⚡…skills/biology/deeptools/scripts/workflow_generator.py324# Step 4: Compute matrix at peaks (if peaks provided)COMMENT
LOW…skills/biology/deeptools/scripts/workflow_generator.py51# Step 1: Correlation analysisCOMMENT
LOW…skills/biology/deeptools/scripts/workflow_generator.py128# Step 1: Generate normalized coverage tracksCOMMENT
LOW…skills/biology/deeptools/scripts/workflow_generator.py151# Step 2: Create log2 ratio trackCOMMENT
LOW…skills/biology/deeptools/scripts/workflow_generator.py164# Step 3: Compute matrix around TSSCOMMENT
LOW…skills/biology/deeptools/scripts/workflow_generator.py178# Step 4: Generate heatmapCOMMENT
LOW…skills/biology/deeptools/scripts/workflow_generator.py191# Step 5: Generate profile plotCOMMENT
LOW…skills/biology/deeptools/scripts/workflow_generator.py203# Step 6: Enrichment at peaks (if peaks provided)COMMENT
LOW…skills/biology/deeptools/scripts/workflow_generator.py294# Step 1: Shift reads for Tn5 correctionCOMMENT
LOW⚡…gy/opentrons-integration/scripts/pcr_setup_template.py80 # Step 1: Distribute master mixCOMMENT
LOW⚡…gy/opentrons-integration/scripts/pcr_setup_template.py90 # Step 2: Add template DNACOMMENT
LOW⚡…ntrons-integration/scripts/serial_dilution_template.py65 # Step 1: Add diluent to all wells except first columnCOMMENT
LOW⚡…ntrons-integration/scripts/serial_dilution_template.py75 # Step 2: Add stock solution to first columnCOMMENT
LOW⚡…ntrons-integration/scripts/serial_dilution_template.py84 # Step 3: Perform serial dilutionCOMMENT
LOW⚡…iology/bioservices/scripts/compound_cross_reference.py337 # Step 1: Search KEGGSTRING
LOW⚡…iology/bioservices/scripts/compound_cross_reference.py343 # Step 2: Get KEGG detailsSTRING
LOW⚡…iology/bioservices/scripts/compound_cross_reference.py346 # Step 3: Map to ChEMBLSTRING
LOW⚡…iology/bioservices/scripts/compound_cross_reference.py349 # Step 4: Get ChEBI detailsSTRING
LOW⚡…iology/bioservices/scripts/compound_cross_reference.py354 # Step 5: Get ChEMBL detailsSTRING
LOW⚡…ology/bioservices/scripts/protein_analysis_workflow.py368 # Step 1: Search proteinSTRING
LOW⚡…ology/bioservices/scripts/protein_analysis_workflow.py374 # Step 2: Retrieve sequenceSTRING
LOW⚡…ology/bioservices/scripts/protein_analysis_workflow.py379 # Step 3: BLAST searchSTRING
LOW⚡…ology/bioservices/scripts/protein_analysis_workflow.py383 # Step 4: Pathway discoverySTRING
19 more matches not shown…
Over-Commented Block122 hits · 116 pts
SeverityFileLineSnippetContext
LOWtooling/repo/test-shards.ts1#!/usr/bin/env bunCOMMENT
LOWfrontend/workspace/vite.config.ts61 // Molstar has circular re-exports throughout its package. Its threeCOMMENT
LOWfrontend/workspace/e2e/loading-states.spec.ts101 // itself: the only resource anywhere under it is FdaBanner's own probe,COMMENT
LOWfrontend/workspace/src/utils/persist.ts21// cache becomes the only store. A single value the quota cannot hold is notCOMMENT
LOWfrontend/workspace/src/components/terminal-error.ts1// When a pty socket dies, WebKit dispatches a bare `error` Event (no detail)COMMENT
LOW…kspace/src/components/settings/settings-labels.test.ts21 server.ssrLoadModule("solid-js/web") as Promise<typeof import("solid-js/web")>,COMMENT
LOWfrontend/workspace/src/components/settings/registry.ts1import { lazy, type Component } from "solid-js"COMMENT
LOWfrontend/workspace/src/atlas/poll-identity.ts1// A polling surface has to name itself to the server. Both compute samplersCOMMENT
LOWfrontend/workspace/src/atlas/HostStrip.test.ts241 // which suspends the whole pane until the request resolves. ReadingCOMMENT
LOWbackend/cli/bunfig.toml1[test]COMMENT
LOWbackend/cli/test/preload.ts61COMMENT
LOWbackend/cli/test/config/config.test.ts1781 process.env["OPENSCIENCE_CONFIG_DIR"] = originalConfigDirCOMMENT
LOWbackend/cli/test/science/kernel/metrics.test.ts461COMMENT
LOWbackend/cli/test/science/kernel/metrics.test.ts801 // The grandchild alone holds 64MB the leader never touches, so theCOMMENT
LOWbackend/cli/test/tool/question.test.ts181 // intentionally removed the zod validation due to tool call errors, hoping prompting is gonna be good enoughCOMMENT
LOWbackend/cli/test/tool/question.test.ts201 // test("should throw an Error for label exceeding 30 characters", async () => {COMMENT
LOWbackend/cli/test/session/compaction-edge.test.ts761 expect(await layout(history("m09"))).toEqual(["m03", "m04", "m05", "m06", "m07", "m08", "m09"])COMMENT
LOW…d/cli/skills/llm-tools/outlines/references/backends.md221# - Speed: Slightly slower than Q4COMMENT
LOW…databases/drugbank-database/references/drug-queries.md181# Common properties to extract:COMMENT
LOW…chemistry/diffdock/assets/custom_inference_config.yaml41COMMENT
LOW…chemistry/diffdock/assets/custom_inference_config.yaml61# temp_sampling_tor: 6.5COMMENT
LOW…chemistry/diffdock/assets/custom_inference_config.yaml81# temp_sampling_rot: 2.0COMMENT
LOW…skills/ml-inference/vllm/references/troubleshooting.md441COMMENT
LOW…skills/ml-inference/tensorrt-llm/references/serving.md161curl http://localhost:9090/metricsCOMMENT
LOW…/other/hugging-face-jobs/scripts/generate-responses.py1# /// scriptCOMMENT
LOW…s/other/hugging-face-jobs/scripts/cot-self-instruct.py1# /// scriptCOMMENT
LOW…d/cli/skills/coding/exploratory-data-analysis/SKILL.md321# - Data structureCOMMENT
LOW…forecasting/examples/global-temperature/run_example.sh1#!/bin/bashCOMMENT
LOW…ckend/cli/skills/coding/denario/references/examples.md41### Execute Full PipelineCOMMENT
LOW…ckend/cli/skills/coding/denario/references/examples.md61# - Computed trend: +0.18°C per decadeCOMMENT
LOW…ckend/cli/skills/coding/denario/references/examples.md81# climate_research/COMMENT
LOW…ckend/cli/skills/coding/denario/references/examples.md421# - ROC curvesCOMMENT
LOW…lls/coding/optimize-for-gpu/references/installation.md21COMMENT
LOW…ysics/pymatgen/references/transformations_workflows.md301 relax = MPRelaxSet(slab)COMMENT
LOW…training/accelerate/references/megatron-integration.md421# checkpoint-1000/COMMENT
LOWbackend/cli/skills/ml-training/rwkv/SKILL.md141### Workflow 4: RWKV vs Transformer comparisonCOMMENT
LOW…/skills/ml-training/gptq/references/troubleshooting.md61# Requantize with better calibrationCOMMENT
LOW…l-training/stable-baselines3/scripts/evaluate_agent.py201 # Example 1: Evaluate a trained modelCOMMENT
LOW…l-training/stable-baselines3/scripts/evaluate_agent.py221 # watch_agent(COMMENT
LOW…l-training/stable-baselines3/scripts/evaluate_agent.py241 # model_path="./models/best_model/best_model.zip",COMMENT
LOW…l-training/stable-baselines3/scripts/train_rl_agent.py141 algorithm=PPO,COMMENT
LOW…l-training/stable-baselines3/scripts/train_rl_agent.py161 # algorithm=DQN,COMMENT
LOW…ining/stable-baselines3/scripts/custom_env_template.py61 # 2. Multi-discrete: spaces.MultiDiscrete([n1, n2, ...])COMMENT
LOW…gging-face-model-trainer/references/gguf_conversion.md61### 3. ✅ Include All DependenciesCOMMENT
LOW…ace-model-trainer/references/reliability_principles.md161# ///COMMENT
LOW…/hugging-face-model-trainer/scripts/convert_to_gguf.py1#!/usr/bin/env python3COMMENT
LOW…ugging-face-model-trainer/scripts/train_sft_example.py1#!/usr/bin/env python3COMMENT
LOW…end/cli/skills/ml-training/axolotl/references/other.md1841 # The name of the chat template to use for training, following values are supported:COMMENT
LOW…end/cli/skills/ml-training/axolotl/references/other.md1881 # message_property_mappings={'role':'role', 'content':'content'}) If a property existsCOMMENT
LOW…end/cli/skills/ml-training/axolotl/references/other.md1901 # Roles to train on. The tokens from these roles will be considered for the loss.COMMENT
LOW…end/cli/skills/ml-training/axolotl/references/other.md2001 # will raise an error. This is the default.COMMENT
LOW…end/cli/skills/ml-training/axolotl/references/other.md2041 # 'from' is loaded from input dataset and used as 'role', while 'value' is loaded andCOMMENT
LOW…end/cli/skills/ml-training/axolotl/references/other.md2061 # all EOS tokens, turn (default): train on the EOS token at the end of each trainableCOMMENT
LOW…end/cli/skills/ml-training/axolotl/references/other.md2121# `datasets`. The same applies to the `test_datasets` option and theCOMMENT
LOW…end/cli/skills/ml-training/axolotl/references/other.md2181COMMENT
LOW…end/cli/skills/ml-training/axolotl/references/other.md2221 # Mapping of properties from the input dataset to the chat template. (default:COMMENT
LOW…end/cli/skills/ml-training/axolotl/references/other.md2241 temperature: float | NoneCOMMENT
LOW…end/cli/skills/ml-training/axolotl/references/other.md2341bf16: Literal['auto'] | bool | None = autoCOMMENT
LOW…end/cli/skills/ml-training/axolotl/references/other.md2381max_prompt_len: int | NoneCOMMENT
LOW…end/cli/skills/ml-training/axolotl/references/other.md2541# sequence into two equal-sized subsequences, or set to 4 to split into four equal-sizedCOMMENT
62 more matches not shown…
Hallucination Indicators10 hits · 115 pts
SeverityFileLineSnippetContext
CRITICALevals/launch/capture.ts501 `observable=${result.result.completion.observableComplete ? "complete" : "incomplete"} · ${result.result.observablCODE
CRITICALevals/cadence-harness/run.ts293 jobs = await unwrap<Json[]>(input.client.settings.compute.jobs.list())CODE
CRITICAL⚡…e/src/science/renderers/molecular/ProteinStructure.tsx94 subscriptions.push(p.managers.structure.selection.events.changed.subscribe(syncSelection))CODE
CRITICAL⚡…e/src/science/renderers/molecular/ProteinStructure.tsx95 subscriptions.push(p.managers.structure.selection.events.additionsHistoryUpdated.subscribe(syncSelection))CODE
CRITICAL⚡…e/src/science/renderers/molecular/ProteinStructure.tsx96 subscriptions.push(p.managers.structure.measurement.behaviors.state.subscribe(syncMeasurements))CODE
CRITICALbackend/cli/test/session/context-preflight.test.ts104 message.info.error.data.message.includes("No provider request was sent"),CODE
CRITICAL…ckend/cli/skills/ml-training/axolotl/references/api.md658core.trainers.grpo.sampler.SequenceParallelRepeatRandomSampler.set_epoch(epoch)CODE
CRITICAL…ckend/cli/skills/ml-training/axolotl/references/api.md1795core.trainers.grpo.trainer.AxolotlGRPOSequenceParallelTrainer.get_train_dataloader(CODE
CRITICAL…ckend/cli/skills/ml-training/axolotl/references/api.md4690core.trainers.dpo.trainer.AxolotlDPOTrainer.push_to_hub(*args, **kwargs)CODE
CRITICAL…ckend/cli/skills/ml-training/axolotl/references/api.md4892core.trainers.mixins.scheduler.SchedulerMixin.create_scheduler(CODE
Redundant / Tautological Comments75 hits · 97 pts
SeverityFileLineSnippetContext
LOW…zation/infographics/scripts/generate_infographic_ai.py1131 # Check if quality is acceptableSTRING
LOW…g-face-tool-builder/references/find_models_by_paper.sh93# Check if the input looks like an arXiv ID (format: YYYY.NNNNN or YYYY.NNNNNNN)COMMENT
LOW…g-face-tool-builder/references/find_models_by_paper.sh133# Check if we got a valid responseCOMMENT
LOW⚡…ills/databases/uspto-database/scripts/patent_search.py281 # Print resultsCOMMENT
LOW⚡…s/databases/gene-database/scripts/batch_gene_lookup.py281 # Output resultsSTRING
LOW…s/databases/biorxiv-database/scripts/biorxiv_search.py224 # Check if any keyword matchesCOMMENT
LOW…s/databases/biorxiv-database/scripts/biorxiv_search.py418 # Output resultsCOMMENT
LOW⚡…ls/databases/brenda-database/scripts/brenda_queries.py219 # Check if our target product is in the products listCOMMENT
LOW…ls/databases/brenda-database/scripts/brenda_queries.py589 # Check if organism might be thermophilic based on nameCOMMENT
LOW⚡…ases/brenda-database/scripts/enzyme_pathway_builder.py301 # Check if substrate is in the reactantsCOMMENT
LOW⚡…ases/brenda-database/scripts/enzyme_pathway_builder.py316 # Check if product is mentioned in substrate data (limited approach)COMMENT
LOW…ases/brenda-database/scripts/enzyme_pathway_builder.py192 # Check if it's in the databaseCOMMENT
LOW…ases/brenda-database/scripts/enzyme_pathway_builder.py394 # Check if current metabolite is a starting materialCOMMENT
LOW…cli/skills/databases/fda-database/scripts/fda_query.py40 # Check if at limitCOMMENT
LOW…databases/openalex-database/scripts/openalex_client.py222 # Check if we've hit max_resultsCOMMENT
LOW…databases/openalex-database/scripts/openalex_client.py226 # Check if there are more pagesCOMMENT
LOW…linicaltrials-database/scripts/query_clinicaltrials.py158 # Check if we've reached the max or there are no more resultsCOMMENT
LOW…kills/core/schematics/scripts/generate_schematic_ai.py712 # Check if quality is acceptable - STOP EARLY if soCOMMENT
LOW…i/skills/core/paper-writing/scripts/validate_format.py180 # Print resultsCOMMENT
LOW…chemistry/molecular-docking/scripts/prepare_ligands.py162 # Check if input is a fileCOMMENT
LOW⚡…cli/skills/chemistry/molecular-docking/scripts/dock.py61 # Check if DiffDock CLI is availableCOMMENT
LOW…ls/chemistry/admet-prediction/scripts/compare_drugs.py523 # Print resultsSTRING
LOW…i/skills/chemistry/diffdock/scripts/analyze_results.py36 # Check if this is a single complex or batch resultsCOMMENT
LOW…skills/chemistry/diffdock/scripts/prepare_batch_csv.py130 # Check if it's a file path or SMILESCOMMENT
LOW⚡…skills/chemistry/binding-affinity/scripts/consensus.py131 # Check if it's rescore or interactionsCOMMENT
LOW…kills/chemistry/deepchem/scripts/predict_solubility.py150 # Display resultsCOMMENT
LOW…kills/chemistry/denovo-design/scripts/generate_sbdd.py205 # Check if this residue matches any specifiedCOMMENT
LOW…li/skills/chemistry/rdkit/scripts/similarity_search.py288 # Output resultsSTRING
LOW…skills/chemistry/rdkit/scripts/molecular_properties.py131 # Output resultsCOMMENT
LOW…li/skills/chemistry/pocket-detection/scripts/detect.py735 # Print resultsSTRING
LOW…er/get-available-resources/scripts/detect_resources.py155 # Check if running on Apple SiliconCOMMENT
LOW…/other/iso-13485-certification/scripts/gap_analyzer.py208 # Read file content (simple text reading)COMMENT
LOW…/other/iso-13485-certification/scripts/gap_analyzer.py231 # Check if any keyword appears in the documentCOMMENT
LOW…s/other/hugging-face-jobs/scripts/cot-self-instruct.py314 # Check if majority answer matches original and meets thresholdCOMMENT
LOW…ills/other/hugging-face-jobs/scripts/finepdfs-stats.py423 # Print resultsSTRING
LOW…s/other/labarchive-integration/scripts/setup_config.py167 # Check if config already existsCOMMENT
LOW…end/cli/skills/coding/pymc/scripts/model_comparison.py104 # Check if difference is significant relative to SECOMMENT
LOW⚡…lls/coding/timesfm-forecasting/scripts/check_system.py388 # Check if GPU is availableCOMMENT
LOW…ding/statistical-analysis/scripts/assumption_checks.py453 # Check if grouped dataCOMMENT
LOW…ills/coding/torch_geometric/scripts/visualize_graph.py159 # Check if all edges have their reverseCOMMENT
LOW…/skills/coding/pymoo/scripts/many_objective_example.py44 # Print results summaryCOMMENT
LOW…kills/coding/pymoo/scripts/single_objective_example.py45 # Print resultsCOMMENT
LOW…skills/coding/pymoo/scripts/multi_objective_example.py36 # Print results summaryCOMMENT
LOW…/hugging-face-evaluation/scripts/evaluation_manager.py128 # Check if first column looks like benchmark namesCOMMENT
LOW…/hugging-face-evaluation/scripts/evaluation_manager.py138 # Check if there are numeric values in the tableCOMMENT
LOW…/hugging-face-evaluation/scripts/evaluation_manager.py281 # Check if first column header suggests model namesCOMMENT
LOW…/hugging-face-evaluation/scripts/evaluation_manager.py286 # Check if remaining headers look like benchmarksCOMMENT
LOW…/hugging-face-evaluation/scripts/evaluation_manager.py301 # Check if data rows have numeric values in most columns (except first)COMMENT
LOW…/hugging-face-evaluation/scripts/evaluation_manager.py346 # Check if first column header is empty/generic (indicates benchmarks in rows)COMMENT
LOW…ining/stable-baselines3/scripts/custom_env_template.py135 # Check if goal is reachedCOMMENT
LOW…i/skills/ml-training/pufferlib/scripts/env_template.py102 # Check if episode is doneCOMMENT
LOW…ills/biology/synthetic-biology/scripts/gene_circuit.py250 # Check if this is a new steady stateCOMMENT
LOW…kills/biology/clinical-imaging/scripts/ciliary_beat.py154 # Check if signal has variance (cilia must be beating)COMMENT
LOW…s/biology/clinical-imaging/scripts/cosinor_analysis.py313 # Print resultsSTRING
LOW…cli/skills/biology/deeptools/scripts/validate_files.py61 # Check if start and end are integersCOMMENT
LOW…cli/skills/biology/deeptools/scripts/validate_files.py168 # Check if any files were providedSTRING
LOW…cli/skills/biology/deeptools/scripts/validate_files.py180 # Print resultsSTRING
LOW…skills/biology/deeptools/scripts/workflow_generator.py417 # Check if workflow was specifiedSTRING
LOW⚡…/biology/treatment-plans/scripts/check_completeness.py295 # Read fileSTRING
LOW⚡…/biology/treatment-plans/scripts/check_completeness.py305 # Display resultsSTRING
15 more matches not shown…
AI Slop Vocabulary20 hits · 38 pts
SeverityFileLineSnippetContext
MEDIUMevals/cadence-harness/prepare.ts162 `# Better search and parallelism backlog\n\nUpdated after each three-run batch. Items stay here when the trajectorCODE
MEDIUMbackend/cli/test/tool/question.test.ts187 // header: "This Header is Definitely More Than Thirty Characters Long",COMMENT
MEDIUM…et-research-reports/scripts/generate_market_visuals.py15 # Generate all 28 visuals (for comprehensive coverage)STRING
MEDIUM…ills/visualization/matplotlib/scripts/plot_template.py317 """Create a comprehensive figure with multiple subplots."""STRING
MEDIUM⚡…abases/brenda-database/scripts/brenda_visualization.py690 """Generate a comprehensive set of plots for an enzyme."""STRING
MEDIUM⚡…ases/brenda-database/scripts/enzyme_pathway_builder.py820 """Generate a comprehensive pathway report."""STRING
MEDIUM…kills/core/schematics/scripts/generate_schematic_ai.py115 # Scientific diagram best practices prompt templateCOMMENT
LOW…cli/skills/chemistry/molecular-docking/scripts/rank.py423 "composite_score": entry["score"], # just use raw scoreCODE
MEDIUM⚡…chemistry/admet-prediction/scripts/predict_toxicity.py69# AMES mutagenicity: comprehensive structural alert library (~30 patterns)COMMENT
MEDIUM…skills/chemistry/rdkit/scripts/molecular_properties.py26 """Calculate comprehensive molecular properties."""STRING
MEDIUM…/other/iso-13485-certification/scripts/gap_analyzer.py250 """Generate comprehensive gap analysis report."""STRING
MEDIUM…/other/hugging-face-jobs/scripts/generate-responses.py94 """Create a comprehensive dataset card documenting the generation process."""STRING
MEDIUM…s/other/hugging-face-jobs/scripts/cot-self-instruct.py349 """Create a comprehensive dataset card for a supported method."""STRING
MEDIUM…/skills/scholar-evaluation/scripts/calculate_scores.py148 """Generate comprehensive evaluation report."""STRING
MEDIUM…ding/statistical-analysis/scripts/assumption_checks.py186 # Levene's test (robust to non-normality)COMMENT
MEDIUM…ding/statistical-analysis/scripts/assumption_checks.py533 # Run comprehensive checkCOMMENT
MEDIUM…ogy/treatment-plans/scripts/validate_treatment_plan.py179 """Display comprehensive validation results."""STRING
MEDIUM…/biology/flow-cytometry-analysis/scripts/cell_cycle.py122 # Filter out extreme outliers for robust peak detectionCOMMENT
MEDIUM…ology/clinical-reports/scripts/validate_case_report.py192 """Generate comprehensive validation report."""STRING
MEDIUM…ls/biology/pharmacology-wetlab/scripts/western_blot.py84 # Simple equal-width fallback (robust for most gel images)COMMENT
Example Usage Blocks23 hits · 35 pts
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LOW…cli/skills/databases/kegg-database/scripts/kegg_api.py242 # Example usageCOMMENT
LOW…databases/drugbank-database/scripts/drugbank_helper.py328# Example usageCOMMENT
LOW⚡…abases/brenda-database/scripts/brenda_visualization.py752 # Example usageCOMMENT
LOW⚡…ls/databases/brenda-database/scripts/brenda_queries.py813 # Example usageCOMMENT
LOW⚡…ases/brenda-database/scripts/enzyme_pathway_builder.py1028 # Example usageCOMMENT
LOW…skills/databases/string-database/scripts/string_api.py357 # Example usageCOMMENT
LOW…s/databases/openalex-database/scripts/query_helpers.py293 # Example usageCOMMENT
LOW…databases/openalex-database/scripts/openalex_client.py325 # Example usageCOMMENT
LOW…s/databases/chembl-database/scripts/example_queries.py254# Example usageCOMMENT
LOW…linicaltrials-database/scripts/query_clinicaltrials.py196# Example usageCOMMENT
LOW…ases/opentargets-database/scripts/query_opentargets.py370# Example usageSTRING
LOW…end/cli/skills/coding/pymc/scripts/model_comparison.py358# Example usageSTRING
LOW…nd/cli/skills/coding/pymc/scripts/model_diagnostics.py268# Example usageCOMMENT
LOW…forecasting/examples/global-temperature/run_example.sh9# Usage:COMMENT
LOW…ding/statistical-analysis/scripts/assumption_checks.py521 # Example usageCOMMENT
LOW…nd/cli/skills/coding/simpy/scripts/resource_monitor.py320# Example usageCOMMENT
LOW…lls/coding/scikit-learn/scripts/clustering_analysis.py338# Example usageCOMMENT
LOW…coding/scikit-learn/scripts/classification_pipeline.py230# Example usageCOMMENT
LOW…decision-support/scripts/generate_survival_analysis.py433# Example usage:COMMENT
LOW…ical-decision-support/scripts/validate_cds_document.py323# Example usage:COMMENT
LOW…nical-decision-support/scripts/biomarker_classifier.py375# Example usage:COMMENT
LOW…inical-decision-support/scripts/build_decision_tree.py412# Example usage:COMMENT
LOW…nical-decision-support/scripts/create_cohort_tables.py501# Example usage:COMMENT
Fake / Example Data28 hits · 30 pts
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LOWfrontend/ui/src/components/select.tsx28 "placeholder",CODE
LOW…nd/workspace/src/components/prompt-placeholder.test.ts25 expect(source).not.toContain('setStore("placeholder"')CODE
LOW…rkspace/src/components/settings/network-domain.test.ts16 "user@example.org",CODE
LOWfrontend/docs/test/navigation.test.ts27 expect(resolveLink("mailto:help@example.org", route)).toBe("mailto:help@example.org")CODE
LOW⚡backend/cli/test/science/crossref.test.ts62 for (const url of urls) expect(url.searchParams.get("mailto")).toBe("lab@example.org")CODE
LOW⚡backend/cli/test/science/crossref.test.ts68 process.env.OPENALEX_MAILTO = "openalex@example.org"CODE
LOW⚡backend/cli/test/science/crossref.test.ts70 expect(fallback[0]!.searchParams.get("mailto")).toBe("openalex@example.org")CODE
LOW⚡backend/cli/test/science/crossref.test.ts73 process.env.CROSSREF_MAILTO = "crossref@example.org"CODE
LOW⚡backend/cli/test/science/crossref.test.ts75 expect(explicit[0]!.searchParams.get("mailto")).toBe("crossref@example.org")CODE
LOWbackend/cli/test/cli/run-attach.test.ts65 const token = "run-attach-dummy-token"CODE
LOWbackend/cli/test/cli/run-attach.test.ts188 for (const supplied of [undefined, "wrong-dummy-token"]) {CODE
LOWbackend/cli/test/cli/run-attach.test.ts193 expect(result.stdout + result.stderr).not.toContain("wrong-dummy-token")CODE
LOW…nd/cli/test/session/harness-units/deliverables.test.ts332 expect(results["todo.md"][0]).toContain("placeholder")CODE
LOWbackend/cli/skills/llm-tools/dspy/SKILL.md363print(result.person.name) # "John Doe"CODE
LOWbackend/cli/skills/llm-tools/dspy/references/modules.md236print(result.person.name) # "John Doe"CODE
LOW…nd/cli/skills/llm-tools/langchain/references/agents.md137 ("placeholder", "{agent_scratchpad}"),CODE
LOWbackend/cli/skills/llm-tools/outlines/SKILL.md83print(user.name) # "John Doe"CODE
LOWbackend/cli/skills/llm-tools/instructor/SKILL.md75print(user.name) # "John Doe"CODE
LOWbackend/cli/skills/llm-tools/instructor/SKILL.md641 "name": "John Doe",STRING
LOWbackend/cli/skills/llm-tools/instructor/SKILL.md683 "name": "John Doe",CODE
LOW…s/databases/cosmic-database/scripts/download_cosmic.py13 email="user@example.com",STRING
LOW…/writing/pptx-posters/assets/poster_html_template.html206 <div id="chart1" class="placeholder" style="width: 100%; height: 400pt;"></div>CODE
LOW…riting/pptx-posters/assets/poster_quality_checklist.md15- [ ] No placeholder text remaining (TODO, Lorem ipsum, etc.)CODE
LOWbackend/cli/skills/writing/latex-posters/SKILL.md1083- [ ] No placeholder text remaining (Lorem ipsum, TODO, etc.)CODE
LOW…/skills/writing/latex-posters/scripts/review_poster.sh179echo " [ ] No placeholder text (Lorem ipsum, TODO, etc.)"CODE
LOW…iting/latex-posters/assets/poster_quality_checklist.md15- [ ] No placeholder text remaining (TODO, Lorem ipsum, etc.)CODE
LOWbackend/cli/src/auth/index.ts11export const OAUTH_DUMMY_KEY = "synsc-oauth-dummy-key"CODE
LOWbackend/cli/src/harness/deliverables.ts34 const PLACEHOLDER = /\b(?:TODO|TBD|FIXME|placeholder|dummy|lorem ipsum|xxx+|fill me|to be filled|<insert)\b/iCODE
Self-Referential Comments8 hits · 24 pts
SeverityFileLineSnippetContext
MEDIUM…ls/chemistry/molecule-visualization/scripts/draw_2d.py106 # Create the drawerCOMMENT
MEDIUM…ls/chemistry/hypogenic/references/config_template.yaml116# Define a custom function in your code to parse specific output formatsCOMMENT
MEDIUM…ering/hugging-face-datasets/scripts/dataset_manager.py55 # Create a basic README.md with metadata if it doesn't existCOMMENT
MEDIUM…ering/hugging-face-datasets/scripts/dataset_manager.py358 # Create a newline-delimited JSON stringCOMMENT
MEDIUM…ills/coding/torch_geometric/scripts/visualize_graph.py155 # Create a set of edges and reverse edgesCOMMENT
MEDIUM…/skills/coding/pymoo/scripts/many_objective_example.py19 # Define the problem - DTLZ2 with 5 objectivesCOMMENT
MEDIUM…kills/coding/pymoo/scripts/single_objective_example.py21 # Define the problem - Sphere function (sum of squares)COMMENT
MEDIUM…skills/coding/pymoo/scripts/multi_objective_example.py18 # Define the problem - ZDT1 (bi-objective)COMMENT
AI Structural Patterns21 hits · 20 pts
SeverityFileLineSnippetContext
LOWtooling/sdk/python/openscience/client.py306CODE
LOWevals/science-harness/campaign.py102CODE
LOW…lls/databases/fred-economic-data/scripts/fred_query.py113CODE
LOW…lls/databases/fred-economic-data/scripts/fred_query.py162CODE
LOW…linicaltrials-database/scripts/query_clinicaltrials.py22CODE
LOW…core/scientific-visualization/scripts/figure_export.py149CODE
LOW…core/scientific-visualization/scripts/figure_export.py323CODE
LOW…ore/scientific-visualization/scripts/image_metadata.py468CODE
LOW…i/skills/chemistry/pkpd-modeling/scripts/ddi_static.py77CODE
LOW…cli/skills/chemistry/molecular-docking/scripts/dock.py541CODE
LOW…cli/skills/chemistry/molecular-docking/scripts/dock.py811CODE
LOW…/other/hugging-face-jobs/scripts/generate-responses.py172CODE
LOW…ills/coding/torch_geometric/scripts/visualize_graph.py27CODE
LOWbackend/cli/skills/physics/openpiv/scripts/runner.py22CODE
LOW…ing/hugging-face-evaluation/scripts/inspect_vllm_uv.py49CODE
LOW…g/hugging-face-evaluation/scripts/lighteval_vllm_uv.py45CODE
LOW…l-training/stable-baselines3/scripts/train_rl_agent.py24CODE
LOW…ls/biology/molecular-cloning/scripts/design_primers.py87CODE
LOW…nical-decision-support/scripts/create_cohort_tables.py416CODE
LOW…y/neuropixels-analysis/scripts/preprocess_recording.py15CODE
LOW…s/biology/pharmacology-wetlab/scripts/dose_response.py215CODE
Modern Structural Boilerplate11 hits · 11 pts
SeverityFileLineSnippetContext
LOWtooling/sdk/python/openscience/__init__.py13__all__ = [CODE
LOW…/cli/skills/chemistry/pkpd-modeling/scripts/_common.py311__all__ = [CODE
LOW…/cli/skills/chemistry/pkpd-modeling/scripts/_models.py654__all__ = [CODE
LOW…/other/hugging-face-jobs/scripts/generate-responses.py61logger = logging.getLogger(__name__)CODE
LOW…s/other/hugging-face-jobs/scripts/cot-self-instruct.py80logger = logging.getLogger(__name__)CODE
LOW…ills/other/hugging-face-jobs/scripts/finepdfs-stats.py53logger = logging.getLogger(__name__)CODE
LOW…ent-parsing/xlsx/scripts/office/validators/__init__.py10__all__ = [CODE
LOW…kend/cli/skills/document-parsing/pptx/scripts/clean.py233def update_content_types(unpacked_dir: Path, removed_files: list[str]) -> None:CODE
LOW…ent-parsing/pptx/scripts/office/validators/__init__.py10__all__ = [CODE
LOW…skills/document-parsing/docx/scripts/accept_changes.py14logger = logging.getLogger(__name__)CODE
LOW…ent-parsing/docx/scripts/office/validators/__init__.py10__all__ = [CODE
AI Response Leakage2 hits · 10 pts
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HIGHbackend/cli/skills/ml-training/deepspeed/SKILL.md73**Pattern 7:** DeepSpeed Configuration JSON Contents Batch Size Related Parameters Optimizer Parameters Scheduler ParameCODE
HIGHbackend/cli/skills/ml-training/pytorch-fsdp/SKILL.md35**Pattern 2:** Distributed communication package - torch.distributed# Created On: Jul 12, 2017 | Last Updated On: Sep 04CODE
Synthetic Comment Markers1 hit · 5 pts
SeverityFileLineSnippetContext
HIGHbackend/cli/skills/writing/latex-posters/SKILL.md121The #1 issue with AI-generated poster graphics is **TOO MUCH CONTENT**. This causes:CODE
Slop Phrases1 hit · 2 pts
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MEDIUM…/hugging-face-datasets/examples/training_examples.json111 "content": "Great! I've fixed the missing config file issue. Your Node.js app should now start without crashing.CODE
Overly Generic Function Names1 hit · 1 pts
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LOWtooling/sdk/python/tests/test_client.py64 def handle_request(self):CODE