AI Slop Code RIsk Monitor

anthropics/financial-services

19.1 Elevated pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for anthropics/financial-services, a Python project with 39,303 GitHub stars. SynthScan examined 45,787 lines of code across 350 source files, recording 524 pattern matches distributed across 13 syntactic categories. The legacy adjusted pattern signal is 19.1 (Elevated 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.

19.1
Adjusted Signal
19.1
Raw Pattern Score
100%
Time Factor
2026-09-21
Last Push
39.3K
Stars
Python
Language
45.8K
Lines of Code
350
Files
524
Pattern Hits
2026-10-12
Scan Date
0.05
HC Hit Rate

Risk Review · v3

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

Cognitive Ownership Risk 55.1/100 · HIGH

Can maintainers explain intent, assumptions, and trade-offs? 472 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.8/100 · LOW

Are imports declared and package/API names verified? 7 finding(s).

Agent Over-Engineering Ratio 14.6/100 · LOW

Are wrappers, guards, and repeated structures necessary? 56 finding(s).

PR Review Velocity Impact 50.4/100 · HIGH

Which changes need focused human review? 524 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 0HIGH 18MEDIUM 14LOW 492

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 524 distinct pattern matches across 13 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.

Structural Annotation Overuse424 hits · 675 pts
SeverityFileLineSnippetContext
LOW…/partner-built/spglobal/skills/funding-digest/SKILL.md84### Step 1: Establish Coverage & PeriodCOMMENT
LOW…/partner-built/spglobal/skills/funding-digest/SKILL.md102### Step 2: Build the Company UniverseCOMMENT
LOW…/partner-built/spglobal/skills/funding-digest/SKILL.md133### Step 3: Pull Funding RoundsCOMMENT
LOW…/partner-built/spglobal/skills/funding-digest/SKILL.md177### Step 4: Pull Company Context for Notable DealsCOMMENT
LOW…/partner-built/spglobal/skills/funding-digest/SKILL.md187### Step 5: Identify Highlights & TrendsCOMMENT
LOW…/partner-built/spglobal/skills/funding-digest/SKILL.md215### Step 6: Generate Company LogosCOMMENT
LOW…/partner-built/spglobal/skills/funding-digest/SKILL.md308### Step 7: Generate the One-Page PPTXCOMMENT
LOW…/partner-built/spglobal/skills/funding-digest/SKILL.md467### Step 8: QA the SlideCOMMENT
LOW…/partner-built/spglobal/skills/funding-digest/SKILL.md481### Step 9: Present ResultsCOMMENT
LOW…gins/partner-built/spglobal/skills/tear-sheet/SKILL.md336### Step 1: Identify InputsCOMMENT
LOW…gins/partner-built/spglobal/skills/tear-sheet/SKILL.md351### Step 2: Read the Audience-Specific ReferenceCOMMENT
LOW…gins/partner-built/spglobal/skills/tear-sheet/SKILL.md362### Step 3: Pull Data via S&P Global MCPCOMMENT
LOW…gins/partner-built/spglobal/skills/tear-sheet/SKILL.md447### Step 4: Format as DOCXCOMMENT
LOW…al-plugins/private-equity/skills/ai-readiness/SKILL.md10### Step 1: Connect to Portfolio DataCOMMENT
LOW…al-plugins/private-equity/skills/ai-readiness/SKILL.md26### Step 2: Per-Company ScanCOMMENT
LOW…al-plugins/private-equity/skills/ai-readiness/SKILL.md54### Step 3: Rank Across the PortfolioCOMMENT
LOW…al-plugins/private-equity/skills/ai-readiness/SKILL.md72### Step 4: Find the ReplaysCOMMENT
LOW…al-plugins/private-equity/skills/ai-readiness/SKILL.md82### Step 5: OutputCOMMENT
LOW…ns/private-equity/skills/portfolio-monitoring/SKILL.md10### Step 1: Ingest Financial PackageCOMMENT
LOW…ns/private-equity/skills/portfolio-monitoring/SKILL.md16### Step 2: KPI Extraction & Variance AnalysisCOMMENT
LOW…ns/private-equity/skills/portfolio-monitoring/SKILL.md35### Step 3: Flag & SummarizeCOMMENT
LOW…ns/private-equity/skills/portfolio-monitoring/SKILL.md48### Step 4: Trend AnalysisCOMMENT
LOW…plugins/private-equity/skills/dd-meeting-prep/SKILL.md10### Step 1: Meeting ContextCOMMENT
LOW…plugins/private-equity/skills/dd-meeting-prep/SKILL.md19### Step 2: Generate Question ListCOMMENT
LOW⚡…plugins/private-equity/skills/dd-meeting-prep/SKILL.md70### Step 3: Benchmarks & ContextCOMMENT
LOW⚡…plugins/private-equity/skills/dd-meeting-prep/SKILL.md78### Step 4: Red Flags to ProbeCOMMENT
LOW⚡…plugins/private-equity/skills/dd-meeting-prep/SKILL.md87### Step 5: OutputCOMMENT
LOW…al-plugins/private-equity/skills/dd-checklist/SKILL.md10### Step 1: Scope the DiligenceCOMMENT
LOW…al-plugins/private-equity/skills/dd-checklist/SKILL.md19### Step 2: Generate Workstream ChecklistsCOMMENT
LOW…al-plugins/private-equity/skills/dd-checklist/SKILL.md77### Step 3: Status TrackingCOMMENT
LOW…al-plugins/private-equity/skills/dd-checklist/SKILL.md88### Step 4: Red Flag SummaryCOMMENT
LOW…al-plugins/private-equity/skills/dd-checklist/SKILL.md97### Step 5: OutputCOMMENT
LOW…-plugins/private-equity/skills/deal-screening/SKILL.md10### Step 1: Extract Deal FactsCOMMENT
LOW…-plugins/private-equity/skills/deal-screening/SKILL.md24### Step 2: Screen Against CriteriaCOMMENT
LOW…-plugins/private-equity/skills/deal-screening/SKILL.md41### Step 3: Quick AssessmentCOMMENT
LOW…-plugins/private-equity/skills/deal-screening/SKILL.md50### Step 4: OutputCOMMENT
LOW…-plugins/private-equity/skills/unit-economics/SKILL.md10### Step 1: Identify Business ModelCOMMENT
LOW…-plugins/private-equity/skills/unit-economics/SKILL.md18### Step 2: Core MetricsCOMMENT
LOW…-plugins/private-equity/skills/unit-economics/SKILL.md58### Step 3: BenchmarkingCOMMENT
LOW…-plugins/private-equity/skills/unit-economics/SKILL.md68### Step 4: Revenue Quality ScoreCOMMENT
LOW…-plugins/private-equity/skills/unit-economics/SKILL.md82### Step 5: OutputCOMMENT
LOW…ertical-plugins/private-equity/skills/ic-memo/SKILL.md10### Step 1: Gather InputsCOMMENT
LOW…ertical-plugins/private-equity/skills/ic-memo/SKILL.md23### Step 2: Draft Memo StructureCOMMENT
LOW…ertical-plugins/private-equity/skills/ic-memo/SKILL.md76### Step 3: Output FormatCOMMENT
LOW⚡…l-plugins/private-equity/skills/deal-sourcing/SKILL.md12### Step 1: Discover CompaniesCOMMENT
LOW⚡…l-plugins/private-equity/skills/deal-sourcing/SKILL.md21### Step 2: CRM CheckCOMMENT
LOW⚡…l-plugins/private-equity/skills/deal-sourcing/SKILL.md31### Step 3: Draft Founder OutreachCOMMENT
LOW…ins/private-equity/skills/value-creation-plan/SKILL.md10### Step 1: Baseline AssessmentCOMMENT
LOW…ins/private-equity/skills/value-creation-plan/SKILL.md19### Step 2: Value Creation LeversCOMMENT
LOW…ins/private-equity/skills/value-creation-plan/SKILL.md51### Step 3: EBITDA BridgeCOMMENT
LOW…ins/private-equity/skills/value-creation-plan/SKILL.md67### Step 4: 100-Day PlanCOMMENT
LOW…ins/private-equity/skills/value-creation-plan/SKILL.md91### Step 5: KPI DashboardCOMMENT
LOW…ins/private-equity/skills/value-creation-plan/SKILL.md105### Step 6: OutputCOMMENT
LOW…lugins/private-equity/skills/returns-analysis/SKILL.md10### Step 1: Gather Deal InputsCOMMENT
LOW…lugins/private-equity/skills/returns-analysis/SKILL.md40### Step 2: Base Case ReturnsCOMMENT
LOW…lugins/private-equity/skills/returns-analysis/SKILL.md62### Step 3: Sensitivity TablesCOMMENT
LOW…lugins/private-equity/skills/returns-analysis/SKILL.md82### Step 4: Scenario AnalysisCOMMENT
LOW…lugins/private-equity/skills/returns-analysis/SKILL.md95### Step 5: OutputCOMMENT
LOW…/vertical-plugins/financial-analysis/commands/comps.md12### Step 1: Gather Company InformationCOMMENT
LOW…/vertical-plugins/financial-analysis/commands/comps.md17### Step 2: Load Comps Analysis SkillCOMMENT
364 more matches not shown…
Cross-File Repetition15 hits · 75 pts
SeverityFileLineSnippetContext
HIGH…cial-analysis/skills/dcf-model/scripts/validate_dcf.py0dcf model validation script validates excel dcf models for formula errors and common dcf mistakesSTRING
HIGH…s/pitch-agent/skills/dcf-model/scripts/validate_dcf.py0dcf model validation script validates excel dcf models for formula errors and common dcf mistakesSTRING
HIGH…model-builder/skills/dcf-model/scripts/validate_dcf.py0dcf model validation script validates excel dcf models for formula errors and common dcf mistakesSTRING
HIGH…cial-analysis/skills/dcf-model/scripts/validate_dcf.py0run all validation checks returns: dict with validation resultsSTRING
HIGH…s/pitch-agent/skills/dcf-model/scripts/validate_dcf.py0run all validation checks returns: dict with validation resultsSTRING
HIGH…model-builder/skills/dcf-model/scripts/validate_dcf.py0run all validation checks returns: dict with validation resultsSTRING
HIGH…cial-analysis/skills/dcf-model/scripts/validate_dcf.py0critical check: terminal growth must be less than waccSTRING
HIGH…s/pitch-agent/skills/dcf-model/scripts/validate_dcf.py0critical check: terminal growth must be less than waccSTRING
HIGH…model-builder/skills/dcf-model/scripts/validate_dcf.py0critical check: terminal growth must be less than waccSTRING
HIGH…cial-analysis/skills/dcf-model/scripts/validate_dcf.py0check if terminal value is reasonable proportion of enterprise valueSTRING
HIGH…s/pitch-agent/skills/dcf-model/scripts/validate_dcf.py0check if terminal value is reasonable proportion of enterprise valueSTRING
HIGH…model-builder/skills/dcf-model/scripts/validate_dcf.py0check if terminal value is reasonable proportion of enterprise valueSTRING
HIGH…cial-analysis/skills/dcf-model/scripts/validate_dcf.py0validate a dcf model excel file args: excel_path: path to excel dcf model returns: dict with validation resultsSTRING
HIGH…s/pitch-agent/skills/dcf-model/scripts/validate_dcf.py0validate a dcf model excel file args: excel_path: path to excel dcf model returns: dict with validation resultsSTRING
HIGH…model-builder/skills/dcf-model/scripts/validate_dcf.py0validate a dcf model excel file args: excel_path: path to excel dcf model returns: dict with validation resultsSTRING
Decorative Section Separators8 hits · 23 pts
SeverityFileLineSnippetContext
MEDIUM…r-msft-365-install/examples/python-bootstrap/config.py7# ─── Config ──────────────────────────────────────────────────────────COMMENT
MEDIUM…r-msft-365-install/examples/python-bootstrap/config.py21# ─── Catalog: every skill / MCP server you might hand out ────────────COMMENT
MEDIUM…r-msft-365-install/examples/python-bootstrap/config.py49# ─── RBAC: first matching rule wins ──────────────────────────────────COMMENT
MEDIUM…-for-msft-365-install/examples/python-bootstrap/app.py50# ─── Token validation ────────────────────────────────────────────────COMMENT
MEDIUM…-for-msft-365-install/examples/python-bootstrap/app.py68# ─── HTTP ────────────────────────────────────────────────────────────COMMENT
MEDIUMclaude-for-msft-365-install/commands/export-data.md46 │ https://host/… │ └───────────────┘ │ origin │CODE
MEDIUM…global/skills/earnings-preview-beta/report-template.md996// ═══════════════════════════════════════════════COMMENT
MEDIUM…global/skills/earnings-preview-beta/report-template.md1000// ═══════════════════════════════════════════════COMMENT
Excessive Try-Catch Wrapping19 hits · 21 pts
SeverityFileLineSnippetContext
LOW…365-install/examples/python-bootstrap/get_tenant_id.py43 except Exception as e:CODE
MEDIUM…alysis/skills/ib-check-deck/scripts/extract_numbers.py256 print(f"Error: File not found: {args.input_file}", file=sys.stderr)CODE
LOW…al-analysis/skills/skill-creator/scripts/init_skill.py217 except Exception as e:CODE
LOW…al-analysis/skills/skill-creator/scripts/init_skill.py232 except Exception as e:CODE
LOW…al-analysis/skills/skill-creator/scripts/init_skill.py259 except Exception as e:CODE
LOW…analysis/skills/skill-creator/scripts/package_skill.py80 except Exception as e:CODE
LOW…cial-analysis/skills/dcf-model/scripts/validate_dcf.py157 except Exception as e:CODE
LOW…cial-analysis/skills/dcf-model/scripts/validate_dcf.py186 except Exception as e:CODE
LOW…cial-analysis/skills/dcf-model/scripts/validate_dcf.py231 except Exception as e:CODE
LOW…cial-analysis/skills/dcf-model/scripts/validate_dcf.py281 except Exception as e:CODE
MEDIUM…-agent/skills/ib-check-deck/scripts/extract_numbers.py256 print(f"Error: File not found: {args.input_file}", file=sys.stderr)CODE
LOW…s/pitch-agent/skills/dcf-model/scripts/validate_dcf.py157 except Exception as e:CODE
LOW…s/pitch-agent/skills/dcf-model/scripts/validate_dcf.py186 except Exception as e:CODE
LOW…s/pitch-agent/skills/dcf-model/scripts/validate_dcf.py231 except Exception as e:CODE
LOW…s/pitch-agent/skills/dcf-model/scripts/validate_dcf.py281 except Exception as e:CODE
LOW…model-builder/skills/dcf-model/scripts/validate_dcf.py157 except Exception as e:CODE
LOW…model-builder/skills/dcf-model/scripts/validate_dcf.py186 except Exception as e:CODE
LOW…model-builder/skills/dcf-model/scripts/validate_dcf.py231 except Exception as e:CODE
LOW…model-builder/skills/dcf-model/scripts/validate_dcf.py281 except Exception as e:CODE
Deep Nesting17 hits · 17 pts
SeverityFileLineSnippetContext
LOW…alysis/skills/ib-check-deck/scripts/extract_numbers.py108CODE
LOW…alysis/skills/ib-check-deck/scripts/extract_numbers.py186CODE
LOW…analysis/skills/skill-creator/scripts/package_skill.py19CODE
LOW…cial-analysis/skills/dcf-model/scripts/validate_dcf.py71CODE
LOW…cial-analysis/skills/dcf-model/scripts/validate_dcf.py115CODE
LOW…cial-analysis/skills/dcf-model/scripts/validate_dcf.py160CODE
LOW…cial-analysis/skills/dcf-model/scripts/validate_dcf.py189CODE
LOW…-agent/skills/ib-check-deck/scripts/extract_numbers.py108CODE
LOW…-agent/skills/ib-check-deck/scripts/extract_numbers.py186CODE
LOW…s/pitch-agent/skills/dcf-model/scripts/validate_dcf.py71CODE
LOW…s/pitch-agent/skills/dcf-model/scripts/validate_dcf.py115CODE
LOW…s/pitch-agent/skills/dcf-model/scripts/validate_dcf.py160CODE
LOW…s/pitch-agent/skills/dcf-model/scripts/validate_dcf.py189CODE
LOW…model-builder/skills/dcf-model/scripts/validate_dcf.py71CODE
LOW…model-builder/skills/dcf-model/scripts/validate_dcf.py115CODE
LOW…model-builder/skills/dcf-model/scripts/validate_dcf.py160CODE
LOW…model-builder/skills/dcf-model/scripts/validate_dcf.py189CODE
Empty Error Handlers3 hits · 15 pts
SeverityFileLineSnippetContext
HIGH…alysis/skills/ib-check-deck/scripts/extract_numbers.py152except ValueError:CODE
HIGH…-agent/skills/ib-check-deck/scripts/extract_numbers.py152except ValueError:CODE
HIGHscripts/check.py45except (subprocess.SubprocessError, OSError):CODE
Hyper-Verbose Identifiers11 hits · 11 pts
SeverityFileLineSnippetContext
LOW…global/skills/earnings-preview-beta/report-template.md864function createAnnotatedPriceChart(canvasId, labels, prices, earningsDates, ticker) {CODE
LOW…cial-analysis/skills/dcf-model/scripts/validate_dcf.py115 def _check_terminal_growth_vs_wacc(self):CODE
LOW…cial-analysis/skills/dcf-model/scripts/validate_dcf.py189 def _check_terminal_value_proportion(self):CODE
LOW…itiating-coverage/references/task4-chart-generation.md293def create_revenue_by_product_chart():CODE
LOW…itiating-coverage/references/task4-chart-generation.md343def create_revenue_by_geography_chart():CODE
LOW…itiating-coverage/references/task4-chart-generation.md401def create_dcf_sensitivity_heatmap():CODE
LOW…itiating-coverage/references/task4-chart-generation.md443def create_valuation_football_field():CODE
LOW…s/pitch-agent/skills/dcf-model/scripts/validate_dcf.py115 def _check_terminal_growth_vs_wacc(self):CODE
LOW…s/pitch-agent/skills/dcf-model/scripts/validate_dcf.py189 def _check_terminal_value_proportion(self):CODE
LOW…model-builder/skills/dcf-model/scripts/validate_dcf.py115 def _check_terminal_growth_vs_wacc(self):CODE
LOW…model-builder/skills/dcf-model/scripts/validate_dcf.py189 def _check_terminal_value_proportion(self):CODE
Redundant / Tautological Comments6 hits · 9 pts
SeverityFileLineSnippetContext
LOW…alysis/skills/ib-check-deck/scripts/extract_numbers.py294 # Output resultsCOMMENT
LOW…al-analysis/skills/skill-creator/scripts/init_skill.py208 # Check if directory already existsCOMMENT
LOW…cial-analysis/skills/dcf-model/scripts/validate_dcf.py270 # Print resultsCOMMENT
LOW…-agent/skills/ib-check-deck/scripts/extract_numbers.py294 # Output resultsCOMMENT
LOW…s/pitch-agent/skills/dcf-model/scripts/validate_dcf.py270 # Print resultsCOMMENT
LOW…model-builder/skills/dcf-model/scripts/validate_dcf.py270 # Print resultsCOMMENT
Over-Commented Block7 hits · 7 pts
SeverityFileLineSnippetContext
LOWclaude-for-msft-365-install/scripts/sideload-addin.sh1#!/usr/bin/env bashCOMMENT
LOW…aude-for-msft-365-install/scripts/clear-addin-cache.sh1#!/usr/bin/env bashCOMMENT
LOW…aude-for-msft-365-install/scripts/export-addin-data.sh1#!/usr/bin/env bashCOMMENT
LOW…aude-for-msft-365-install/scripts/export-addin-data.sh21# Chat history is IndexedDB/<uppercase SHA-256 of "claude-chat-history">.COMMENT
LOW…itiating-coverage/references/task4-chart-generation.md521# chart_12: Free Cash Flow TrendCOMMENT
LOW…itiating-coverage/references/task4-chart-generation.md561- Source citations at bottomCOMMENT
LOWscripts/deploy-managed-agent.sh1#!/usr/bin/env bashCOMMENT
Unused Imports7 hits · 7 pts
SeverityFileLineSnippetContext
LOW…alysis/skills/ib-check-deck/scripts/extract_numbers.py20CODE
LOW…nalysis/skills/skill-creator/scripts/quick_validate.py7CODE
LOW…cial-analysis/skills/dcf-model/scripts/validate_dcf.py10CODE
LOW…-agent/skills/ib-check-deck/scripts/extract_numbers.py20CODE
LOW…s/pitch-agent/skills/dcf-model/scripts/validate_dcf.py10CODE
LOW…model-builder/skills/dcf-model/scripts/validate_dcf.py10CODE
LOWscripts/version_bump.py27CODE
Modern AI Meta-Vocabulary3 hits · 6 pts
SeverityFileLineSnippetContext
MEDIUMREADME.md45scripts/ # deploy-managed-agent.sh · check.py · validate.py · orchestrate.py · sync-agent-skills.pCODE
MEDIUMCLAUDE.md28└── scripts/ # deploy-managed-agent.sh, check.py, validate.py, orchestrate.py, sync-agent-skillsCODE
MEDIUMclaude-for-msft-365-install/commands/bootstrap.md21 [Scaffolding](#scaffolding-a-handler) — the sections in between are theCODE
Example Usage Blocks3 hits · 4 pts
SeverityFileLineSnippetContext
LOWclaude-for-msft-365-install/scripts/sideload-addin.sh13# Usage:COMMENT
LOW…aude-for-msft-365-install/scripts/clear-addin-cache.sh14# Usage:COMMENT
LOW…aude-for-msft-365-install/scripts/export-addin-data.sh45# Usage:COMMENT
AI Slop Vocabulary1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUM…ed-agent-cookbooks/gl-reconciler/subagents/reader.yaml4# output channel is the structured JSON below, which the deploy harnessCOMMENT