Claude Sycophancy Detector AI Connector
Detects when AI models agree with incorrect user assumptions by verifying factual claims against codebase metadata.
ViewClaude Tool Output Compressor AI Connector
Reduces context window exhaustion by applying deterministic compression rules to large tool outputs.
ViewContext Cache Invalidation Detector AI Connector
Detects context loss and reasoning drift caused by aggressive prompt caching.
ViewDestructive Command Interceptor AI Connector
Intercepts and blocks destructive bash commands using pattern matching and obfuscation detection.
ViewFile Change Impact Assessor AI Connector
Quantifies the blast radius and risk of file modifications through deterministic dependency tracing.
ViewGit Workflow Guardian AI Connector
Enforces git workflow rules and repository hygiene.
ViewClaude Multi-File Coherence Checker AI Connector
Ensures structural integrity across codebases by auditing imports, signatures, and type consistency.
ViewClaude Prompt Caching Optimizer AI Connector
Analyze prompt structures to maximize cache hit rates and reduce latency.
ViewClaude State Checkpoint Manager AI Connector
Create deterministic project snapshots to undo unwanted changes.
Viewclaude-task-completion-verifier AI Connector
A deterministic verification engine that validates task fulfillment by checking files, content, and command execution.
ViewClaude Verbosity Optimizer AI Connector
A deterministic engine to detect and compress verbose LLM outputs to preserve context window budget.
ViewDependency Impact Analyzer AI Connector
Analyzes the security, legal, and structural impact of adding or updating dependencies.
ViewEnvironment Consistency Validator AI Connector
A diagnostic tool to verify development environments against expected configurations.
ViewLegacy System Pattern Matcher AI Connector
Identifies legacy code patterns and provides deterministic rules for safe interaction.
ViewSensitive Data Exposure Detector AI Connector
Intercepts and redacts sensitive information from file reads and tool outputs.
Viewtest-regression-runner AI Connector
Automated verification system that executes targeted test suites and detects regressions or flakiness.
ViewAgent Self-Reflection Sentiment Scanner AI Connector
Analyzes agent execution logs to detect self-correction markers and measure stability.
ViewClaude Conversation Drift Detector AI Connector
Monitors AI agent focus by detecting task drift and topic shifts.
ViewContext Window Token Estimator AI Connector
Calculate exact token counts and payload distribution for AI agent context windows.
ViewHallucinated Citation Exact Match Checker AI Connector
Mathematically verify LLM quotes against ground-truth RAG context to detect fabrications.
ViewLLM JSON Extractor AI Connector
Isolates valid JSON objects from messy LLM text outputs.
Viewrag-chunk-boundary-optimizer AI Connector
Analyzes text chunking strategies for RAG pipelines by measuring overlap, sentence integrity, and semantic continuity.
ViewPrompt Entropy and Clarity Scorer AI Connector
A mathematical diagnostic tool to measure prompt complexity and cognitive load.
ViewZero-shot vs Few-shot Ratio Calculator Alternative AI Connector
Quantify prompt composition by measuring the density of few-shot examples against instructions.
ViewBaking Recipe Scaler AI Connector
Scale baking recipes using baker's percentages and pan volume geometry.
ViewColor Accessibility Engine AI Connector
Deterministic color science for WCAG 2.1 compliance and LCH-based perceptual palettes.
ViewKnitting Gauge Calculator AI Connector
Convert garment dimensions and shaping rules into precise stitch counts and schedules.
ViewMusic Theory Chord Engine AI Connector
Deterministic music theory calculator for precise chord structures and enharmonic spelling.
ViewTypography Layout Calculator AI Connector
Calculate exact typographic layout metrics and achieve perfect baseline grid snap.
ViewATR-Calculator AI Connector
Calculate Average True Range and classify market volatility.
ViewBollinger Bands Calculator AI Connector
Calculate volatility bands, squeeze states, and price positioning.
ViewFibonacci Retracement Calculator AI Connector
Calculate precise Fibonacci retracement levels, price extensions, and time zones.
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