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- ▌ Hook Creator · tools-only bundleCreates Claude Code hook scripts for plugins — generates Node.js .cjs files, wires hooks.json, selects correct event and scope. Use when creating hooks, wiring PostToolUse or PreToolUse logic, enforcing validation on tool calls, or building SessionStart context injection. Trigger phrases — create a hook, add a hook to my plugin, build a PostToolUse hook, I need a hook that. <example>User asks to block rm -rf with a PreToolUse hook — hook-creator generates the .cjs script and wires hooks.json.</example> <example>User asks to inject project context on SessionStart — hook-creator builds the context injection script.</example> <example>User asks to run prettier after every Write — hook-creator wires a PostToolUse formatter hook.</example>
- ▌ Troubleshooting Dbt Job Errors · tools-only bundleUse when a dbt Cloud/platform job fails and you need to diagnose the root cause, especially when error messages are unclear or when intermittent failures occur. Do not use for local dbt development errors.
- ▌ Agentic Orchestration · tools-only bundlePatterns for multi-agent coordination, task decomposition, handoffs, and workflow orchestration. Best practices for building and managing agent systems.
- ▌ MCP Orchestration · tools-only bundleTool discovery, routing, chaining, error handling, and composition for the 34+ MCP scheduling tools. Use when orchestrating complex multi-tool workflows, handling MCP errors, or discovering available capabilities.
- ▌ Whisper Transcription · tools-only bundleAudio transcription using local whisper.cpp server with CUDA acceleration. HTTP API for speech-to-text conversion.
- ▌ Langchain4j Testing Strategies · tools-only bundleTesting strategies for LangChain4j-powered applications. Mock LLM responses, test retrieval chains, and validate AI workflows. Use when testing AI-powered features reliably.
- ▌ Game Developer · tools-only bundleUse when building game systems, implementing Unity/Unreal features, or optimizing game performance. Invoke for Unity, Unreal, game patterns, ECS, physics, networking, performance optimization.
- ▌ Pr Creation · tools-only bundleMUST be used when creating pull requests. Handles context gathering, title generation (conventional commit format), body formatting, and PR creation via GitHub CLI. Creates PRs as drafts by default. Triggers on: 'create PR', 'open PR', 'ready for review', 'push for PR', 'send for review'.
- ▌ Orchestration Debugging · tools-only bundleTroubleshoot agent & tool failures in scheduling orchestration. Use when MCP tools fail, agent communication breaks, constraint engines error, or database operations timeout. Provides systematic incident response and root cause analysis.
- ▌ Spring Boot Cache · tools-only bundleInstruction set for enabling and operating the Spring Cache abstraction in Spring Boot when implementing application-level caching for performance-sensitive workloads.
- ▌ Spring Boot REST API Standards · tools-only bundleImplement REST API design standards and best practices for Spring Boot projects. Use when creating or reviewing REST endpoints, DTOs, error handling, pagination, security headers, HATEOAS and architecture patterns.
- ▌ Advanced Features 2025 · tools-only bundleAdvanced 2025 Claude Code plugin features. PROACTIVELY activate for: (1) Agent Skills with progressive disclosure (2) Hook automation (PreToolUse, PostToolUse, etc.) (3) MCP server integration (4) Repository-level configuration (5) Team plugin distribution (6) Context efficiency optimization Provides cutting-edge plugin capabilities and patterns.
- ▌ Csharp Developer · tools-only bundleUse when building C# applications with .NET 8+, ASP.NET Core APIs, or Blazor web apps. Invoke for Entity Framework Core, minimal APIs, async patterns, CQRS with MediatR.
- ▌ Slime User · tools-only bundleGuide for using SLIME (LLM post-training framework for RL Scaling). Use when working with SLIME for reinforcement learning training of language models, including setup, configuration, training execution, multi-turn interactions, custom reward models, tool calling scenarios, or troubleshooting SLIME workflows. Covers GRPO, GSPO, PPO, Reinforce++, multi-agent RL, VLM training, FSDP/Megatron backends, SGLang integration, dynamic sampling, and custom generation functions.
- ▌ Sf Integration · tools-only bundleCreates comprehensive Salesforce integrations with 120-point scoring. Use when setting up Named Credentials, External Services, REST/SOAP callouts, Platform Events, Change Data Capture, or connecting Salesforce to external systems.
- ▌ Qwen Ollama · tools-only bundleUsing Qwen 2.5 models via Ollama for local LLM inference, text analysis, and AI-powered automation
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- ▌ Tilelang Developer · tools-only bundleWrite, optimize, and debug high-performance AI compute kernels using TileLang (a Python DSL for GPU programming). Use when the user requests: (1) Writing custom GPU kernels for AI workloads (GEMM, Attention, MLA, etc.), (2) Optimizing existing TileLang code for NVIDIA, AMD, or Ascend hardware, (3) Implementing non-standard operators (like DeepSeek MLA, FlashAttention variants), (4) Debugging TileLang compilation or runtime errors, or (5) Cross-platform kernel development targeting multiple GPU vendors.
- ▌ GRAPHQL Architect · tools-only bundleUse when designing GraphQL schemas, implementing Apollo Federation, or building real-time subscriptions. Invoke for schema design, resolvers with DataLoader, query optimization, federation directives.
- ▌ AWS Cloudformation Lambda · tools-only bundleAWS CloudFormation patterns for Lambda functions, layers, event sources, and integrations. Use when creating Lambda functions with CloudFormation, configuring API Gateway, Step Functions, EventBridge, SQS, SNS triggers, and implementing template structure with Parameters, Outputs, Mappings, Conditions, cross-stack references, and best practices for cold start optimization.
- ▌ Git Commit Validator · tools-only bundleMUST be used for ANY git workflow that involves committing code. This includes explicit commit requests AND implicit ones like 'ship it', 'wrap it up', or finishing implementation work. Handles staging, message generation, validation, and commit execution with conventional commit format.
- ▌ Agentic Design · tools-only bundleUse when building AI agent systems. Covers agent loops, tool calling, planning patterns, memory systems, multi-agent coordination, and safety guardrails. Apply when creating autonomous AI workflows, coding assistants, or task automation systems.
- ▌ Check Tools · tools-only bundleValidates development tool installations across Python, Node.js, Java, Go, Rust, C/C++, Git, and system utilities. Use when verifying environments or troubleshooting dependencies.
- ▌ Debugging · tools-only bundleSystematic debugging frameworks for finding and fixing bugs - includes root cause analysis, defense-in-depth validation, and verification protocols
- ▌ Cpp Pro · tools-only bundleUse when building C++ applications requiring modern C++20/23 features, template metaprogramming, or high-performance systems. Invoke for concepts, ranges, coroutines, SIMD optimization, memory management.
- ▌ Ralph Loop Init · tools-only bundleTransform approved plans into ralph loop infrastructure. Triggers on: '/ralph-loop-init', '/ralph-init', 'setup ralph loop', 'generate ralph loop'. Creates .ralph/ directory with prd.json, loop.py, CLAUDE.md, and supporting files.
- ▌ Answering Natural Language Questions With Dbt · tools-only bundleUse when a user asks a business question that requires querying data (e.g., "What were total sales last quarter?"). NOT for validating, testing, or building dbt models during development.
- ▌ Adding Dbt Unit Test · tools-only bundleUse when adding unit tests for a dbt model or practicing test-driven development (TDD) in dbt
- ▌ Algorand Vulnerability Scanner · tools-only bundleScans Algorand smart contracts for 11 common vulnerabilities including rekeying attacks, unchecked transaction fees, missing field validations, and access control issues. Use when auditing Algorand projects (TEAL/PyTeal). (project, gitignored)
- ▌ Ralph Plan · tools-only bundleStructured PRD generation with interview, research, and approval workflow. Triggers on: '/ralph-plan <topic>', 'create prd', 'generate prd', 'plan this'. Creates comprehensive Product Requirements Document via interview and research.
- ▌ Versioning Skills · tools-only bundleREQUIRED for all skill development. Automatically version control every skill file modification for rollback/comparison. Use after init_skill.sh, after every str_replace/create_file, and before packaging.
- ▌ Worker · tools-only bundleTask implementation worker. Spawned by flow-next-work to implement a single task with fresh context. Do not invoke directly - use /flow-next:work instead.
- ▌ Calculate Tax · tools-only bundleCalculate cryptocurrency taxes with multi-jurisdiction support, cost basis...
- ▌ Mempool Agent · tools-only bundleMempool analysis specialist for MEV detection and transaction monitoring
- ▌ Analyze Chain · tools-only bundleComprehensive blockchain metrics monitoring and on-chain analytics system
- ▌ Failure Taxonomy · tools-only bundleBuild a structured taxonomy of failure modes from open-coded trace annotations. Use this skill whenever the user has freeform annotations from reviewing LLM traces and wants to cluster them into a coherent, non-overlapping set of binary failure categories (axial coding). Also use when the user mentions "failure modes", "error taxonomy", "axial coding", "cluster annotations", "categorize errors", "failure analysis", or wants to go from raw observation notes to structured evaluation criteria. This skill covers the full pipeline: grouping open codes, defining failure modes, re-labeling traces, and quantifying error rates.
- ▌ AI Elements · tools-only bundleVercel AI Elements for workflow UI components. Use when building chat interfaces, displaying tool execution, showing reasoning/thinking, or creating job queues. Triggers on ai-elements, Queue, Confirmation, Tool, Reasoning, Shimmer, Loader, Message, Conversation, PromptInput.
- ▌ Bio Workflows Metagenomics Pipeline · tools-only bundleEnd-to-end metagenomics workflow from FASTQ to taxonomic and functional profiles. Covers Kraken2 classification, Bracken abundance estimation, and HUMAnN functional profiling. Use when profiling metagenomic samples.
- ▌ PDF To Structured · tools-only bundleExtract structured data from construction PDFs. Convert specifications, BOMs, schedules, and reports from PDF to Excel/CSV/JSON. Use OCR for scanned documents and pdfplumber for native PDFs.
- ▌ Bio Atac Seq Atac Qc · tools-only bundleQuality control metrics for ATAC-seq data including fragment size distribution, TSS enrichment, FRiP, and library complexity. Use when assessing ATAC-seq library quality before or after peak calling to identify problematic samples.
- ▌ Animation Review · tools-only bundleReview web animations by recording the browser and sending video to Gemini for frame-level analysis
- ▌ Research Curator · tools-only bundleAdd resources to the research directory with comprehensive documentation. Supports single URL, batch processing via --batch, re-research via --rerun, and validation via --validate. Triggers on "add to research", "document this tool", "research this", or URLs to novel agentic development resources.
- ▌ Components Brand Visual · tools-only bundleWhen the user wants to define, audit, or apply visual identity (typography, colors, spacing). Also use when the user mentions "brand style guide," "visual identity," "design system," "typography," "color palette," "brand guidelines," or "AI brand aesthetics."
- ▌ Data Lineage Tracker · tools-only bundleTrack data origin, transformations, and flow through construction systems. Essential for audit trails, compliance, and debugging data issues.
- ▌ Bio Reporting Quarto Reports · tools-only bundleBuild reproducible scientific documents, presentations, and websites with Quarto supporting R, Python, Julia, and Observable JS. Use when creating reproducible reports with Quarto.
- ▌ Drawio MCP · tools-only bundleCreate, edit, and export draw.io diagrams via the draw.io MCP server with real-time browser preview. Use when asked to 'create a diagram', 'draw a flowchart', 'make an architecture diagram', 'visualise this system', or 'update the diagram'. Do NOT use the desktop app or any CLI — all operations go through MCP tool calls.
- ▌ Cbb Data · tools-only bundleCollege Basketball (CBB) data via ESPN public endpoints — scores, standings, rosters, schedules, game summaries, play-by-play, win probability, rankings, futures, team/player stats, and news for NCAA Division I men's basketball. Zero config, no API keys. Use when: user asks about college basketball scores, March Madness, NCAA tournament, standings, rankings, team rosters, schedules, play-by-play, betting futures, team/player statistics, or CBB news. Don't use when: user asks about NBA/WNBA (use nba-data/wnba-data), college football (use cfb-data), or non-sports topics.
- ▌ Bio Workflows Multiome Pipeline · tools-only bundleEnd-to-end multiome workflow for joint scRNA-seq + scATAC-seq analysis. Covers data loading, separate modality processing, and WNN integration with Seurat/Signac. Use when analyzing joint scRNA+scATAC data.
- ▌ Bio Copy Number Cnv Annotation · tools-only bundleAnnotate CNVs with genes, pathways, and clinical significance. Use when interpreting CNV calls or identifying affected genes from copy number analysis.
- ▌ Bio Copy Number Cnvkit Analysis · tools-only bundleDetect copy number variants from targeted/exome sequencing using CNVkit. Supports tumor-normal pairs, tumor-only, and germline CNV calling. Use when detecting CNVs from WES or targeted panel sequencing data.
- ▌ Bio Expression Matrix Sparse Handling · tools-only bundleWork with sparse matrices for memory-efficient storage of count data. Use when dealing with single-cell data or large bulk RNA-seq datasets where most values are zero.
- ▌ PPTX Construction · tools-only bundlePowerPoint generation for construction: project updates, stakeholder presentations, progress reports, bid presentations. Automated slide creation with charts and data.
- ▌ Bio Metabolomics Targeted Analysis · tools-only bundleTargeted metabolomics analysis using MRM/SRM with standard curves. Covers absolute quantification, method validation, and quality assessment. Use when quantifying specific metabolites using calibration curves and internal standards.
- ▌ Cwicr Report Generator · tools-only bundleGenerate professional cost estimation reports from CWICR calculations. HTML, PDF, Excel outputs with charts and breakdowns.
- ▌ Claude Usage · tools-only bundleReport ground-truth Claude token consumption and estimated cost by parsing JSONL session files directly. Use when checking API spend, auditing token usage by project/session/model, generating daily/weekly/monthly cost reports, or diagnosing ccusage undercounting. Includes subagent files that ccusage ignores.
- ▌ Azure Maps Search Dotnet · tools-only bundleAzure Maps SDK for .NET. Location-based services including geocoding, routing, rendering, geolocation, and weather. Use for address search, directions, map tiles, IP geolocation, and weather data. Triggers: "Azure Maps", "MapsSearchClient", "MapsRoutingClient", "MapsRenderingClient", "geocoding .NET", "route directions", "map tiles", "geolocation".
- ▌ Bio Genome Assembly Contamination Detection · tools-only bundleDetect contamination and assess genome quality using CheckM, CheckM2, GTDB-Tk, and GUNC for metagenome-assembled genomes and isolate assemblies. Use when checking assemblies for contamination.
- ▌ Bio Hi C Analysis Hic Data Io · tools-only bundleLoad, convert, and manipulate Hi-C contact matrices using cooler format. Read .cool/.mcool files, convert from .hic format, access matrix data, and export to different formats. Use when loading or converting Hi-C contact matrices.
- ▌ Deploying Monitoring Stacks · tools-only bundleMonitor use when deploying monitoring stacks including Prometheus, Grafana, and Datadog. Trigger with phrases like "deploy monitoring stack", "setup prometheus", "configure grafana", or "install datadog agent". Generates production-ready configurations with metric collection, visualization dashboards, and alerting rules.
- ▌ Bio Hi C Analysis Compartment Analysis · tools-only bundleDetect A/B compartments from Hi-C data using cooltools and eigenvector decomposition. Identify active (A) and inactive (B) chromatin compartments from contact matrices. Use when identifying A/B compartments from Hi-C data.
- ▌ Bio Workflows Atacseq Pipeline · tools-only bundleEnd-to-end ATAC-seq workflow from FASTQ files to differential accessibility and TF footprinting. Covers alignment, peak calling with MACS3, QC metrics, and optional TOBIAS footprinting. Use when running end-to-end ATAC-seq analysis from FASTQ to differential accessibility.
- ▌ Kpi Dashboard · tools-only bundleBuild KPI dashboards for construction projects. Track CPI, SPI, quality, safety metrics in real-time.
- ▌ Bio Data Visualization Network Visualization · tools-only bundleVisualize biological networks including gene regulatory networks, protein interaction networks, and co-expression modules using NetworkX, PyVis, and Cytoscape automation. Produces interactive and publication-quality network figures. Use when creating network diagrams from interaction data, GRN results, or co-expression modules.
- ▌ Chapter Content Generator · tools-only bundleThis skill generates comprehensive chapter content for intelligent textbooks after the book-chapter-generator skill has created the chapter structure. Use this skill when a chapter index.md file exists with title, summary, and concept list, and detailed educational content needs to be generated at the appropriate reading level with rich non-text elements including diagrams, infographics, and MicroSims. (project, gitignored)
- ▌ Bio Spatial Transcriptomics Spatial Neighbors · tools-only bundleBuild spatial neighbor graphs for spatial transcriptomics data using Squidpy. Compute k-nearest neighbors, Delaunay triangulation, and radius-based connectivity for downstream spatial analyses. Use when building spatial neighborhood graphs.
- ▌ Excel Variance Analyzer · tools-only bundleAnalyze budget vs actual variances in Excel with drill-down and root cause analysis. Use when performing variance analysis or explaining budget differences. Trigger with phrases like 'excel variance', 'analyze budget variance', 'actual vs budget'.
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- ▌ Bio Workflow Management Snakemake Workflows · tools-only bundleBuild reproducible bioinformatics pipelines with Snakemake using rules, wildcards, and automatic dependency resolution. Use when creating Python-based workflows, automating multi-step analyses with make-like dependency tracking, or running pipelines on HPC clusters with SLURM.
- ▌ Cwicr Productivity Tracker · tools-only bundleTrack actual vs planned productivity using CWICR norms. Calculate productivity rates, identify variances, and generate performance reports.
- ▌ Bio Interaction Databases · tools-only bundleQuery protein-protein and gene interaction databases including STRING, BioGRID, and IntAct via their REST APIs and Python clients. Retrieve interaction networks, confidence scores, and functional enrichment. Use when building protein interaction networks, contextualizing gene lists with known interactions, or retrieving pathway-level interaction data.
- ▌ Gemini Claude Resonance · tools-only bundleThis skill enables cross-model dialogue between Claude and Gemini with shared visual memory. Use when the user wants to generate images, have visual dialogues with AI, create scientific illustrations with continuity, or have multiple AI perspectives respond to the same prompt. Key trigger phrases: "generate an image", "visual dialogue", "ask the daimones", "resonance field", "Minoan tarot", "cross-model", "KV cache", "MESSAGE TO NEXT FRAME".
- ▌ Bio Metagenomics Kraken · tools-only bundleTaxonomic classification of metagenomic reads using Kraken2. Fast k-mer based classification against RefSeq database. Use when performing initial taxonomic classification of shotgun metagenomic reads before abundance estimation with Bracken.
- ▌ Policyengine District Analysis · tools-only bundleAnalyze policy impacts for congressional districts and representatives' constituents. Use when the user mentions a specific district (NY-17, CA-52), a representative's name, or asks about geographic policy impacts at district level. Provides HuggingFace district datasets.
- ▌ Bio Chipseq Peak Calling · tools-only bundleChIP-seq peak calling using MACS3 (or MACS2). Call narrow peaks for transcription factors or broad peaks for histone modifications. Supports input control, fragment size modeling, and various output formats including narrowPeak and broadPeak BED files. Use when calling peaks from ChIP-seq alignments.
- ▌ Observable Notebooks · tools-only bundleGuide for creating Observable Notebooks 2.0, the open-source notebook system for interactive data visualization and exploration. Use this skill when creating, editing, or building Observable notebooks.
- ▌ Optimizing Defi Yields · tools-only bundleFind and compare DeFi yield opportunities across protocols with APY calculations, risk assessment, and optimization recommendations. Use when searching for yield farming opportunities, comparing DeFi protocols, or analyzing APY/APR rates. Trigger with phrases like "find DeFi yields", "compare APY", "best yield farming", "optimize DeFi returns", "stablecoin yields", or "liquidity pool rates".
- ▌ Bio Crispr Screens Crispresso Editing · tools-only bundleCRISPResso2 for analyzing CRISPR gene editing outcomes. Quantifies indels, HDR efficiency, and generates comprehensive editing reports. Use when analyzing amplicon sequencing data from CRISPR editing experiments to assess editing efficiency.
- ▌ Power Query Coaching · tools-only bundleCoaches users to transform messy data into clean, analysis-ready formats using Power Query UI. Diagnoses data problems, visualizes goals, and guides step-by-step transformations.
- ▌ Bio Machine Learning Survival Analysis · tools-only bundleAnalyzes time-to-event data using Kaplan-Meier curves, log-rank tests, and Cox proportional hazards regression with lifelines. Builds survival models from clinical and omics features. Use when predicting patient survival or modeling time-to-event outcomes.
- ▌ Bio Metabolomics Xcms Preprocessing · tools-only bundleXCMS3 workflow for LC-MS/MS metabolomics preprocessing. Covers peak detection, retention time alignment, correspondence (grouping), and gap filling. Use when processing raw LC-MS data into a feature table for untargeted metabolomics.
- ▌ Policyengine Design · tools-only bundlePolicyEngine design system — tokens, typography, colors, charts, and branding for all project types
- ▌ Pandas Construction Analysis · tools-only bundleComprehensive Pandas toolkit for construction data analysis. Filter, group, aggregate BIM elements, calculate quantities, merge datasets, and generate reports from structured construction data.
- ▌ Google Chat Messages · tools-only bundleSend Google Chat messages via webhook — text, rich cards (cardsV2), threaded replies. Includes TypeScript types, card builder utility, and widget reference.
- ▌ Bio Single Cell Lineage Tracing · tools-only bundleReconstruct cell lineage trees from CRISPR barcode tracing or mitochondrial mutations. Use when studying clonal dynamics, cell fate decisions, or developmental trajectories.
- ▌ Langfuse Migration Deep Dive · tools-only bundleExecute complex Langfuse migrations including data migration and platform changes. Use when migrating from other observability platforms, moving between Langfuse instances, or performing major infrastructure migrations. Trigger with phrases like "langfuse migration", "migrate to langfuse", "langfuse data migration", "langfuse platform migration", "switch to langfuse".
- ▌ React Flow · tools-only bundleReact Flow (@xyflow/react) for workflow visualization with custom nodes and edges. Use when building graph visualizations, creating custom workflow nodes, implementing edge labels, or controlling viewport. Triggers on ReactFlow, @xyflow/react, Handle, NodeProps, EdgeProps, useReactFlow, fitView.
- ▌ Synalinks · tools-only bundleBuild neuro-symbolic LLM applications with Synalinks framework. Use when working with DataModel, Program, Generator, Module, training LLM pipelines, in-context learning, structured output, JSON operators, Branch/Decision control flow, FunctionCallingAgent, RAG/KAG, or Keras-like LLM workflows.
- ▌ Ifc Qto Extraction · tools-only bundleExtract quantities from IFC/Revit models for quantity takeoff. Uses DDC converters to get element counts, areas, volumes, lengths with grouping and reporting.
- ▌ Bio Atac Seq Atac Peak Calling · tools-only bundleCall accessible chromatin regions from ATAC-seq data using MACS3 with ATAC-specific parameters. Use when identifying open chromatin regions from aligned ATAC-seq BAM files, different from ChIP-seq peak calling.
- ▌ Shiny Bslib · tools-only bundleBuild modern Shiny dashboards and applications using bslib (Bootstrap 5). Use when creating new Shiny apps, modernizing legacy apps (fluidPage, fluidRow/column, tabsetPanel, wellPanel, shinythemes), or working with bslib page layouts, grid systems, cards, value boxes, navigation, sidebars, filling layouts, theming, accordions, tooltips, popovers, toasts, or bslib inputs. Assumes familiarity with basic Shiny.
- ▌ Progress Monitoring Cv · tools-only bundleMonitor construction progress using computer vision. Analyze site photos and drone imagery to track work completion, detect safety issues, and compare against BIM models.
- ▌ Bio Hi C Analysis Hic Visualization · tools-only bundleVisualize Hi-C contact matrices, TADs, loops, and genomic features using matplotlib, cooltools, and HiCExplorer. Create triangle plots, virtual 4C, and multi-track figures. Use when visualizing contact matrices or genomic features.
- ▌ Message Bus · tools-only bundleFile-based message queue for inter-agent coordination. Used by workers AND board directors to communicate. Provides: progress updates, task completion signals, file locking, board deliberation. Core infrastructure for parallel execution.
- ▌ Loop Plan Evaluator · tools-only bundleEvaluate-Loop Step 2: EVALUATE PLAN. Use this agent to verify an execution plan before any code is written. Checks scope alignment, overlap with completed work, DAG validity, dependency correctness, task clarity, and invokes Board of Directors for major tracks. Outputs PASS/FAIL verdict. Triggered by: 'evaluate plan', 'review plan', 'check plan before executing'. Always runs after loop-planner and before loop-executor.
- ▌ Elevenlabs · tools-only bundleConvert documents and text to audio using ElevenLabs text-to-speech. Use this skill when the user wants to create a podcast, narrate a document, read aloud text, generate audio from a file, or convert text to speech.
- ▌ Policyengine Code Style · tools-only bundlePolicyEngine code writing style guide - formula optimization, direct returns, eliminating unnecessary variables
- ▌ Risk Assessment Ml · tools-only bundleApply machine learning for construction project risk assessment. Predict schedule delays, cost overruns, and safety incidents using historical data and project characteristics.
- ▌ Bio Single Cell Multimodal Integration · tools-only bundleAnalyze multi-modal single-cell data (CITE-seq, Multiome, spatial). Use when working with data that measures multiple modalities per cell like RNA + protein or RNA + ATAC. Use when analyzing CITE-seq, Multiome, or other multi-modal single-cell data.
- ▌ Chunking Strategy · tools-only bundleProvides optimal chunking strategies in RAG systems and document processing pipelines. Use when building retrieval-augmented generation systems, vector databases, or processing large documents that require breaking into semantically meaningful segments for embeddings and search.
- ▌ Prefab Optimization · tools-only bundleOptimize prefabrication and modular construction workflows. Plan module sequencing, factory scheduling, transportation logistics, and on-site assembly for maximum efficiency.