continuous-learning-v2
affaan-mInstinct-based learning system that observes sessions via hooks, creates atomic instincts with confidence scoring, and evolves them into skills/commands/agents.
skill-judge
davila7Evaluate Agent Skill design quality against official specifications and best practices. Use when reviewing, auditing, or improving SKILL.md files and skill packages. Provides multi-dimensional scoring and actionable improvement suggestions.
marketing-psychology
sickn33Apply behavioral science and mental models to marketing decisions, prioritized using a psychological leverage and feasibility scoring system.
marketing-ideas
sickn33Provide proven marketing strategies and growth ideas for SaaS and software products, prioritized using a marketing feasibility scoring system.
Verification & Quality Assurance
ruvnetComprehensive truth scoring, code quality verification, and automatic rollback system with 0.95 accuracy threshold for ensuring high-quality agent outputs and codebase reliability.
advanced-evaluation
muratcankoylanThis skill should be used when the user asks to "implement LLM-as-judge", "compare model outputs", "create evaluation rubrics", "mitigate evaluation bias", or mentions direct scoring, pairwise comparison, position bias, evaluation pipelines, or automated quality assessment.
peer-review
K-Dense-AIStructured manuscript/grant review with checklist-based evaluation. Use when writing formal peer reviews with specific criteria methodology assessment, statistical validity, reporting standards compliance (CONSORT/STROBE), and constructive feedback. Best for actual review writing, manuscript revision. For evaluating claims/evidence quality use scientific-critical-thinking; for quantitative scoring frameworks use scholar-evaluation.
scholar-evaluation
K-Dense-AISystematically evaluate scholarly work using the ScholarEval framework, providing structured assessment across research quality dimensions including problem formulation, methodology, analysis, and writing with quantitative scoring and actionable feedback.
revops
coreyhaines31When the user wants help with revenue operations, lead lifecycle management, or marketing-to-sales handoff processes. Also use when the user mentions 'RevOps,' 'revenue operations,' 'lead scoring,' 'lead routing,' 'MQL,' 'SQL,' 'pipeline stages,' 'deal desk,' 'CRM automation,' 'marketing-to-sales handoff,' or 'data hygiene.' For cold outreach emails, see cold-email. For email drip campaigns, see email-sequence. For pricing decisions, see pricing-strategy.
knowledge-synthesis
anthropicsCombines search results from multiple sources into coherent, deduplicated answers with source attribution. Handles confidence scoring based on freshness and authority, and summarizes large result sets effectively.
product-requirements
cexllInteractive Product Owner skill for requirements gathering, analysis, and PRD generation. Triggers when users request product requirements, feature specification, PRD creation, or need help understanding and documenting project requirements. Uses quality scoring and iterative dialogue to ensure comprehensive requirements before generating professional PRD documents.
senior-fullstack
alirezarezvaniFullstack development toolkit with project scaffolding for Next.js, FastAPI, MERN, and Django stacks, code quality analysis with security and complexity scoring, and stack selection guidance. Use when the user asks to "scaffold a new project", "create a Next.js app", "set up FastAPI with React", "analyze code quality", "audit my codebase", "what stack should I use", "generate project boilerplate", or mentions fullstack development, project setup, or tech stack comparison.
tech-stack-evaluator
alirezarezvaniTechnology stack evaluation and comparison with TCO analysis, security assessment, and ecosystem health scoring. Use when comparing frameworks, evaluating technology stacks, calculating total cost of ownership, assessing migration paths, or analyzing ecosystem viability.
communication-coach
openclawAdaptive communication coaching that shapes speaking and writing behavior through reinforcement, scoring, and micro-interventions. Use when the user shares communications for feedback, requests practice scenarios, or during scheduled check-ins. Trains clarity, vocal control, presence, persuasion, emotional regulation, and boundary setting. Based on rhetoric, negotiation, and performance psychology frameworks.
web-search-plus
openclawUnified search skill with Intelligent Auto-Routing. Uses multi-signal analysis to automatically select between Serper (Google), Tavily (Research), Exa (Neural), You.com (RAG/Real-time), and SearXNG (Privacy/Self-hosted) with confidence scoring.
proactive-research
openclawMonitor topics of interest and proactively alert when important developments occur. Use when user wants automated monitoring of specific subjects (e.g., product releases, price changes, news topics, technology updates). Supports scheduled web searches, AI-powered importance scoring, smart alerts vs weekly digests, and memory-aware contextual summaries.
docstrange
openclawDocument extraction API by Nanonets. Convert PDFs and images to markdown, JSON, or CSV with confidence scoring. Use when you need to OCR documents, extract invoice fields, parse receipts, or convert tables to structured data.
topic-monitor
openclawMonitor topics of interest and proactively alert when important developments occur. Use when user wants automated monitoring of specific subjects (e.g., product releases, price changes, news topics, technology updates). Supports scheduled web searches, AI-powered importance scoring, smart alerts vs weekly digests, and memory-aware contextual summaries.
context-optimizer
openclawAdvanced context management with auto-compaction and dynamic context optimization for DeepSeek's 64k context window. Features intelligent compaction (merging, summarizing, extracting), query-aware relevance scoring, and hierarchical memory system with context archive. Logs optimization events to chat.
sports-ticker
Live sports alerts for Soccer, NFL, NBA, NHL, MLB, F1 and more. Real-time scoring with FREE ESPN API. Track any team from any major league worldwide.
moltcity
openclawTerritory control game for AI agents. Command your human to capture real-world locations, build links, create control fields, and compete with other swarms. Trust scoring powered by AMAI.net.
stock-analysis
openclawAnalyze stocks and cryptocurrencies using Yahoo Finance data. Supports portfolio management, watchlists with alerts, dividend analysis, 8-dimension stock scoring, viral trend detection (Hot Scanner), and rumor/early signal detection. Use for stock analysis, portfolio tracking, earnings reactions, crypto monitoring, trending stocks, or finding rumors before they hit mainstream.
base-signal-feed
openclawProvides Base chain (L2) smart money signals, new pair alerts, and token safety scoring. Agents install this skill to get access to on-chain trading signals.
find-hypertable-candidates
timescaleUse this skill to analyze an existing PostgreSQL database and identify which tables should be converted to Timescale/TimescaleDB hypertables. **Trigger when user asks to:** - Analyze database tables for hypertable conversion potential - Identify time-series or event tables in an existing schema - Evaluate if a table would benefit from Timescale/TimescaleDB - Audit PostgreSQL tables for migration to Timescale/TimescaleDB/TigerData - Score or rank tables for hypertable candidacy **Keywords:** hypertable candidate, table analysis, migration assessment, Timescale, TimescaleDB, time-series detection, insert-heavy tables, event logs, audit tables Provides SQL queries to analyze table statistics, index patterns, and query patterns. Includes scoring criteria (8+ points = good candidate) and pattern recognition for IoT, events, transactions, and sequential data.
langfuse-core-workflow-b
jeremylongshoreExecute Langfuse secondary workflow: Evaluation and scoring. Use when implementing LLM evaluation, adding user feedback, or setting up automated quality scoring for AI outputs. Trigger with phrases like "langfuse evaluation", "langfuse scoring", "rate llm outputs", "langfuse feedback", "evaluate ai responses".
speak-core-workflow-b
jeremylongshoreExecute Speak secondary workflow: Pronunciation Training with detailed phoneme analysis. Use when implementing pronunciation drills, speech scoring, or targeted pronunciation improvement features. Trigger with phrases like "speak pronunciation training", "speak speech scoring", "secondary speak workflow".
single-cell-downstream-analysis
StarlitnightlyChecklist-style reference for OmicVerse downstream tutorials covering AUCell scoring, metacell DEG, and related exports.
single-trajectory-analysis
StarlitnightlyGuide to reproducing OmicVerse trajectory workflows spanning PAGA, Palantir, VIA, velocity coupling, and fate scoring notebooks.
geographic-clustering
dadbodgeoffGrid-based geographic clustering with O(n) performance, medoid finding for map markers, and multi-factor risk scoring from event density, sentiment, and recency.
validation-quarantine
dadbodgeoffData validation with quality scoring and quarantine for suspicious records. Validates incoming data without blocking the pipeline, enabling manual review of edge cases.
deduplication
dadbodgeoffEvent deduplication with canonical selection, reputation scoring, and hash-based grouping for multi-source data aggregation. Handles both ID-based and content-based deduplication.
provenance-audit
dadbodgeoffAI generation provenance and audit trail tracking. Records decision factors, data lineage, reasoning chains, confidence scoring, and cost tracking for AI-generated content.
fuzzy-matching
dadbodgeoffMulti-stage fuzzy matching pipeline for entity reconciliation. PostgreSQL trigram pre-filter, salient overlap check, and multi-factor similarity scoring.
scoring-engine
dadbodgeoffStatistical scoring with z-scores, percentiles, freshness decay, and cross-category normalization. Rank and compare items with confidence scoring.
cvss-score-extraction
benchflow-aiExtract CVSS (Common Vulnerability Scoring System) scores from vulnerability data sources with proper fallback handling. This skill covers understanding CVSS v3, handling multiple score sources (NVD, GHSA, RedHat), implementing source priority logic, and dealing with missing scores in security reporting.
learning-systems
Implicit feedback scoring, confidence decay, and anti-pattern detection. Use when understanding how the swarm plugin learns from outcomes, implementing learning loops, or debugging why patterns are being promoted or deprecated. Unique to opencode-swarm-plugin.
scholar-evaluation
jimmc414Systematic framework for evaluating scholarly and research work based on the ScholarEval methodology. This skill should be used when assessing research papers, evaluating literature reviews, scoring research methodologies, analyzing scientific writing quality, or applying structured evaluation criteria to academic work. Provides comprehensive assessment across multiple dimensions including problem formulation, literature review, methodology, data collection, analysis, results interpretation, and scholarly writing quality.
vendor-security-questionnaire
a5c-aiAutomated vendor security assessment through questionnaire generation, response parsing, and risk scoring
options-scoring
a5c-aiMulti-criteria decision analysis for solution options with weighted scoring and sensitivity analysis
risk-register-builder
a5c-aiBuild and maintain project and change risk registers with scoring, mitigation strategies, and tracking
requirements-quality-analyzer
a5c-aiSpecialized skill for analyzing and scoring requirements quality against BABOK and IEEE 29148 standards
vendor-risk-scorer
a5c-aiComprehensive supplier risk scoring skill with multi-dimensional risk assessment
mcda-analyzer
a5c-aiMulti-criteria decision analysis skill with AHP, TOPSIS, and weighted scoring methods.
five-s-auditor
a5c-ai5S workplace organization audit skill with scoring, photo documentation, and sustainability tracking.
mageck-crispr-analyzer
a5c-aiMAGeCK CRISPR screen analysis skill for gene essentiality scoring
utility-ai
a5c-aiUtility AI skill for scoring functions and decision making.
prioritization-calculator
a5c-aiAutomated calculation and scoring for product prioritization frameworks including RICE, ICE, MoSCoW, and custom weighted scoring. Normalizes scores, validates inputs, and generates priority rankings with confidence intervals.
visual-diff-scorer
Multi-dimensional visual scoring using pixel-diff and structural analysis for design-to-implementation comparison