Research & Search
Research agent skills teach AI agents to gather and synthesize information properly: literature reviews, competitive analysis, web research with citations, and structured summaries. Each SKILL.md encodes a method, not just a prompt, so results stay consistent across runs.
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kevinnft Bundle Credential Pooling AnalysisAnalyze credential pooling operations and API reseller business models — economics, risks, detection patterns, and sustainability
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jacob-balslev Skill Semantic RelationsUse when typing edges in a knowledge graph or concept map, resolving synonym/antonym/polysemy/homonym confusion, testing whether a connection is IS-A, PART-OF, causal, thematic, or vague, explaining adjacent concepts, or auditing whether hierarchy and skill-boundary decisions use the wrong relation type. Covers taxonomic, associative, and thematic relations plus symmetry, asymmetry, transitivity, reflexivity, and irreflexivity. Do NOT use for formal ontology axioms with reasoning constraints, database foreign-key or junction-table design, or operational data correspondence across systems. Do NOT use for I need formal OWL axioms, class restrictions, and reasoning semantics on a knowledge base. Do NOT use for I need the physical database foreign keys and junction-table design for these relationships. Do NOT use for I need to connect external IDs from one platform to canonical IDs in our system operationally.
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dykyi-roman Bundle CI Tools KnowledgePHP CI tools knowledge base. Provides PHPStan levels and configuration, Psalm integration, PHP-CS-Fixer rules, DEPTRAC layer analysis, Rector automated refactoring, and code coverage tools.
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dykyi-roman Bundle Hexagonal KnowledgeHexagonal Architecture (Ports & Adapters) knowledge base. Provides patterns, antipatterns, and PHP-specific guidelines for Hexagonal Architecture audits.
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dykyi-roman Bundle Clean Arch KnowledgeClean Architecture knowledge base. Provides patterns, antipatterns, and PHP-specific guidelines for Clean Architecture and Hexagonal Architecture audits.
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dykyi-roman Bundle Deployment KnowledgeDeployment knowledge base. Provides zero-downtime strategies, blue-green deployment, canary releases, rolling updates, rollback procedures, feature flags, and health check patterns.
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dykyi-roman Bundle Layer Arch KnowledgeLayered Architecture knowledge base. Provides patterns, antipatterns, and PHP-specific guidelines for traditional N-tier/Layered Architecture audits.
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fusengine Skill Pr SummarySummarize current pull request with diff, comments, and changed files. Use when reviewing PRs or before merging.
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dykyi-roman Bundle Claude Code KnowledgeComprehensive knowledge base for Claude Code formats, patterns, and configuration. Use when creating, improving, or auditing commands, agents, skills, hooks, memory, plugins, or settings.
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dykyi-roman Bundle Scalability KnowledgeScalability knowledge base. Provides vertical vs horizontal scaling, stateless design, session management, connection pooling, capacity planning, and PHP-FPM tuning for scalability audits.
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dykyi-roman Bundle Psr Overview KnowledgePHP Standards Recommendations (PSR) overview knowledge base. Provides comprehensive reference for all accepted PSRs including PSR-1,3,4,6,7,11,12,13,14,15,16,17,18,20. Use for PSR selection decisions and compliance audits.
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dykyi-roman Bundle Saga Pattern KnowledgeSaga Pattern knowledge base. Provides patterns, antipatterns, and PHP-specific guidelines for saga orchestration, choreography, and distributed transaction audits.
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dykyi-roman Bundle Message Queue KnowledgeMessage Queue knowledge base. Provides broker comparison, delivery guarantees, consumer groups, and advanced RabbitMQ/Kafka patterns for messaging audits and generation.
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dykyi-roman Bundle Observability KnowledgeObservability knowledge base. Provides three pillars (logs, metrics, traces), structured logging, distributed tracing, metrics collection (RED/USE), SLI/SLO/SLA definitions for observability audits and generation.
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dykyi-roman Bundle Event Sourcing KnowledgeEvent Sourcing knowledge base. Provides patterns, antipatterns, and PHP-specific guidelines for Event Sourcing architecture audits.
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dykyi-roman Bundle Outbox Pattern KnowledgeOutbox Pattern knowledge base. Provides patterns, antipatterns, and PHP-specific guidelines for transactional outbox, polling publisher, and reliable messaging audits.
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dykyi-roman Bundle Psr Autoloading KnowledgePSR-4 autoloading standard knowledge base for PHP 8.4 projects. Provides quick reference for namespace-to-path mapping, composer.json configuration, directory structure, and common mistakes. Use for autoloading audits and project structure reviews.
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dykyi-roman Bundle Psr Coding Style KnowledgePSR-1 and PSR-12 coding standards knowledge base for PHP 8.4 projects. Provides quick reference for basic coding standard and extended coding style with detection patterns, examples, and antipattern identification. Use for code style audits and compliance reviews.
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dykyi-roman Bundle Caching Strategies KnowledgeCaching Strategies knowledge base. Provides caching patterns (Cache-Aside, Read-Through, Write-Through, Write-Behind), invalidation approaches, multi-level caching, and Redis data structures for caching audits and generation.
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jscraik Bundle Video Transcript DownloaderDownload, transcribe, inspect, summarize, or convert video and audio sources. Use when the user wants transcripts, subtitles, audio extraction, or media downloads from a video source.
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dykyi-roman Bundle Stability Patterns KnowledgeStability Patterns knowledge base. Provides patterns, antipatterns, and PHP-specific guidelines for Circuit Breaker, Retry, Rate Limiter, Bulkhead, and resilience audits.
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dykyi-roman Bundle Consistency Patterns KnowledgeConsistency Patterns knowledge base. Provides strong vs eventual consistency, idempotency keys, optimistic/pessimistic locking, conflict resolution, and saga compensation patterns for distributed systems audits.
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dykyi-roman Bundle Replication Sharding KnowledgeReplication and Sharding knowledge base. Provides read/write splitting at application level, connection wrapper patterns, replica lag handling, and query routing for database scaling audits.
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coderabbitai Bundle GmailManage Gmail inbox triage, mailbox search, thread summaries, action extraction, reply drafting, and email forwarding through connected Gmail data. Use when the user wants to inspect a mailbox or thread, search email with Gmail query syntax, summarize messages, extract decisions and follow-ups, prepare replies or forwarded messages, or organize messages with explicit confirmation before send, archive, delete, or label actions.
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frankxai-agentic-creator-os Skill HookGenerate high-retention content hooks using tri-modal engineering (Visual + Audio + Text) across 10 dimensions — from research-backed wisdom to frontier science to comedic timing. State-of-art 2026 hook psychology for creators who respect their audience's intelligence. Use when creating video intros, social content, article hooks, or any attention capture.
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frankxai-agentic-creator-os Bundle Content StrategyDevelop comprehensive content strategies with audience research, pillar planning, and distribution workflows
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cgallic Skill Kai Topical MapBuild an AEO-first topical map optimized for AI search citation — entity clusters, query fan-out coverage, information gain scoring, and multi-platform distribution. Produces entity map, content node architecture, schema blueprint, and 90-day publishing calendar. Use when "topical map", "content architecture", "site structure", "topic clusters", "pillar content plan", "AEO map", "AI search architecture", "entity map", "what content should we build", or any request to plan a site's topical structure for AI search visibility.
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coderabbitai Bundle Encode SkillSubmit compact ENCODE REST API requests for object lookups, portal-style search, and metadata retrieval. Use when a user wants concise ENCODE summaries
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coderabbitai Bundle Notion Meeting IntelligencePrepare meeting materials with Notion context and Codex research; use when gathering context, drafting agendas/pre-reads, and tailoring materials to attendees.
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coderabbitai Bundle Quickgo SkillSubmit compact QuickGO requests for GO terms, annotations, and ontology traversal. Use when a user wants concise QuickGO summaries
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coderabbitai Bundle Pharmgkb SkillSubmit compact PharmGKB API requests for genes, variants, clinical annotations, dosing guidelines, and search. Use when a user wants concise PharmGKB summaries
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coderabbitai Bundle Rnacentral SkillSubmit compact RNAcentral API requests for RNA entry browsing, single-entry lookup, and cross-reference retrieval. Use when a user wants concise RNAcentral summaries
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coderabbitai Bundle Ncbi Entrez SkillSubmit compact NCBI Entrez E-Utilities requests for PubMed, Gene, Protein, Nucleotide, PMC metadata, and GEO metadata workflows. Use when a user wants concise Entrez search, fetch, summary, or link results; save raw JSON or XML only on request.
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coderabbitai Bundle Ncbi Datasets SkillSubmit compact NCBI Datasets v2 requests for assembly, genome, taxonomy, and related metadata endpoints. Use when a user wants concise NCBI Datasets summaries; save raw JSON or text only on request.
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coderabbitai Bundle Eqtl Catalogue SkillSubmit compact eQTL Catalogue API requests for association retrieval and documented metadata endpoints. Use when a user wants concise public eQTL Catalogue summaries
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coderabbitai Bundle Locus To Gene Mapper SkillMap GWAS loci to ranked candidate genes using a deterministic multi-skill chain (EFO -> GWAS -> coordinates -> Open Targets L2G/coloc -> eQTL -> burden/coding context), with reproducible tables and optional figures. Use when a user provides a trait/EFO term and/or lead variants and needs locus-to-gene prioritization for downstream biology decisions.
Frequently asked questions
What are Research & Search agent skills?
Research agent skills teach AI agents to gather and synthesize information properly: literature reviews, competitive analysis, web research with citations, and structured summaries. Each SKILL.md encodes a method, not just a prompt, so results stay consistent across runs.
Which Research & Search skills are most installed?
Popular Research & Search skills on SkillMD right now include credential-pooling-analysis, semantic-relations, ci-tools-knowledge. Rankings shift as installs change; sort this page by "Most installs" for the live list.
Do Research & Search skills work with Claude Code and Cursor?
Yes. Every skill here ships as a SKILL.md file, an open format that works in Claude Code, Claude.ai, Cursor, Codex, Windsurf, and 60+ other agents. Install one with npx skillmds@latest add <owner>/<name>, or copy the file into your agent's skills directory.