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home/skills/search & rag

home/skills/search & rag

Search & RAG Skills

396 search & rag agent skills for Claude Code and AI agents, ranked by real installs from npm, PyPI and skills.sh. azure-ai leads with 472k installs a month.

#Type

1azure-aiUse for Azure AI: Search, Speech, OpenAI, Document Intelligence. Helps with search, vector/hybrid search, speech-to-text, text-to-speech, transcription, OCR. WHEN: AI Search, query search, vector searSkillsJul 2026472k1.3k
2just-scrapeSearch, scrape, crawl, extract structured data, and monitor web pages via the ScrapeGraph AI CLI. Use when the user asks to search the web, scrape a webpage, grab content from a URL, extract JSON fromSkillsJul 2026245k37
3firecrawlCLI and Agent Skill for Firecrawl - Add scrape, search, and browsing capabilities to your AI agentsSkillsJul 202694k531
4firecrawl-searchWeb search with full page content extraction. Use this skill whenever the user asks to search the web, find articles, research a topic, look something up, find recent news, discover sources, or says "SkillsJul 202676k531
5firecrawl-agentAI-powered autonomous data extraction that navigates complex sites and returns structured JSON. Use this skill when the user wants structured data from websites, needs to extract pricing tiers, producSkillsJul 202674k531
6firecrawl-mapDiscover and list all URLs on a website, with optional search filtering. Use this skill when the user wants to find a specific page on a large site, list all URLs, see the site structure, find where sSkillsJul 202674k531
7firecrawl-build-searchIntegrate Firecrawl `/search` into product code and agent workflows. Use when an app needs discovery before extraction, when the feature starts with a query instead of a URL, or when the system shouldSkillsJul 202656k47
8firecrawl-build-scrapeIntegrate Firecrawl `/scrape` into product code for single-page extraction. Use when an app already has a URL and needs markdown, HTML, links, screenshots, metadata, or structured page output. Prefer SkillsJul 202656k47
9firecrawl-build-interactIntegrate Firecrawl `/interact` into product code for dynamic pages and browser actions after scraping. Use when a feature needs clicks, form fills, pagination, authentication-aware flows, or other muSkillsJul 202656k47
10firecrawl-build-onboardingGet Firecrawl credentials and SDK setup into a project. Use when an application needs `FIRECRAWL_API_KEY`, when an agent should add Firecrawl to `.env`, when the user wants to authenticate Firecrawl fSkillsJul 202656k47
11seo-geoSEO & GEO (Generative Engine Optimization) for websites. Analyze keywords, generate schema markup, optimize for AI search engines (ChatGPT, Perplexity, Gemini, Copilot, Claude) and traditional search SkillsJul 202637k1.2k
12anysearchReal-time search engine supporting web search, vertical domain search, parallel batch search, and URL content extraction.SkillsJul 202634k4.7k
13baoyu-markdown-to-htmlConverts Markdown to styled HTML with WeChat-compatible themes. Supports code highlighting, math, Mermaid (rendered to PNG via headless Chrome), PlantUML, footnotes, alerts, infographics, and optionalSkillsJul 202629k24k
14firecrawl-shopResearch products across the web with Firecrawl and produce a shopping recommendation or cart-ready summary. Use when the user wants to compare products, find the best option, evaluate reviews, respecSkillsJun 202629k95
15firecrawl-knowledge-ingestIngest public or authenticated knowledge bases and docs portals with Firecrawl browser. Use for JS-heavy docs, login-gated portals, paginated help centers, support knowledge bases, or structured JSON/SkillsJun 202629k95
16last30daysResearch what people actually say about any topic in the last 30 days. Pulls posts and engagement from Reddit, X, YouTube, TikTok, Hacker News, Polymarket, GitHub, and the web. Includes a doctor healtSkillsJul 202625k53k
17firecrawl-research-indexFind the papers that answer a research query with Firecrawl Research, using semantic search, semantic and structural expansion, and in-body verification. Always use this skill for any literature-findiSkillsJul 202616k47
18parallel-deep-researchONLY use when user explicitly says 'deep research', 'exhaustive', 'comprehensive report', or 'thorough investigation'. Slower and more expensive than parallel-web-search. For normal research/lookup reSkillsJul 202612k60
19parallel-web-searchDEFAULT for all research and web queries. Use for any lookup, research, investigation, or question needing current info. Fast and cost-effective. Only use parallel-deep-research if user explicitly reqSkillsJul 202611k60
20rag-implementationMulti-harness agentic plugin marketplace for Claude Code, Codex CLI, Cursor, OpenCode, GitHub Copilot, and Gemini CLISkillsJul 202611k38k
21parallel-monitorContinuously track the web for changes on a recurring cadence. Use when the user asks to 'monitor', 'track changes to', 'watch', or 'alert me when' something on the web changes — e.g., 'Track price chSkillsJul 20269.4k60
22parallel-findallDiscover entities (companies, people, products, etc.) matching a natural-language description. Use when the user asks to 'find all X' or 'list every Y that…' — e.g., 'Find AI startups that raised SeriSkillsJul 20269.4k60
23memory-safety-patternsMulti-harness agentic plugin marketplace for Claude Code, Codex CLI, Cursor, OpenCode, GitHub Copilot, and Gemini CLISkillsJul 20269.2k38k
24embedding-strategiesMulti-harness agentic plugin marketplace for Claude Code, Codex CLI, Cursor, OpenCode, GitHub Copilot, and Gemini CLISkillsJul 20268.9k38k
25memory-forensicsMulti-harness agentic plugin marketplace for Claude Code, Codex CLI, Cursor, OpenCode, GitHub Copilot, and Gemini CLISkillsJul 20268.6k38k
26flutter-embedding-native-viewsAgent skill from flutter/skillsSkillsJul 20268.3k2.7k
27searchSearch the web via the Bright Data CLI — `bdata search` for Google/Bing/Yandex SERP, `bdata discover` for intent-ranked semantic results. Use when the user wants SERP results, needs URLs to feed into SkillsJun 20267.3k234
28knowledge-synthesisCombines search results from multiple sources into coherent, deduplicated answers with source attribution. Handles confidence scoring based on freshness and authority, and summarizes large result setsSkillsJul 20265.1k23k
29search-strategyQuery decomposition and multi-source search orchestration. Breaks natural language questions into targeted searches per source, translates queries into source-specific syntax, ranks results by relevanSkillsJul 20264.3k23k
30deep-researchConduct comprehensive research on any topic. Synthesize information from multiple angles, provide structured analysis, and generate detailed research reports.SkillsJan 20263.9k319
31nature-academic-searchMulti-source literature search, citation verification, strict independent other-citation audits, article-level citation metric tables, influential citer profiling with citation-context extraction, MeSSkillsJul 20263.6k30k
32storing-and-querying-vectorsStore and query vector embeddings using Amazon S3 Vectors, a cost-effective long-term vector storage service with its own API namespace (s3vectors). Triggers on: create S3 vector bucket, vector index,SkillsJul 20262.4k2.1k
33searchUse this skill when the user wants to search the web without a full browser session: find URLs, titles, and metadata for a query. Prefer it over a browser when you just need search results, not page cSkillsJul 20262.4k3.7k
34rag-blueprintAgent Skills for NVIDIA products — install into Claude Code, Codex, and other coding agents to run Physical AI, robotics, simulation, CUDA, and RAG workflows end to end.SkillsJul 20262.2k2.6k
35mcp-duckgoSkills for web search and content scraping via DuckDuckGo MCP Server. Used when users need online searching and web scraping.SkillsJul 20262.2k145
36memory-leak-auditVisual Studio CodeSkillsJul 20262.1k188k
37mcp-deepwikiSkills for accessing and searching docs in DeepWiki/GitHub’s public code repositories can help users understand open-source project source codes, and users can also ask questions directly about the coSkillsJul 20262.0k145
38arxiv-searchSearches arXiv for preprints and academic papers, retrieves abstracts, and filters by topic. Use when the user asks to find research papers, search arXiv, look up preprints, find academic articles in SkillsJul 20262.0k27k
39rag-evalAgent Skills for NVIDIA products — install into Claude Code, Codex, and other coding agents to run Physical AI, robotics, simulation, CUDA, and RAG workflows end to end.SkillsJul 20261.9k2.6k
40nemo-retrieverUse when the user wants to search, query, extract, transcribe, describe, quote, filter, or aggregate across documents — PDFs, scanned forms / images (`.jpg` `.png` `.tiff`), Office (`.docx` `.pptx`), SkillsJul 20261.8k2.6k
41rag-perfAgent Skills for NVIDIA products — install into Claude Code, Codex, and other coding agents to run Physical AI, robotics, simulation, CUDA, and RAG workflows end to end.SkillsJul 20261.8k2.6k
42nemotron-retrieval-recipesUse when planning, debugging, tuning, evaluating, exporting, or deploying public Nemotron `embed`/`rerank` retrieval recipes.SkillsJul 20261.7k2.6k
43experience-content-media-searchSearches for and retrieves existing visual media (images, logos, icons, photos, graphics, banners, thumbnails, hero images, backgrounds) from sources such as Salesforce CMS, Data 360 or any other sourSkillsJul 20261.7k744
44spring-ai-mcp-server-patternsProvides Spring Boot MCP server patterns that create Model Context Protocol servers with Spring AI by defining tool handlers, exposing resources, configuring prompt templates, and setting up transportSkillsJun 20261.7k310
45langchain4j-tool-function-calling-patternsProvides and generates LangChain4j tool and function calling patterns: annotates methods as tools with @Tool, configures tool executors, registers tools with AiServices, validates tool parameters, andSkillsJun 20261.6k310
46langchain4j-vector-stores-configurationProvides configuration patterns for LangChain4J vector stores in RAG applications. Use when building semantic search, integrating vector databases (PostgreSQL/pgvector, Pinecone, MongoDB, Milvus, Neo4SkillsJun 20261.6k310
47ragImplements document chunking, embedding generation, vector storage, and retrieval pipelines for Retrieval-Augmented Generation systems. Use when building RAG applications, creating document Q&A systemSkillsJun 20261.6k310
48deep-researchDeep research and discovery before building something new. Explores local projects for reusable code, researches competitors, reads forums and reviews, analyses plugin ecosystems, investigates technicSkillsJul 2026951937
49youtube-searchUse when the user wants to find YouTube content on any topic: searching for videos or channels, finding creators who cover a subject, discovering tutorials, talks, or expert discussions, or looking upSkillsMay 2026565343
50ai-rag-pipelineinference.sh Agent skills for using our API to give your agents access to hundreds of apps and other agentsSkillsJul 2026528644

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