Firecrawl

Find the papers that answer a research query in Firecrawl's research paper index — a corpus of paper abstracts whose largest share is biomedical and life-science literature (PubMed, bioRxiv, medRxiv), alongside arXiv preprints in CS, physics, and math — using semantic search, semantic and structural expansion, and in-body verification. Use this skill for literature-finding and paper-retrieval tasks of any kind, including clinical, biomedical, drug, gene, disease, and other life-science questions, whether the answer is a single paper or a full multi-paper set. The index is reached only through the `firecrawl_research_*` MCP tools or the `firecrawl research` CLI subcommands. Calling `firecrawl_search` with its `categories` option set to `["research"]` is a different feature — it filters ordinary web search to research-affiliated websites (the list includes PubMed, bioRxiv, medRxiv, arXiv, and publisher sites) and returns page results from them, without querying the paper records in this index.

한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.

Search the web, read source pages, and retrieve structured records with Firecrawl. Use for current information, finding sources, reading a supplied URL, or looking up data-provider capabilities.

한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.

Find scientific papers, follow citations, and verify claims against paper passages. Use for literature questions, related work, citing papers, references, or a question about a particular scientific paper.

한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.

Find documentation and repository evidence for library behavior, API contracts, error messages, and known bugs. Use when a programming question needs current public documentation, issues, pull requests, or implementation examples.

한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.

Help fantasy players make start/sit, waiver, streaming, trade, draft and keeper decisions using current player news, usage, matchups and their league's scoring. Use for choosing between players, finding pickups, evaluating a deal or filling a roster need, even without an explicit research request. Excludes generic sports scores, betting and changing league rosters.

한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.

Find the published business contacts of companies with Firecrawl, whether the user names them or describes them by type and place: press and media, sales, partnerships and support inboxes, shared business phone numbers and official contact forms, taken from the companies' own websites. Use when the user asks how to contact a company or wants published business emails, phone numbers or press, sales, support or partnership contacts, since contact pages change and an address must come from the page, not memory. Not for named people's details (use firecrawl-lead-research) or finding people to reach out to (use firecrawl-lead-gen).

한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.

Find current job postings on employer career pages and job boards. Use when the user asks who's hiring, seeks remote or local jobs, or wants openings matched to their role, skills, experience, or salary preferences.

한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.

Run focused Firecrawl workflows for research, documentation lookup, SEO audits, QA, lead discovery and enrichment, business contacts, current jobs, fantasy decisions, brand assets, knowledge bases and website design systems. Use when the user wants a sourced answer or deliverable from a workflow rather than raw extraction or product-code integration.

한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.

Test a live website with Firecrawl browser and write up what's broken: links, forms, mobile layout, performance and console errors. Use for pre-launch checks, bug hunts or confirming a deployed site works.

한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.

Enrich and research the people and companies the user names or supplies with Firecrawl Alexandria data: background on a person, a professional profile URL to look up, whether someone still holds a role, missing columns in a table or CSV of people or companies, firmographics for company domains (industry, headcount, funding, location), and pre-call or meeting briefs. Use whenever the request is about specific named people or companies, even without the word enrich, since roles, headcount and funding change faster than training data. Not for finding new prospects (use firecrawl-lead-gen) or a company's published press, sales or support contacts (use firecrawl-business-contacts).

한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.

Inspect a website's titles, meta descriptions, headings, canonicals, structured data and internal links for on-page and technical SEO issues. Use for SEO audits, page-source checks, broken-link reviews or comparing pages for target keywords, even without an explicit request to scrape. Return source-backed findings and prioritized fixes. Excludes generic SEO explanations, standalone copywriting and functional website testing.

한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.

Export documentation portals, help centers and API reference sites into local markdown or JSON with Firecrawl browser, including pages that render with JavaScript, hide content behind collapsible navigation or paginate. Use when the user wants a docs site, help center or support knowledge base saved as files, even without an explicit request to scrape.

한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.

Build a knowledge base from web content with Firecrawl. Use for local reference docs, RAG-ready chunks, fine-tuning datasets, documentation mirrors, topic corpora, or LLM-ready markdown organized from web sources.

한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.

Find and qualify new prospects with Firecrawl Alexandria people and company data: people by role, seniority, company, industry, size, location or technology, target accounts that match criteria, or the right contacts at companies, returned as a ranked, sourced table or CSV. Also extracts lead lists from a database or directory the user names, and refreshes a prospect list with only new matches. Use when the user wants a lead list, prospects, target accounts or the people to reach out to at companies that fit criteria. Not for enriching people or companies the user already supplied (use firecrawl-lead-research).

한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.

Extract an existing website's visual system into DESIGN.md, or collect its existing logo, colors, fonts and homepage messaging for a document. Use for reference-based UI implementation, documenting design patterns, or matching a presentation to a company's website. Excludes inventing a new brand or brand positioning.

한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.

Research markets and companies with Firecrawl using current, cited figures: market size, growth, trends, financials and earnings. Use when the user asks for market research, an industry overview or a comparison of companies by the numbers, since these figures change faster than training data.

한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.

Walk through a product's key flows with Firecrawl browser and produce a structured UX/product walkthrough. Use for signup, onboarding, pricing, docs, dashboard, product demo prep, UX teardown, and first-run experience analysis.

한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.

Monitor competitor pricing, features, changelogs, dashboards, and product changes with Firecrawl. Use for recurring competitive intelligence, pricing tier extraction, feature change tracking, or structured competitor alerts.

한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.

Read metrics off web dashboards with Firecrawl browser: public stats, status and transparency pages as well as analytics tools the user is signed in to. Use when the user wants numbers, KPIs or charts from a dashboard turned into a report, summary or date-range table, even without an explicit request to scrape.

한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.

Extract structured company lists with Firecrawl from any page or site that lists companies: accelerator batches, VC portfolios, member and sponsor lists, marketplaces and app directories, YC, Crunchbase, Product Hunt or G2. Use when the user wants those companies as a CSV, JSON, CRM-ready list or research table, even without an explicit request to scrape.

한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.

Find and synthesize research papers, whitepapers, PDFs, technical reports, and academic sources with Firecrawl Research, using semantic paper search, related-paper expansion, and in-body verification over Firecrawl's paper index — largely biomedical and life-science literature from PubMed, bioRxiv, and medRxiv, plus arXiv preprints in CS, physics, and math. Use when the user wants a literature review, systematic review, survey of studies, paper summary, research landscape, or sourced synthesis from scholarly and industry publications, including clinical, drug, gene, disease, epidemiology, and public-health topics. Prefer this over a general web-research workflow whenever the evidence base is published papers rather than web pages.

한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.

Produce an intensive, cited analytical report: executive summary, multi-angle findings, contrarian views, open questions, and full sources. Use only when the user needs rigorous synthesis of a complex topic (scientific, technical, policy, or market-analytical) that cannot be answered with a short search, and wants a formal written report, not a recommendation list. Do not use for product picks, top-N lists, quick lookups, or routine "find out about X" tasks. If the request does not clearly need this kind of report, do not use this skill. Do not use for a literature review over published papers. This skill collects evidence from the open web. A request for the literature on a biomedical, clinical, life-science, or other scientific topic — papers, studies, trials, preprints — belongs to firecrawl-research-papers, which queries Firecrawl's paper index (PubMed, bioRxiv, medRxiv, arXiv) instead of searching websites.

한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.

Researches products across retailers and review sites with Firecrawl and recommends what to buy within the user's budget and preferences, with current prices and sources. Use when the user wants to compare products, find the best option or check reviews before buying, since prices and models change faster than training data. Adds to a cart only when asked and a signed-in browser profile exists.

한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.

Find the published business contacts of companies with Firecrawl, whether the user names them or describes them by type and place: press and media, sales, partnerships and support inboxes, shared business phone numbers and official contact forms, taken from the companies' own websites. Use when the user asks how to contact a company or wants published business emails, phone numbers or press, sales, support or partnership contacts, since contact pages change and an address must come from the page, not memory. Not for named people's details (use firecrawl-lead-research) or finding people to reach out to (use firecrawl-lead-gen).

한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.