firecrawl
Web scraping, crawling, structured extraction, site mapping, and change monitoring via the Firecrawl MCP. Use to turn known or discovered URLs into clean markdown or schema-structured JSON, screenshot pages or extract brand identity (colors, fonts, spacing, components), crawl or map entire sites, harvest docs and cookbooks, run competitive or design research, pull structured data with a schema, parse local PDFs and Office files, search the web with operators and domain filters, monitor pages for meaningful changes, search arXiv and GitHub, or drive an autonomous browse agent. Pairs with the Exa MCP (`web_search_exa`) — Exa finds by meaning, Firecrawl fetches, extracts, crawls, and monitors.
- License 许可
- MIT
- 最近更新
- 2026-11-02
- Stars
- ★ 0
- Forks
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01 前言 Front Matter
- name
- firecrawl
- metadata
- { "origin": "custom" }
- description
- Web scraping, crawling, structured extraction, site mapping, and change monitoring via the Firecrawl MCP. Use to turn known or discovered URLs into clean markdown or schema-structured JSON, screenshot pages or extract brand identity (colors, fonts, spacing, components), crawl or map entire sites, harvest docs and cookbooks, run competitive or design research, pull structured data with a schema, parse local PDFs and Office files, search the web with operators and domain filters, monitor pages for meaningful changes, search arXiv and GitHub, or drive an autonomous browse agent. Pairs with the Exa MCP (`web_search_exa`) — Exa finds by meaning, Firecrawl fetches, extracts, crawls, and monitors.
02 资源文件 4
- 许可证LICENSE1.0 KB
- 参考文档provenance/original.io_operations.md9.2 KB
- 参考文档provenance/original.SKILL.md10.0 KB
- 参考文档repair.json1.8 KB
03 SKILL.md 正文
Firecrawl
The web-data layer: scrape, crawl, map, structured-extract, search, monitor, and autonomously browse the web via the Firecrawl MCP server (mcp__firecrawl__firecrawl_*). Where Exa finds pages by meaning, Firecrawl fetches and structures them — turning any URL (or a whole site) into clean markdown, schema-typed JSON, screenshots, or brand tokens.
When to Activate
- Scrape a known page into clean markdown, or pull specific data points as JSON
- Crawl or map a whole site (docs, blog, competitor) for comprehensive coverage
- Harvest documentation/cookbooks (like building this skill) into readable text
- Extract structured data (prices, specs, features, contacts) across many URLs
- Capture screenshots or brand identity (colors, fonts, spacing, UI components) for design research
- Search the web with operators/domain filters and get full page content, not just snippets
- Monitor a page or a search for meaningful changes over time
- Find academic papers (arXiv) or GitHub issues/PRs for research
- Parse a local PDF / Word / Excel file into markdown or structured JSON
- User says "scrape", "crawl", "extract from", "map the site", "monitor", or "get the data from this page"
Firecrawl vs Exa — when to use which
The user has both. They are complementary, not redundant:
| Job | Reach for | Why |
|---|---|---|
| Discover pages by meaning, "find sites like X", semantic recall | Exa (web_search_exa) |
Neural/embedding search; best when you don't know the URL |
MCP Requirement
Tool Routing (decision table)
Core Tools
firecrawl_scrape
firecrawl_crawl
firecrawl_map
firecrawl_extract
firecrawl_search
firecrawl_agent / firecrawl_agent_status
firecrawl_research_* (paper / GitHub index)
firecrawl_parse
04 同仓库更多 Skills
clarify-requirements
Resolve genuine pre-execution ambiguity by scanning repo context, generating 1-6 grounded options, and asking 1-3 focused questions via AskUserQuestion. NOT for mid-task use (injection risk); NOT when the goal is already unambiguous; use to disambiguate vague prompts before any file edits.
openmm-md
Run FREE, open-source, Windows-native GPU molecular dynamics via the openmm-md MCP (OpenMM + CUDA on the local NVIDIA GPU). Use for protein / protein-ligand MD when you want a free stack or are on Windows without a Schrodinger license. Covers the full workflow (prepare, solvate, minimize, equilibrate, production, analyze, mmgbsa) AND an honest decision guide vs Schrodinger Desmond, including how to run Desmond legitimately on Linux or a cloud GPU with a real license. This is a deliberately LESSER free alternative and does NOT replace the schrodinger MCP tools. Do NOT use it to pick a free tool when a validated FEP+, WaterMap, IFD-MD, or Prime MM-GBSA result is actually required.
visual-review
Take screenshots of web pages and UI using Playwright for visual review and iteration
status
Diagnostic status report — shows metaswarm installation state, project setup, and potential issues
start
Use when starting work on any task, when the user mentions metaswarm, or when the user wants to begin tracked development work
setup
Interactive project setup — detects your project, configures metaswarm, writes project-local files