crawlforge-mcp
crawlforge-mcp is an MCP server, listed under model apis. It reaches anthropic, crawlforge, ollama and openai. It needs ANTHROPIC_API_KEY, CRAWLFORGE_API_KEY, OLLAMA_API_KEY and OPENAI_API_KEY to authenticate. Its repository has 4 GitHub stars and is licensed under MIT; we last read it on 2026-10-22.
crawlforge-mcp provides 31 MCP tools for Claude, Cursor, and other MCP clients to scrape, crawl, and search the web, track changes, and parse documents. It outputs clean Markdown and schema-validated JSON. Local-Ollama extraction is the default. MIT licensed with 1,000 free credits included.
Install
MCP servers are packaged differently from each other -- some run via npx, some as a Docker image, some as a plain script you clone and run. crawlforge-mcp’s own README did not state one plainly enough for this page to quote it rather than guess, so it will not guess. The repository below states it.
What it reaches, and what it needs
What it connects to
Unverified means a mention in the server’s own description, not a citation. A wrong claim here costs nothing to correct and nothing to trust yet.
Maintenance
31 MCP tools that give Claude, Cursor and any MCP client the live web — scrape, crawl, search, real Google rank, change tracking, document parsing, plus an autonomous agent that researches from a plain-English prompt with no URLs. Clean Markdown and schema-validated JSON, not raw HTML. Local-Ollama extraction by default. MIT, 1,000 free credits.
crawlforge-mcp compared with similar servers
| Server | Reaches | Needs | Stars | Last update | Licence |
|---|---|---|---|---|---|
| crawlforge-mcp (this page) | anthropic, crawlforge, ollama, openai | ANTHROPIC_API_KEY, CRAWLFORGE_API_KEY, OLLAMA_API_KEY, OPENAI_API_KEY | 4 | 2026-10-21 | MIT |
| just-prompt | anthropic, deepseek, gemini, groq, openai(2 shared) | ANTHROPIC_API_KEY, DEEPSEEK_API_KEY, GEMINI_API_KEY, GROQ_API_KEY, OPENAI_API_KEY | 739 | 2025-08-10 | — |
| flama | anthropic, openai(2 shared) | None listed | 304 | 2026-10-13 | Apache-2.0 |
| schemagate | anthropic, entra, gemini, mysql, openai, postgres, schemagate(2 shared) | ANTHROPIC_API_KEY, ENTRA_CLIENT_SECRET, GEMINI_API_KEY, OPENAI_API_KEY, SCHEMAGATE_AUDIT_SIGNING_KEY | 105 | 2026-10-22 | Apache-2.0 |
| agent-fleet-o | anthropic, google, openai, typesafe(2 shared) | ANTHROPIC_API_KEY, DB_PASSWORD, GOOGLE_AI_API_KEY, OPENAI_API_KEY, OP_SERVICE_ACCOUNT_TOKEN, TYPESAFE_API_KEY | 76 | 2026-10-20 | AGPL-3.0 |
| agent-loop | anthropic, brave, confluence, jira, openai(2 shared) | ANTHROPIC_API_KEY, BRAVE_API_KEY, CONFLUENCE_API_TOKEN, JIRA_API_TOKEN, OPENAI_API_KEY | 28 | 2026-01-12 | NOASSERTION |
Ranked by services in common with crawlforge-mcp, then by stars. Figures are from each repository when we last read it.
Common questions about crawlforge-mcp
- What does crawlforge-mcp do?
- crawlforge-mcp provides 31 MCP tools for Claude, Cursor, and other MCP clients to scrape, crawl, and search the web, track changes, and parse documents. It outputs clean Markdown and schema-validated JSON. Local-Ollama extraction is the default. MIT licensed with 1,000 free credits included.
- How do I install crawlforge-mcp?
- Its README did not state an install command plainly enough for us to quote one, so we do not guess. The repository has the instructions: https://github.com/mysleekdesigns/crawlforge-mcp
- What does crawlforge-mcp connect to, and what does it need?
- It reaches anthropic, crawlforge, ollama and openai. The credentials we found in its source are ANTHROPIC_API_KEY, CRAWLFORGE_API_KEY, OLLAMA_API_KEY and OPENAI_API_KEY.
- Which AI clients can use crawlforge-mcp?
- Its own description mentions Cursor. That is a mention in its description, not a test we ran.
- Is crawlforge-mcp official and is it maintained?
- We found nothing naming it as a vendor’s official server. Its repository has 4 GitHub stars and its state in our directory is listed. Its last commit we recorded was on 2026-10-21.
- What licence does crawlforge-mcp use?
- The repository declares the MIT licence.
More MCP servers for model apis
- wigolo5,498 stars
- KiCAD-MCP-Server2,905 stars
- modelcontextprotocol2,589 stars
- paperbanana2,412 stars
- gemini-mcp-tool2,294 stars
- telegram-mcp1,879 stars