Problem solved

Most scraping APIs return raw HTML that agents burn tokens parsing, pricing structures penalize repeated calls, and every framework needs its own adapter. ToolTrace solves this by delivering structured, agent-native output from URLs—clean Markdown, metadata, links, schema, and SEO data—and by charging per-call credits without monthly minimums, with native integrations for common AI frameworks and MCP.

Use cases

• Feeding clean Markdown into LLM context or RAG pipelines
• Extracting structured metadata and schema from web pages
• Building AI agents that need live web data
• Automating SEO audits and sitemap inspections
• Detecting technology stacks of websites
• Extracting links or article text from web pages
• Monitoring or scraping JavaScript-heavy SPAs
• Integrating web extraction with MCP-based tools

Audience

• Developers
• ML Engineers
• Data Scientists
• Startups
• Enterprise

Pros

• Agent-native structured output with clean Markdown, metadata, links, and schema
• Handles JavaScript-rendered pages and detects Cloudflare access challenges
• Free tier available with no credit card required
• Per-call credit pricing designed for agent loops
• Native integrations with LlamaIndex and MCP

Cons

• Hosted service only; no self-hosted option
• Not open source
• Browser rendering consumes additional credits
• Product surface is currently focused on web extraction and SEO tools