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Tools for research & analysis
The whole toolkit →- docling-project/docling
Extract tables and text from complex or scanned PDFs with Docling
An open source document parser that understands page layout, reading order and tables, with OCR for scanned files. It outputs Markdown or JSON and can be connected to agents through its MCP server.
- Runs code
- Reads and writes files
Before you install
When to use itUse it when simple converters lose the structure of invoices, financial statements or research reports and you need tables kept intact.
Watch outRuns on your own machine and downloads AI models on first use; documents are processed locally unless you choose a remote model. It can be heavy on CPU and memory for large batches.
docling-project · MIT · 69k stars - firecrawl/firecrawl-mcp-server
Search the web and scrape sites into clean data with Firecrawl
Firecrawl's MCP server that gives an agent web search, page scraping, site crawling and structured extraction. Results come back as Markdown or JSON ready for analysis.
- Runs code
- Uses the internet
Works with- Claude
- Cursor
Before you install
When to use itUse it for competitor checks, market research or building a lead list from public websites.
Watch outNeeds a Firecrawl API key, and the URLs and page content pass through Firecrawl cloud unless you self host it. Respect each site terms and avoid scraping personal data.
firecrawl · MIT · 7.6k stars - create-viz
Charts from data
Turns pasted data, a CSV or Excel file, or query results into a clean chart, picking the right chart type for the question, whether that is a trend, a comparison or a share of the total. It produces static images by default and interactive charts when you ask.
- Runs code
- Reads and writes files
Works with- Claude Cowork
- Claude Code
Before you install
When to use itAdding a sales trend or branch comparison chart to a weekly report or slide.
Watch outWrites and runs Python plotting code on your data in the agent's environment, and can query a data warehouse if one is connected. Connect only the data sources it needs.
anthropics · Apache-2.0 · 29k stars - competitor-news-monitor
Competitor news digest
Keeps a fixed watchlist of competitors and checks on a schedule for news that matters: price changes, launches, funding, partnerships, leadership moves and incidents, backed by original sources. Repeat stories are merged so each digest shows only what is new.
- Uses the internet
- Reads and writes files
Works with- Hermes Agent
Before you install
When to use itFor a weekly competitor update for the owner or sales team, instead of checking rival websites and news by hand.
Watch outBrowses the public web and runs as a scheduled job inside Hermes, with no account access needed. Hermes' own safety scanner has flagged some bundled research skills before, so confirm it loads correctly after installing.
NousResearch (skill by benbarclay) · MIT · 253k stars