# What your AI can do with BRONTIR

**Turn the entire public web into a structured, citable, always-fresh knowledge base for your AI agents.**

BRONTIR is a research backend that connects to your AI assistant over MCP and gives it what plain web search can't: deep access to the real content of live sites, meaning-aware extraction, and a durable memory it can search and cite. Where built-in tools return snippets that vanish after a turn, BRONTIR builds a permanent corpus you can return to, search inside, and cite down to the exact line.

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## What it can do

### Reach any public page
Give it any public link and get back clean, readable content. News articles, blogs, documentation, company sites, landing pages — any public HTTP(S) URL is accepted and turned into structured text ready for analysis.

### Deep, platform-aware extraction
For the most popular platforms it uses specialized extraction that understands each platform's structure, not a generic page dump:

- **Video** — transcripts and metadata (YouTube and more), so your agent can analyze a video without watching it.
- **Social** — posts, comments and metadata from Reddit, X/Twitter, Facebook, Instagram, TikTok, LinkedIn, Threads, Bluesky, Pinterest, Twitch, Snapchat and Truth Social.
- **Documents** — text extracted from PDFs by direct link.
- **Images** — pictures are described in text, so visual content becomes searchable, quotable and analyzable. Works both for images inside posts and for a direct link to a picture.

### Search and discover
Don't have exact URLs? Run a search and let the platform find sources for you:

- **Web** — organic results with related queries.
- **Maps & local** — places, businesses and points on the map, down to a single listing.
- **Video** — find clips with filters for upload date, quality and exact match.
- **Social** — search by keyword, community, hashtag, author or ad library, with date filters.

### Extraction by meaning, not raw dump
Every fetch carries a plain-language intent — what you actually care about. The platform doesn't just download a page; it separates signal from noise, splitting results into relevant and off-topic and surfacing the key parts of long material. You get an answer to your question, not a pile of HTML.

### Persistent, citable memory
Everything gathered is stored as durable records in your workspace — not ephemeral text dropped into a single turn:

- **Re-readable** — every result from Search and Fetch is kept as a citable record you can open again later, long after the turn that produced it.
- **Exact citations** — pull the precise line ranges you care about from a specific version of a record, and get answers backed by per-record, line-level citations.
- **Search inside your corpus** — keyword and regular-expression search across everything you've collected, with context around each match.

### Research agents
Intelligent helpers work on top of the collected data:

- **Batch fetch** dozens of links in one call, processed in parallel with clean per-item error handling.
- **Structured questions** over your corpus — get a ready answer, a set of supporting citations, or both at once.
- **Search fan-out** — run a series of searches across different platforms in a single task.

### Real-time results
Long research doesn't make you wait for all-or-nothing. Partial results stream in as they arrive: first findings show up immediately, so your agent can react on the fly, branch into new directions, and stop as soon as it has enough.

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## The tools your agent gets

| Tool | What it does |
|---|---|
| **Search** | Discover sources across Google, Google Maps, YouTube, Reddit, TikTok and Threads — run one query across several sources at once. |
| **Fetch** | Pull clean, structured content from any public URL — many at a time — with platform-aware extraction for video, social, PDFs and images. |
| **Ask** | Ask a question over the records you've gathered and get an answer with per-record, line-level citations. |
| **Read** | Read any collected record by reference — a specific version, or just the exact line range you need. |
| **GrepData** | Search your whole corpus by keyword or regex, with surrounding context. |
| **GetResults** | Stream and collect results from longer research tasks as they complete. |

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## Sources you can work with

- **Web & search** — Google, websites, product pages, news
- **Maps & local** — Google Maps, local businesses, reviews
- **Video & creators** — YouTube, TikTok, Twitch
- **Social platforms** — Reddit, X/Twitter, Instagram, Facebook, LinkedIn, Threads, Bluesky, Pinterest, Snapchat, Truth Social
- **Documents & files** — PDFs, tables, images

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## Why it beats plain web search

| Plain web search | BRONTIR |
|---|---|
| Snippets that vanish after the answer | A permanent corpus you can return to |
| Only what made it into the snippet | Full content of pages, videos, posts, PDFs and images |
| No way to cite a specific spot | Citations precise to the line |
| Starts from scratch each time | A cached, re-readable corpus you can search and cite |
| One generic parser | Platform-specific extraction for each source |
| A crowd of tools weighing the agent down | A lightweight toolkit — a few simple tools with dozens of sources behind them, keeping your agent fast and focused |
| Every result looks equally important | Each source comes with a short summary and a relevance note, so your agent skips the noise |
| Whole pages burned through the context window | Your agent reads only the parts that matter — each task finishes faster and costs less |

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## Getting started

1. **Create an account** — free, no card required. You get free credits to explore right away.
2. **Connect your client** — add the hosted BRONTIR MCP endpoint to your AI client and authorize with OAuth. Nothing to install.
3. **Ask for data** — find, extract, compare, summarize or structure public data, directly in your chat.

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**BRONTIR. The entire public web, as one structured knowledge base.**
