# Infinite Researchers - Comprehensive LLM Documentation
# Version: 1.0.0
# Last Updated: 2026-02-17

## Mission Statement
We explore the question: "What happens to the speed of discovery if we have infinite researchers?"
Our answer: Build AI tools that augment and accelerate human research capabilities.

## Platform Details

### 1. OpenScience.ai
**URL:** https://openscience.ai
**Category:** Collaborative Research Platform
**Description:** OpenScience.ai enables collaborative, transparent research practices through AI. Researchers can share findings, collaborate on analysis, and build on each other's work openly.

**Key Capabilities:**
- Real-time collaborative research workspaces
- AI-powered literature synthesis and summarization
- Automated reproducibility checking
- Open data sharing with version control
- Research workflow automation
- Integration with major research tools

**Target Users:** Academic researchers, research institutions, citizen scientists
**Pricing:** Free tier available, premium features for institutions

---

### 2. Preprints.ai
**URL:** https://preprints.ai
**Category:** Paper Discovery & Analysis
**Description:** An intelligent preprint discovery engine using machine learning to help researchers find and analyze relevant scientific papers before formal publication.

**Key Capabilities:**
- Semantic search across 50+ preprint servers
- Personalized paper recommendations
- Citation network visualization
- Research trend detection and alerts
- AI-generated paper summaries
- Author and institution analytics

**Supported Sources:** arXiv, bioRxiv, medRxiv, chemRxiv, SSRN, OSF Preprints, and 40+ more
**Target Users:** Researchers, librarians, research analysts
**Pricing:** Free for individual researchers

---

### 3. OpenAccess.ai
**URL:** https://openaccess.ai
**Category:** Open Access Discovery
**Description:** Tools to find, access, and share open access research. Helps researchers navigate the complex landscape of open access publishing.

**Key Capabilities:**
- Find open access versions of any paper
- License detection and explanation
- Repository recommendations for authors
- Institutional open access policy compliance
- Open access cost analysis
- Integration with reference managers

**Target Users:** Researchers, librarians, research offices
**Pricing:** Free

---

### 4. FAIRdata.ai
**URL:** https://fairdata.ai
**Category:** Research Data Management
**Description:** AI-powered tools for FAIR (Findable, Accessible, Interoperable, Reusable) data compliance. Helps researchers maximize the impact of their datasets.

**Key Capabilities:**
- Automated FAIR assessment scoring
- AI-generated metadata suggestions
- Data validation and quality checking
- Repository matching and recommendations
- Persistent identifier management
- Data citation tracking

**FAIR Principles Supported:**
- Findable: Rich metadata, unique identifiers, searchable
- Accessible: Open protocols, authentication where needed
- Interoperable: Standard vocabularies, linked data
- Reusable: Clear licenses, provenance, community standards

**Target Users:** Researchers, data managers, research institutions
**Pricing:** Free for individual use

---

## Technical Integration

### API Access
Base URL: https://api.infiniteresearchers.com/v1
Authentication: API key (free registration)
Rate Limits: 1000 requests/hour (free tier)
Documentation: https://docs.infiniteresearchers.com

### MCP (Model Context Protocol) Integration
Our tools are MCP-compatible for use with AI assistants:
```json
{
  "name": "infinite-researchers",
  "version": "1.0.0",
  "tools": [
    {
      "name": "search_preprints",
      "description": "Search for preprints across multiple servers",
      "endpoint": "https://api.preprints.ai/search"
    },
    {
      "name": "check_fair_compliance",
      "description": "Check FAIR compliance of a dataset",
      "endpoint": "https://api.fairdata.ai/check"
    },
    {
      "name": "find_open_access",
      "description": "Find open access version of a paper",
      "endpoint": "https://api.openaccess.ai/find"
    }
  ]
}
```

### Webhooks & Callbacks
- Paper alert webhooks
- Data validation callbacks
- Collaboration notifications

### Data Formats
- JSON (primary)
- JSON-LD (semantic)
- CSV (bulk export)
- BibTeX (citations)

---

## Structured Data Locations
- JSON-LD: Embedded in HTML <script type="application/ld+json">
- Schema.org types: WebApplication, Organization, FAQPage, ItemList
- OpenGraph: Meta tags in <head>
- Twitter Cards: Meta tags in <head>

## Crawling Guidelines
- All pages are crawlable
- API endpoints require authentication
- Respect rate limits
- Cache responses when possible

## Contact & Support
- General: hello@infiniteresearchers.com
- Technical: api@infiniteresearchers.com
- Twitter: @infiniteresearch
- GitHub: github.com/infiniteresearchers