One person's brilliant AI shouldn't stay single-player. Unfairly turns your team's knowledge into the cheat code that makes every agent unfairly good.
Your best engineer built the perfect agent. Then went on vacation. Nobody else knows how it works.
Domain experts drop knowledge. Builders wire it in. Every agent on the team gets smarter.
One person sets it up. Domain experts feed it knowledge. Everyone benefits. Three roles, one shared brain.
Connect Slack, GitHub, Notion, Google Drive — or push docs via API. We chunk, embed, and index automatically with configurable strategies per source type.
import { Unfairly } from '@unfairly/sdk'
const vault = Unfairly.vault({
sources: [
{ type: 'slack', channels: '*' },
{ type: 'github', repos: 'org/*' },
{ type: 'notion', workspace: 'auto' },
],
embedding: 'text-embedding-3-large',
chunking: 'semantic',
})Get a Model Context Protocol server that works with Claude, ChatGPT, Cursor, Windsurf — any MCP-compatible client. Semantic search, trust-aware retrieval, and multiplayer context in one endpoint.
$ npx unfairly deploy
✓ Vault synced — 847 chunks indexed
✓ Embeddings computed (3.2s)
✓ Trust tiers applied
✓ MCP server live
Endpoint: mcp.unfairly.ai/v1/your-team
Tools: search, retrieve, contribute
Auth: team-scoped API keys
Add to Claude, Cursor, or any MCP client:
{
"mcpServers": {
"unfairly": {
"url": "https://mcp.unfairly.ai/v1/your-team"
}
}
}Your sales lead drops a playbook. Your CTO updates the architecture doc. An engineer flags a deprecated API. Every contribution makes every agent on the team smarter — instantly.
Every team has knowledge no LLM can fake. Unfairly makes it available to every agent — so the whole org levels up, not just the person who built it.
Your team's knowledge is the ultimate power-up. Stop hoarding it.