Turn Your Data into AI Knowledge
Realtime.Effortless.Insightful.
Beever Atlas captures knowledge from your team conversations and makes it instantly searchable with AI. Open source and self-hostable.
Three simple steps
How It Works
Connect
Link your messaging platforms in minutes. Slack, Discord, Teams, or Telegram.
Capture
Knowledge is automatically extracted and structured from your conversations.
Retrieve
Ask questions in natural language and get accurate, sourced answers instantly.
Dual-MemoryArchitecture
Two complementary memory systems work together — semantic search for meaning, knowledge graph for relationships.
Semantic Memory
Powered by Weaviate
Vector embeddings find relevant content by meaning. Handles ~80% of queries in under 200ms.
Graph Memory
Powered by Neo4j
Entity extraction and relationship mapping for multi-hop reasoning. Handles ~20% of queries.
What was discussed about JWT?
SemanticWho decided to use RS256?
GraphHow did our auth approach evolve?
BothFromConversationstoKnowledge
A 6-stage AI pipeline transforms scattered messages into structured, searchable knowledge.
Sync
Fetch messages from Slack, Discord, and Teams in real time
Extract
LLM extracts facts, entities, and relationships from conversations
Validate
Quality gates filter low-confidence extractions (≥0.5 threshold)
Store
Write to Weaviate (vectors) and Neo4j (graph) via outbox pattern
Cluster
Group related facts into topic clusters using cosine similarity
Wiki
Generate structured wiki pages with citations and diagrams
Output
Authentication Decisions
- •Migrated from HS256 to RS256 for asymmetric key verificationSlack
- •JWT expiry set to 15 min with refresh token rotationDiscord
- •Public keys distributed via JWKS endpoint at /.well-known/jwks.jsonSlack
Features
Everythingyourteamneeds
A complete knowledge platform, from ingestion to retrieval.
Dual Memory
Semantic vector search combined with knowledge-graph relationships for comprehensive recall.
AI Q&A
Ask questions in natural language and get grounded answers from your team knowledge base.
Multi-Platform
Works natively with Slack, Discord, and Microsoft Teams — ingest from any platform.
Knowledge Graph
Automatically extract entities and relationships to build a navigable knowledge graph.
Wiki Generation
Transform scattered conversations into structured, always-up-to-date wiki pages.
File Import
Ingest PDFs, Markdown, and documents alongside chat messages for a unified knowledge layer.
BuildwithAtlas
First-class MCP support, REST API, and Docker deployment. Get started in minutes.
{
"mcpServers": {
"beever-atlas": {
"url": "http://localhost:8000/mcp"
}
}
}Works with Claude Desktop, Claude Code, and any MCP-compatible client.
Seeitinaction
Ask a question, get answers grounded in your team's real conversations.
Knowledgethatwritesitself
Beever Atlas automatically generates structured wiki pages from your team's conversations.
Wiki › Authentication › JWT Strategy
JWT Authentication Strategy
Updated 2 hours ago from 12 conversations
The team decided to adopt RS256-signed JWTs for the v2 API, replacing the session-based auth system. Key drivers: stateless scaling, mobile client support, and third-party integration needs.
Key Decisions
Use RS256 algorithm for JWT signing to support key rotation
Slack #engineeringSet token expiry to 15 minutes with 7-day refresh tokens
Discord #backendMigration timeline: 3 sprints, starting Sprint 24
Teams PlanningHowWeCompare
The only team-oriented LLM wiki with dual memory, auto wiki generation, and MCP support.
| Feature | Beever Atlas | Mem0 | Khoj | Obsidian+LLM | Notion AI | Copilot |
|---|---|---|---|---|---|---|
| Team-oriented | ||||||
| Dual Memory | ||||||
| Wiki Generation | ||||||
| Knowledge Graph | ||||||
| Multi-platform | ||||||
| Open Source | ||||||
| Chat Ingestion | ||||||
| Self-hosted | ||||||
| MCP Support |
Documentation
Explore the docs
Jump straight to what you need.
Connectyourplatforms
Bring knowledge from every corner of your organization.
Slack
Ingest messages, threads, and files from any Slack workspace in real time.
Discord
Capture community discussions, support channels, and voice-chat transcripts.
Microsoft Teams
Connect Teams channels and chats for seamless enterprise knowledge capture.
Telegram
Import Telegram group and channel messages into your knowledge base.
More integrations coming soon
Use Cases
Built for every team
From product teams to open-source maintainers.
Engineering Teams
Recover architectural decisions
"Who decided to use JWT for the v2 API?"
Atlas finds the decision across Slack threads and Teams meetings — with full context on why RS256 was chosen over HS256.
Product Teams
Cluster user feedback
"What feature requests came up this sprint?"
Surface every request across Discord and Slack, clustered into themes with direct links to each source conversation.
Remote Teams
Catch up across time zones
"What happened in the incident while I was offline?"
Get a complete timeline of overnight Slack activity — decisions, owners, and action items reconstructed automatically.
Open Source Projects
Summarize community consensus
"What was the RFC consensus on the plugin API?"
Compile opinions across Discord channels into a structured summary with contributor attributions and message links.
What's New
View full roadmap →v0.1.0 — Initial Open Source Release
Dual memory, wiki generation, multi-platform sync, MCP server
Ready for production?
Get enterprise-grade features for your team. Ship to production with confidence using security and compliance tools your team will approve.
- Single Sign-On (SSO) & SAML
- Audit logs & compliance reporting
- Role-based access controls
- Spend controls & usage limits
- Dedicated support & SLA
- Custom deployment options
Talk to the team
Tell us about your team, use case, and what you're trying to build. We read every email and typically reply within one business day.
Email hello@beever.aiPrefer another channel? Reach us via GitHub Discussions.
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