Everything you need to
unify your knowledge
Your knowledge lives in a dozen different tools. Meshum connects them so you can find answers without the context switching.
Natural language search
Ask questions like you'd ask a teammate. No query syntax. No boolean operators. Just plain English.
The AI understands context and relationships between documents. It doesn't just match keywords—it finds what you're actually looking for.
"How does authentication work in our mobile app?"
"What did we decide about the database migration?"
"Show me recent discussions about rate limiting"
No training required. Just ask.
Primary Source
src/auth/oauth.ts"OAuth implementation uses Auth0 SDK. Configuration in environment variables."
Related: PR #423
Related: #auth-discuss on Slack
Every answer includes sources
Every answer includes sources. Direct links to the original documents, code, or conversations. Verify everything.
See where information came from, when it was last updated, and explore related context. Don't trust AI blindly—check the sources.
Pro tip: Click any citation to jump directly to that file, PR, or conversation thread. Meshum preserves full context.
Real-time sync across all sources
Answers stay current automatically. When you push code, update docs, or make decisions in Slack, Meshum syncs within seconds.
No manual re-indexing. No stale docs. Continuous sync means answers reflect what's actually in your codebase right now.
GitHub push detected
main branch • 2 seconds ago
Confluence page updated
API Documentation • 8 seconds ago
Slack thread archived
#engineering • 15 seconds ago
Index updated. New answers available.
Connects related information across sources
Knowledge graph connections
Meshum connects the dots. See how code relates to docs, how Slack decisions connect to PRs, how architecture discussions link to implementations.
When you ask about rate limiting, you get the code, the doc that explains it, the PR where it was added, and the Slack thread where the approach was decided.
AI where it makes sense.
Not because it's trendy.
We're not cramming an LLM into every feature to chase hype. We use AI for what it's actually good at: understanding what you're asking for and connecting scattered information.
Your query gets broken down semantically. The AI figures out intent, finds relevant context across sources, and surfaces connections. Then it gets out of the way—you get direct links to the actual documents, code, and conversations.
No AI-generated summaries you can't verify. No hallucinations hiding behind confident-sounding text. Just faster access to the information you already have.
Works with your existing tools
One-click sync. No migration. Meshum works with what you're already using.
GitHub
Code, PRs, issues, discussions
Slack
Channels, threads, decisions
Notion
Pages, databases, wikis
Confluence
Documentation, specs
Jira
Tickets, epics, sprints
Linear
Issues, projects, roadmaps
+ Custom integrations available via API