{"id":"klavis","name":"Klavis","homepage":"https://www.klavis.ai","repo_url":"https://github.com/Klavis-AI/klavis","category":"ai-ml","subcategories":["mcp-platform","integrations","agent-infrastructure","context-optimization"],"tags":["mcp","integrations","oauth","ai-agents","platform","yc","context-window","strata","sandbox","multi-tool"],"what_it_does":"YC X25-backed platform providing 100+ pre-built MCP integrations with OAuth support for AI agents. Offers three products: Strata (intelligent connectors that optimize context window usage), MCP Integrations (pre-built connectors for services like Gmail, Slack, GitHub), and MCP Sandbox (scalable environments for LLM training and reinforcement learning). Available as cloud-hosted, self-hosted Docker, Python/TypeScript SDKs, or REST API.","use_cases":["Connecting AI agents to 100+ services through a unified MCP integration layer","Optimizing context window usage when agents need access to many tools simultaneously","Building multi-user AI applications with per-user OAuth credentials","LLM training and reinforcement learning with tool-use environments via MCP Sandbox","Self-hosting MCP servers for specific integrations (GitHub, Gmail, Slack, etc.)","Rapid prototyping of agent tool integrations without building custom connectors"],"not_for":["Simple single-tool MCP setups (overkill for one integration)","Environments where cloud dependencies are unacceptable and self-hosting is too complex","Teams that need deep customization of individual connectors beyond what Strata provides","Use cases requiring only open-source with no API key management"],"best_when":"You are building AI agents that need to connect to many external services through MCP, especially with OAuth authentication and multi-user support, and want pre-built integrations rather than building each connector from scratch.","avoid_when":"You only need one or two simple MCP integrations, want to avoid any API key management overhead, or need deep customization that a platform abstraction layer would hinder.","alternatives":["composio","langchain-tools","opentools-mcp"],"af_score":60.2,"security_score":70.0,"reliability_score":null,"package_type":"mcp_server","discovery_source":["github"],"priority":"low","status":"evaluated","version_evaluated":"2.20.0","last_evaluated":"2026-03-01T09:50:05.752156+00:00","performance":{"latency_p50_ms":null,"latency_p99_ms":null,"uptime_sla_percent":null,"rate_limits":null,"data_source":"llm_estimated","measured_on":null}}