Kinde vs LlamaIndex

Kinde

LlamaIndex

Kinde · 14 features

• API Scopes — OAuth scopes for your APIs, enforced server-side (Plus+).
• B2B Organizations — Multi-tenant orgs with user roles, invitations, feature flags per org.
• Custom Domain — Host auth at auth.yourbrand.com. Free tier includes this.
• Enterprise SSO — SAML 2.0 + OIDC enterprise connections (Plus unlimited).
• Feature Flags — Built-in feature flags with per-user/org overrides. No separate service needed.
• Kinde AI — AI-assisted query and insights over your Kinde data.
• Kinde Billing (preview) — Built-in subscription billing linked to users/orgs. Stripe under the hood.
• Machine-to-Machine — Client credentials grant for service-to-service auth.
• Multi-Factor Auth — TOTP authenticator apps, SMS, email, passkey.
• Passwordless — Email code + passkey (WebAuthn).
• Roles & Permissions — RBAC with roles → permissions. Assigned per user or per organization.
• SCIM Provisioning — Directory provisioning from IdPs (Scale tier).
• Sign-in Widget — Hosted pages + themeable widget for login/signup. Customizable with CSS.
• Webhooks — Event webhooks: user.created/updated, organization events, MFA, etc.

LlamaIndex · 16 features

• Agents — Agent patterns: ReAct, function-calling, multi-agent workflows.
• Document Readers — 200+ readers for PDF, web, Google Drive, SharePoint, Notion, S3, Slack.
• Evaluations — Built-in eval framework: faithfulness, context precision/recall.
• LlamaCloud — Managed indexing + retrieval platform. File connectors, auto-chunking, retrieval…
• LlamaExtract — Schema-based structured extraction from unstructured docs.
• LlamaHub — Community marketplace of readers, tools, prompts.
• LlamaParse — Best-in-class PDF + complex document parser. Tables, math, layout preserved.
• Multimodal — Image + text models, image retrieval.
• Node Parsers — Document chunkers: token, sentence, semantic, hierarchical.
• Observability (OpenLLMetry) — OTel-based tracing baked in.
• Property Graph — Graph-based RAG (knowledge graphs from unstructured data).
• Query Engines — Retrieval + response synthesis combos — router, sub-question, tree, etc.
• RAG — End-to-end RAG patterns: ingest → index → retrieve → synthesize.
• Tools — 50+ pre-built tool integrations.
• Vector Store Integrations — 50+ vector DB integrations.
• Workflows — Event-driven agent workflows (AgentWorkflow).