M.I.M.I.R - Multi-agent Intelligent Memory & Insight Repository

| Technology | Scalability | Performance | Integration | Ecosystem | Pricing | Operational Complexity | Deployment Options | Security/Compliance | |------------|-------------|-------------|-------------|-----------|---------|-----------------------|--------------------|---------------------| | **Pinecone** | Fully managed, cloud-native, horizontal scaling to billions of vectors. Multi-tenant, multi-region. | Low-latency vector search (sub-100ms), high throughput, proprietary indexing. | REST API, Python/JS clients, integrations with LangChain, LlamaIndex, OpenAI, Hugging Face, etc. | Strong developer community, extensive docs, tutorials, ecosystem integrations. | Usage-based pricing (per GB/query/index), free tier available. | Fully managed SaaS; no infrastructure management, simple API-based usage. | Cloud-only (AWS, GCP, Azure); no on-prem/self-hosted. | SOC 2 Type II, GDPR, encryption at rest/in transit, RBAC. | | **Weaviate** | Horizontally scalable, sharding, replication, billions of vectors. | Real-time vector search, sub-100ms latency, hybrid (vector+keyword), HNSW/ANN. | REST, GraphQL APIs, Python/JS/Go clients, integrations with LangChain, LlamaIndex, OpenAI, Hugging Face, etc. | Open-source, active community, plugin system, cloud/self-hosted, strong docs. | Open-source (free), managed cloud (usage-based). | Managed cloud or self-hosted (Docker, K8s); complexity depends on mode. | Managed cloud, self-hosted (on-prem, any cloud, Docker, K8s). | Encryption in transit, authN/authZ, GDPR, SOC 2 (cloud), RBAC. | | **Qdrant** | Horizontally scalable, distributed, sharding, replication, large-scale search. | High-performance ANN (HNSW, quantization), sub-100ms latency, CPU/GPU optimized. | REST, gRPC APIs, Python/JS clients, integrations with LangChain, LlamaIndex, OpenAI, Hugging Face, etc. | Open-source, active community, cloud/self-hosted, plugin system, strong docs. | Open-source (free), managed cloud (usage-based). | Managed cloud or self-hosted (Docker, K8s, bare metal); complexity depends on mode. | Managed cloud, self-hosted (on-prem, any cloud, Docker, K8s, bare metal). | Encryption in transit, authN/authZ, GDPR, RBAC. |