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2 Skills33 Agentsacross 3 categoriesLangchain implementation for Guardrails: Nemo
Google Firestore StorageBackend for CrewAI unified Memory — hierarchical scopes, categories, metadata filters and native vector search (find_nearest)
...moreAzure Cosmos DB StorageBackend for CrewAI unified Memory — hierarchical scopes, categories, metadata filters and native vector search (VectorDistance)
...moreAmazon DynamoDB StorageBackend for CrewAI unified Memory — hierarchical scopes, categories, metadata filters and native vector search (SearchVectors)
...moreShared core for CrewAI unified-memory StorageBackend implementations — build a Memory backend with five small primitives
PostgreSQL (pgvector) StorageBackend for CrewAI unified Memory — hierarchical scopes, categories, metadata filters and native vector search
...moreAmazon DynamoDB persistence backend for CrewAI Flows with built-in message pruning via agentstate-reducer
MongoDB persistence backend for CrewAI Flows with built-in message pruning via agentstate-reducer
SQL persistence backend for CrewAI Flows via SQLAlchemy (SQLite, PostgreSQL, MySQL) with built-in message pruning via agentstate-reducer
...moreFramework-agnostic message reducer for AI agent state management. Works with LangGraph, CrewAI, and plain dicts.
Amazon DynamoDB persistence backend for CrewAI Flows with built-in message pruning via agentstate-reducer
MongoDB persistence backend for CrewAI Flows with built-in message pruning via agentstate-reducer
SQL persistence backend for CrewAI Flows via SQLAlchemy (SQLite, PostgreSQL, MySQL) with built-in message pruning via agentstate-reducer
...moreLong-term memory engine for LangGraph over any BaseStore — LLM fact extraction, consolidation, and recall ranked by semantic similarity, recency and importance (a maintained alternative to LangMem)
...morekamal
Speak the Ollama API protocol — route requests to OpenAI, Gemini, Anthropic, AWS Bedrock, Azure, Groq, xAI, Mistral, DeepSeek, Together, Perplexity, Kimi, and any OpenAI-compatible server.
...moreAzure Cosmos DB MemoryStore for the PydanticAI harness Memory capability — CAS versions via ETags and idempotent operation receipts
...moreAmazon DynamoDB MemoryStore for the PydanticAI harness Memory capability — CAS versions and idempotent operation receipts via conditional writes
...moreGoogle Firestore MemoryStore for the PydanticAI harness Memory capability — CAS versions via transactions and idempotent operation receipts
...moreShared core for PydanticAI harness MemoryStore backends — CAS versions, idempotent operation receipts and bounded search over a few conditional primitives
...morePostgreSQL MemoryStore for the PydanticAI harness Memory capability — the upstream transactional store, built from a connection URL with an owned asyncpg pool
...moreAzure CosmosDB backend for pydantic-ai-persistence — StepStore + message history for PydanticAI
Amazon DynamoDB backend for pydantic-ai-persistence — StepStore + message history for PydanticAI
Google Firestore backend for pydantic-ai-persistence — StepStore + message history for PydanticAI
Backend-agnostic persistence for PydanticAI — chat history + durable StepStore, over a small async KV interface
Amazon DynamoDB session manager (storage backend) for Strands Agents — persists sessions, agent state, and messages
MongoDB session manager (storage backend) for Strands Agents — persists sessions, agent state, and messages
SQL session manager (storage backend) for Strands Agents via SQLAlchemy — one provider for SQLite, PostgreSQL, MySQL, and more
...moreAmazon DynamoDB implementation of the Strands Agents Storage interface — durable bytes-under-keys for sessions, context offload, and memory (aka strands-dynamodb-store)
...moreAmazon DynamoDB implementation of the Strands Agents Storage interface — durable bytes-under-keys for sessions, context offload, and memory (aka strands-storage-dynamodb)
...moreSQL (SQLAlchemy) implementation of the Strands Agents Storage interface — durable bytes-under-keys for sessions, context offload, and memory
...moreMongoDB implementation of the Strands Agents Storage interface — durable bytes-under-keys for sessions, context offload, and memory
...morePostgreSQL implementation of the Strands Agents Storage interface — durable bytes-under-keys for sessions, context offload, and memory (aka strands-postgres-storage)
...morePostgreSQL implementation of the Strands Agents Storage interface — durable bytes-under-keys for sessions, context offload, and memory
...moreMongoDB implementation of the Strands Agents Storage interface — durable bytes-under-keys for sessions, context offload, and memory (aka strands-mongodb-storage)
...moreBackend-agnostic session management for Strands Agents — a SessionStorage interface + KeyValueSessionManager to build session backends (DynamoDB, Redis, MongoDB, …)
...more