43 projects
langgraph-wait
The LangGraph side of agent-wait: ask() to declare a question at the interrupt site, an adapter that reads what a thread is parked on, and helpers for the host's start/resume routing.
agent-wait-aws
AWS announce adapters for agent-wait: SNS, SQS, EventBridge, and DynamoDB (the question as a row), plus a CDK stack for the example.
agent-wait
Get a LangGraph interrupt out of the process -- to a topic, a queue, a webhook, a table -- so anyone can answer it, and the answer back in.
strands-store-mongodb
MongoDB Vector Search MemoryStore for Strands Agents — semantic memory with Automated Embedding (aka strands-mongodb-store)
strands-mongodb-store
MongoDB Vector Search MemoryStore for Strands Agents — semantic memory with Automated Embedding (Voyage); Atlas or self-managed Community 8.2+
strands-store-postgres
PostgreSQL + pgvector MemoryStore for Strands Agents — semantic long-term memory (aka strands-postgres-store)
strands-postgres-store
PostgreSQL + pgvector MemoryStore for Strands Agents — semantic long-term memory via native vector search, no external vector DB
strands-dynamodb-store
DynamoDB-native-vector MemoryStore for Strands Agents — semantic long-term memory via DynamoDB SearchVectors, no external vector DB
strands-storage-dynamodb
Amazon DynamoDB implementation of the Strands Agents Storage interface — durable bytes-under-keys for sessions, context offload, and memory
crewai-persistence-sql
SQL persistence backend for CrewAI Flows via SQLAlchemy (SQLite, PostgreSQL, MySQL) with built-in message pruning via agentstate-reducer
crewai-persistence-mongodb
MongoDB persistence backend for CrewAI Flows with built-in message pruning via agentstate-reducer
strands-storage-postgres
PostgreSQL implementation of the Strands Agents Storage interface — durable bytes-under-keys for sessions, context offload, and memory (aka strands-postgres-storage)
strands-postgres-storage
PostgreSQL implementation of the Strands Agents Storage interface — durable bytes-under-keys for sessions, context offload, and memory
strands-storage-mongodb
MongoDB implementation of the Strands Agents Storage interface — durable bytes-under-keys for sessions, context offload, and memory (aka strands-mongodb-storage)
strands-sql-storage
SQL (SQLAlchemy) implementation of the Strands Agents Storage interface — durable bytes-under-keys for sessions, context offload, and memory
strands-mongodb-storage
MongoDB implementation of the Strands Agents Storage interface — durable bytes-under-keys for sessions, context offload, and memory
crewai-persistence-dynamodb
Amazon DynamoDB persistence backend for CrewAI Flows with built-in message pruning via agentstate-reducer
strands-sql-session-manager
SQL (SQLAlchemy) session manager for Strands Agents — persists sessions, agent state, and messages
strands-mongodb-session-manager
MongoDB session manager for Strands Agents — persists sessions, agent state, and messages
strands-dynamodb-session-manager
Amazon DynamoDB session manager for Strands Agents — persists sessions, agent state, and messages
pydantic-ai-firestore-persistence
Google Firestore backend for pydantic-ai-persistence — StepStore + message history for PydanticAI
pydantic-ai-cosmosdb-persistence
Azure CosmosDB backend for pydantic-ai-persistence — StepStore + message history for PydanticAI
pydantic-ai-dynamodb-persistence
Amazon DynamoDB backend for pydantic-ai-persistence — StepStore + message history for PydanticAI
pydantic-ai-persistence
Backend-agnostic persistence for PydanticAI — chat history + durable StepStore, over a small async KV interface
strands_session_dynamodb
Amazon DynamoDB session manager (storage backend) for Strands Agents — persists sessions, agent state, and messages
strands_session_mongodb
MongoDB session manager (storage backend) for Strands Agents — persists sessions, agent state, and messages
strands_session_sql
SQL session manager (storage backend) for Strands Agents via SQLAlchemy — one provider for SQLite, PostgreSQL, MySQL, and more
strands-agents-session
Backend-agnostic session management for Strands Agents — a SessionStorage interface + KeyValueSessionManager to build session backends (DynamoDB, Redis, MongoDB, …)
crewai_persistence_firestore
Google Firestore persistence backend for CrewAI Flows with built-in message pruning via agentstate-reducer
crewai_persistence_cosmosdb
Azure CosmosDB persistence backend for CrewAI Flows with built-in message pruning via agentstate-reducer
langgraph_checkpoint_firestore
LangGraph checkpoint saver for Google Firestore with built-in message history pruning via agentstate-reducer
langgraph_checkpoint_cosmosdb
LangGraph checkpoint saver for Azure CosmosDB with built-in message history pruning via agentstate-reducer
agentstate-reducer
Framework-agnostic message reducer for AI agent state management. Works with LangGraph, CrewAI, and plain dicts.
langgraph_dynamodb_checkpoint
LangGraph checkpoint saver for Amazon DynamoDB with built-in message history pruning via agentstate-reducer - single table, auto create, TTL and delete handling
nseindiapy
Python client for NSE Indices (niftyindices.com) — historical data, live market data, daily snapshots, reports, and holiday calendar.
ollama-proxy-plus
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.
amfipy
Python client for AMFI India — NAV, TER, Fund Performance, Tracking Error, Risk Parameters and more
rastir
LLM & Agent Observability — structured tracing, Prometheus metrics, and OpenTelemetry export via Python decorators
langgraph-utils
Utilities for Langchain and langgraph
langgraph-reducer
Utilities for Langchain and langgraph
langchain-guardrails
Langchain implementation for Guardrails: Nemo
langgraph-store-dynamodb
DynamoDB dtore for LangGraph
langgraph-checkpoint-snowflake
Snowflake checkpoint saver implementation for LangGraph
