{ "$schema": "https://strandsagents.com/integrations.schema.json", "schemaVersion": 1, "integrations": [ { "id": "a2a-client", "name": "A2A Client", "description": "Discover remote A2A agents and send them messages, limited to an endpoint allowlist with optional per-endpoint authentication.", "integrationType": "tool", "sdk": "agents", "maintainedBy": "strands", "languages": { "python": {}, "typescript": {} }, "github": "https://github.com/strands-agents/harness-sdk/tree/main/strands-py/src/strands/vended_tools/a2a_client", "docsUrl": "https://strandsagents.com/docs/user-guide/sdk/tools/vended-tools/a2a-client/", "addedDate": "2026-10-08" }, { "id": "ag-ui", "name": "ag-ui", "description": "Connect agents to rich clients like CopilotKit through the AG-UI protocol, with streaming chat and tool-based generative UI", "integrationType": "integration", "sdk": "agents", "maintainedBy": "partner", "languages": { "python": { "package": "ag-ui-strands", "registryUrl": 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"languages": { "python": { "package": "band-sdk[strands]", "registryUrl": "https://pypi.org/project/band-sdk/" } }, "github": "https://github.com/band-ai/band-sdk-python", "docsUrl": "https://github.com/band-ai/band-sdk-python/blob/main/examples/strands/README.md", "addedDate": "2026-08-16" }, { "id": "bash", "name": "Bash", "description": "Execute shell commands, with persistent bash sessions in TypeScript and sandboxed stateless shells in Python.", "integrationType": "tool", "sdk": "agents", "maintainedBy": "strands", "languages": { "python": {}, "typescript": {} }, "github": "https://github.com/strands-agents/harness-sdk/tree/main/strands-py/src/strands/vended_tools/shell", "docsUrl": "https://strandsagents.com/docs/user-guide/sdk/tools/vended-tools/shell/", "addedDate": "2026-06-16" }, { "id": "bedrock-knowledge-base", "name": "Bedrock Knowledge Base", "description": "Back agent memory with Amazon Bedrock Knowledge Bases: semantic search over a managed vector store with document ingestion.", "integrationType": "memory-store", "sdk": "agents", "maintainedBy": "strands", "languages": { "python": {}, "typescript": {} }, "github": "https://github.com/strands-agents/harness-sdk/tree/main/strands-py/src/strands/vended_memory_stores/bedrock_knowledge_base", "docsUrl": "https://strandsagents.com/docs/user-guide/sdk/memory/bedrock-knowledge-base/", "addedDate": "2026-06-09" }, { "id": "botsrated", "name": "botsrated", "description": "Hosted MCP server and pre-payment check for x402 sellers — compare a seller's payTo and price with BotsRated's signed probe receipts and paid test-buys before your agent pays it.", "integrationType": "tool", "sdk": "agents", "maintainedBy": "community", "languages": { "python": {} }, "github": "https://github.com/botsrated/botsrated", "docsUrl": "https://github.com/botsrated/botsrated/blob/main/integrations/strands/README.md", "addedDate": "2026-10-23" }, { "id": "braintrust", "name": "braintrust", "description": "Braintrust tracing for Strands agents in Python and TypeScript — logs agent, model, and tool spans for monitoring, debugging, and evals.", "integrationType": "observability", "sdk": "agents", "maintainedBy": "partner", "languages": { "python": { "package": "braintrust", "registryUrl": "https://pypi.org/project/braintrust/" }, "typescript": { "package": "braintrust", "registryUrl": "https://www.npmjs.com/package/braintrust" } }, "github": "https://github.com/braintrustdata/braintrust-sdk-python", "docsUrl": "https://www.braintrust.dev/docs/integrations/sdk-integrations/strands-agent", "addedDate": "2026-10-01" }, { "id": "cedar-authorization", "name": "Cedar Authorization", "description": "Control which tools an agent can invoke with Cedar policies: identity-aware access control, role-based permissions, and rate limits.", "integrationType": "intervention", "sdk": "agents", "maintainedBy": "strands", "languages": { "python": {}, "typescript": {} }, "github": 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"model-provider", "sdk": "agents", "maintainedBy": "community", "languages": { "python": { "package": "strands-clova", "registryUrl": "https://pypi.org/project/strands-clova/" } }, "github": "https://github.com/aidendef/strands-clova", "docsUrl": "https://strandsagents.com/docs/integrations/model-providers/clova-studio/", "addedDate": "2025-09-30" }, { "id": "cohere", "name": "cohere", "description": "Cohere language models accessed through the Strands Agents OpenAI-compatibility layer, requiring only the strands-agents[openai] extra.", "integrationType": "model-provider", "sdk": "agents", "maintainedBy": "strands", "languages": { "python": {} }, "github": "https://github.com/strands-agents/harness-sdk/blob/main/strands-py/src/strands/models/openai.py", "docsUrl": "https://strandsagents.com/docs/integrations/model-providers/cohere/", "addedDate": "2025-07-09" }, { "id": "coinbase-agentkit", "name": "coinbase-agentkit-strands-agents", "description": "Coinbase AgentKit extension for 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"https://www.confident-ai.com/docs/integrations/third-party/strands", "addedDate": "2026-10-01" }, { "id": "context-injector", "name": "Context Injector", "description": "Fold real-time text into the model input before each call: a clock, environment facts, or a lookup, without storing it in history.", "integrationType": "plugin", "sdk": "agents", "maintainedBy": "strands", "languages": { "python": {}, "typescript": {} }, "github": "https://github.com/strands-agents/harness-sdk/tree/main/strands-py/src/strands/vended_plugins/context_injector", "docsUrl": "https://strandsagents.com/docs/user-guide/sdk/plugins/context-injector/", "addedDate": "2026-06-12" }, { "id": "context-offloader", "name": "Context Offloader", "description": "Keep large tool results from consuming the context window by storing them externally and leaving retrievable references.", "integrationType": "plugin", "sdk": "agents", "maintainedBy": "strands", "languages": { "python": {}, "typescript": {} }, "github": 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"plugin", "sdk": "agents", "maintainedBy": "partner", "languages": { "python": { "package": "ddtrace", "registryUrl": "https://pypi.org/project/ddtrace/" } }, "github": "https://github.com/DataDog/dd-trace-py", "docsUrl": "https://strandsagents.com/docs/integrations/plugins/datadog-ai-guard/", "addedDate": "2026-03-11" }, { "id": "edit", "name": "Edit", "description": "Make in-place changes to a text file by replacing an exact, unique string.", "integrationType": "tool", "sdk": "agents", "maintainedBy": "strands", "languages": { "python": {}, "typescript": {} }, "github": "https://github.com/strands-agents/harness-sdk/tree/main/strands-py/src/strands/vended_tools/edit", "docsUrl": "https://strandsagents.com/docs/user-guide/sdk/tools/vended-tools/edit/", "addedDate": "2026-10-30" }, { "id": "empiriolabs", "name": "EmpirioLabs AI", "description": "Run Strands agents on EmpirioLabs AI hosted models through the OpenAI provider, and add its image, video, and speech tools over MCP.", "integrationType": "model-provider", "sdk": "agents", "maintainedBy": "partner", "languages": { "python": {}, "typescript": {} }, "github": "https://github.com/EmpirioLabs-AI/mcp", "docsUrl": "https://docs.empiriolabs.ai/integrations#strands-agents", "addedDate": "2026-10-24" }, { "id": "file-editor", "name": "File Editor", "description": "View, create, and edit files in the workspace from agent tool calls.", "integrationType": "tool", "sdk": "agents", "maintainedBy": "strands", "languages": { "python": {}, "typescript": {} }, "github": "https://github.com/strands-agents/harness-sdk/tree/main/strands-py/src/strands/vended_tools/file_editor", "docsUrl": "https://strandsagents.com/docs/user-guide/sdk/tools/vended-tools/file-editor/", "addedDate": "2026-06-16" }, { "id": "file-session-manager", "name": "File Session Manager", "description": "Persist agent conversations, tool state, and context to the local filesystem across sessions.", "integrationType": "session-manager", "sdk": "agents", "maintainedBy": "strands", "languages": { "python": {}, "typescript": {} }, "github": "https://github.com/strands-agents/harness-sdk/blob/main/strands-py/src/strands/session/file_session_manager.py", "docsUrl": "https://strandsagents.com/docs/user-guide/sdk/agents/session-management/", "addedDate": "2025-07-13" }, { "id": "fireworksai", "name": "fireworksai", "description": "Fireworks AI open-source model inference accessed through the Strands Agents OpenAI-compatibility layer, requiring only the strands-agents[openai] extra.", "integrationType": "model-provider", "sdk": "agents", "maintainedBy": "strands", "languages": { "python": {}, "typescript": {} }, "github": "https://github.com/strands-agents/harness-sdk/blob/main/strands-py/src/strands/models/openai.py", "docsUrl": "https://strandsagents.com/docs/integrations/model-providers/fireworksai/", "addedDate": "2025-10-06" }, { "id": "goal-loop", "name": "GoalLoop", "description": "Validate agent responses against a goal and loop with feedback until it is satisfied.", "integrationType": "plugin", "sdk": "agents", "maintainedBy": "strands", "languages": { "python": {}, "typescript": {} }, "github": "https://github.com/strands-agents/harness-sdk/tree/main/strands-py/src/strands/vended_plugins/goal", "docsUrl": "https://strandsagents.com/docs/user-guide/sdk/plugins/goal-loop/", "addedDate": "2026-06-01" }, { "id": "google-gemini", "name": "Google Gemini", "description": "Run Strands agents on Google Gemini models, with built-in tools, structured output, and image and video input.", "integrationType": "model-provider", "sdk": "agents", "maintainedBy": "strands", "languages": { "python": {}, "typescript": {} }, "github": "https://github.com/strands-agents/harness-sdk/blob/main/strands-py/src/strands/models/gemini.py", "docsUrl": "https://strandsagents.com/docs/user-guide/sdk/model-providers/google/", "addedDate": "2025-09-19" }, { "id": "grantex", "name": "grantex", "description": "Strands tools that verify Grantex grant tokens and enforce scoped, revocable permissions before tool execution.", "integrationType": "integration", "sdk": "agents", "maintainedBy": "community", "languages": { "typescript": { "package": "@grantex/strands", "registryUrl": "https://www.npmjs.com/package/@grantex/strands" } }, "github": "https://github.com/mishrasanjeev/grantex", "addedDate": "2026-06-20" }, { "id": "graph", "name": "Graph", "description": "Design and run a team of sub-agents as a directed acyclic graph, with each node receiving its upstream outputs.", "integrationType": "tool", "sdk": "agents", "maintainedBy": "strands", "languages": { "python": {}, "typescript": {} }, "github": "https://github.com/strands-agents/harness-sdk/tree/main/strands-py/src/strands/vended_tools/graph", "docsUrl": "https://strandsagents.com/docs/user-guide/sdk/tools/vended-tools/graph/", "addedDate": "2026-10-30" }, { "id": "handoff-to-user", "name": "Handoff to User", "description": "Pause the agent loop to ask the user for confirmation or input, then resume with the reply.", "integrationType": "tool", "sdk": "agents", "maintainedBy": "strands", "languages": { "python": {}, "typescript": {} }, "github": "https://github.com/strands-agents/harness-sdk/tree/main/strands-py/src/strands/vended_tools/handoff_to_user", "docsUrl": "https://strandsagents.com/docs/user-guide/sdk/tools/vended-tools/handoff-to-user/", "addedDate": "2026-09-22" }, { "id": "headroom", "name": "headroom-ai", "description": "Framework-agnostic context compression library that cuts LLM token usage 60–95% on JSON and 15–20% on code, with Strands support built in.", "integrationType": "plugin", "sdk": "agents", "maintainedBy": "partner", "languages": { "python": { "package": "headroom-ai[strands]", "registryUrl": "https://pypi.org/project/headroom-ai/" } }, "github": "https://github.com/chopratejas/headroom", "docsUrl": "https://headroom-docs.vercel.app/docs/strands", "addedDate": "2026-02-02" }, { "id": "hiddenlayer-strands", "name": "hiddenlayer-strands", "description": "HiddenLayer AI security integration for Strands Agents that detects and blocks threats such as prompt injection and model abuse in real time.", "integrationType": "intervention", "sdk": "agents", "maintainedBy": "partner", "languages": { "python": { "package": "hiddenlayer-strands", "registryUrl": "https://pypi.org/project/hiddenlayer-strands/" } }, "github": "https://github.com/hiddenlayerai/hiddenlayer-strands", "addedDate": "2025-12-01" }, { "id": "hindsight-strands", "name": "hindsight-strands", "description": "Persistent long-term memory and semantic search tools for Strands agents, powered by Vectorize's Hindsight memory service.", "integrationType": "memory-store", "sdk": "agents", "maintainedBy": "partner", "languages": { "python": { "package": "hindsight-strands", "registryUrl": "https://pypi.org/project/hindsight-strands/" } }, "github": "https://github.com/vectorize-io/hindsight", "docsUrl": "https://github.com/vectorize-io/hindsight/tree/main/hindsight-integrations/strands", "addedDate": "2026-03-24" }, { "id": "http-request", "name": "HTTP Request", "description": "Make HTTP requests to external APIs, with configurable clients for authentication, timeouts, and proxies.", "integrationType": "tool", "sdk": "agents", "maintainedBy": "strands", "languages": { "python": {}, "typescript": {} }, "github": "https://github.com/strands-agents/harness-sdk/tree/main/strands-py/src/strands/vended_tools/http_request", "docsUrl": "https://strandsagents.com/docs/user-guide/sdk/tools/vended-tools/http-request/", "addedDate": "2026-07-24" }, { "id": "human-in-the-loop", "name": "Human in the Loop", "description": "Gate agent tool execution behind human approval, with modes for CLI, web, and custom UIs.", "integrationType": "intervention", "sdk": "agents", "maintainedBy": "strands", "languages": { "python": {}, "typescript": {} }, "github": "https://github.com/strands-agents/harness-sdk/tree/main/strands-py/src/strands/vended_interventions/hitl", "docsUrl": "https://strandsagents.com/docs/user-guide/sdk/agents/interventions/human-in-the-loop/", "addedDate": "2026-05-22" }, { "id": "langfuse", "name": "langfuse", "description": "Langfuse LLM observability for Strands agents — traces, metrics, and evaluations via the SDK's built-in OpenTelemetry export (strands-agents[otel]).", "integrationType": "observability", "sdk": "agents", "maintainedBy": "partner", "languages": { "python": {} }, "github": "https://github.com/langfuse/langfuse", "docsUrl": "https://langfuse.com/integrations/frameworks/strands-agents", "addedDate": "2025-05-16" }, { "id": "langsmith", "name": "langsmith", "description": "LangSmith tracing for Strands agents — exports the SDK's OpenTelemetry spans in a LangSmith-compatible format for debugging and monitoring.", "integrationType": "observability", "sdk": "agents", "maintainedBy": "partner", "languages": { "python": { "package": "langsmith[strands-agents]", "registryUrl": "https://pypi.org/project/langsmith/" } }, "github": "https://github.com/langchain-ai/langsmith-sdk", "docsUrl": "https://docs.langchain.com/langsmith/trace-with-strands-agents", "addedDate": "2026-10-01" }, { "id": "langwatch", "name": "langwatch", "description": "LangWatch observability, evaluations and agent simulations for Strands agents, using the langwatch SDK on top of Strands' built-in OpenTelemetry tracing.", "integrationType": "observability", "sdk": "agents", "maintainedBy": "partner", "languages": { "python": {} }, "github": "https://github.com/langwatch/langwatch", "docsUrl": "https://langwatch.ai/docs/integration/python/integrations/strand-agents", "addedDate": "2026-10-15" }, { "id": "lelu", "name": "Lelu", "description": "Authorization engine for AI agents that checks every tool call against policy and returns allow, deny, human review, or redirection to a safer tool.", "integrationType": "intervention", "sdk": "agents", "maintainedBy": "community", "languages": { "python": { "package": "lelu-agent-auth-sdk", "registryUrl": "https://pypi.org/project/lelu-agent-auth-sdk/" }, "typescript": { "package": "lelu-agent-auth", "registryUrl": "https://www.npmjs.com/package/lelu-agent-auth" } }, "github": "https://github.com/Lelu-ai/lelu", "docsUrl": "https://lelu-ai.com/docs/integrations/strands", "addedDate": "2026-09-05" }, { "id": "litellm", "name": "LiteLLM", "description": "Run Strands agents on models from OpenAI, Anthropic, Amazon, and more through LiteLLM's unified API.", "integrationType": "model-provider", "sdk": "agents", "maintainedBy": "strands", "languages": { "python": {} }, "github": "https://github.com/strands-agents/harness-sdk/blob/main/strands-py/src/strands/models/litellm.py", "docsUrl": "https://strandsagents.com/docs/user-guide/sdk/model-providers/litellm/", "addedDate": "2025-05-16" }, { "id": "llama-api", "name": "Llama API", "description": "Run Strands agents on Meta-hosted Llama models without managing your own inference infrastructure.", "integrationType": "model-provider", "sdk": "agents", "maintainedBy": "strands", "languages": { "python": {} }, "github": "https://github.com/strands-agents/harness-sdk/blob/main/strands-py/src/strands/models/llamaapi.py", "docsUrl": "https://strandsagents.com/docs/user-guide/sdk/model-providers/llamaapi/", "addedDate": "2025-05-16" }, { "id": "llama-cpp", "name": "llama.cpp", "description": "Run Strands agents on local quantized models served by llama.cpp, with grammar constraints and advanced sampling.", "integrationType": "model-provider", "sdk": "agents", "maintainedBy": "strands", "languages": { "python": {} }, "github": "https://github.com/strands-agents/harness-sdk/blob/main/strands-py/src/strands/models/llamacpp.py", "docsUrl": "https://strandsagents.com/docs/user-guide/sdk/model-providers/llamacpp/", "addedDate": "2025-09-10" }, { "id": "llm-tracekit-strands", "name": "llm-tracekit-strands", "description": "OpenTelemetry instrumentation for Strands Agents that captures spans, traces, and metrics compatible with Coralogix and other OTel backends.", "integrationType": "observability", "sdk": "agents", "maintainedBy": "partner", "languages": { "python": { "package": "llm-tracekit-strands", "registryUrl": "https://pypi.org/project/llm-tracekit-strands/" } }, "github": "https://github.com/coralogix/llm-tracekit", "docsUrl": "https://www.coralogix.com/docs/integrations/ai-observability/strands/", "addedDate": "2026-03-19" }, { "id": "loopgrid-strands", "name": "loopgrid-strands", "description": "Signed, independently verifiable decision evidence for Strands Agents using LoopGrid.", "integrationType": "plugin", "sdk": "agents", "maintainedBy": "community", "languages": { "python": { "package": "loopgrid-strands", "registryUrl": "https://pypi.org/project/loopgrid-strands/" } }, "github": "https://github.com/loopgridio/loopgrid-strands", "docsUrl": "https://loopgrid.io/integrations/strands/", "addedDate": "2026-09-27" }, { "id": "magic-hour", "name": "Magic Hour", "description": "Generate and retrieve AI images with Magic Hour’s hosted MCP server using Strands Agents’ native Python client.", "integrationType": "tool", "sdk": "agents", "maintainedBy": "community", "languages": { "python": {} }, "github": "https://github.com/magichourhq/magic-hour-mcp", "docsUrl": "https://docs.magichour.ai/integration/strands-agents", "addedDate": "2026-10-23" }, { "id": "mcp-router", "name": "MCP Router", "description": "Connect to MCP servers at runtime and call their tools, limited to an allowlist of servers.", "integrationType": "tool", "sdk": "agents", "maintainedBy": "strands", "languages": { "python": {}, "typescript": {} }, "github": "https://github.com/strands-agents/harness-sdk/tree/main/strands-py/src/strands/vended_tools/mcp_router", "docsUrl": "https://strandsagents.com/docs/user-guide/sdk/tools/vended-tools/mcp-router/", "addedDate": "2026-10-08" }, { "id": "mem0-strands", "name": "mem0-strands", "description": "Persistent long-term memory for Strands agents, enabled by Mem0: a native MemoryStore with automatic recall and server-side extraction.", "integrationType": "memory-store", "sdk": "agents", "maintainedBy": "partner", "languages": { "python": { "package": "mem0-strands", "registryUrl": "https://pypi.org/project/mem0-strands/" } }, "github": "https://github.com/mem0ai/mem0/tree/main/integrations/mem0-strands", "docsUrl": "https://docs.mem0.ai/integrations/strands", "addedDate": "2026-08-27" }, { "id": "membase-strands", "name": "membase-strands", "description": "Membase as a Strands MemoryStore: recalls a person's memory into each turn citing the source Memory, with tools to search, save and read the profile.", "integrationType": "memory-store", "sdk": "agents", "maintainedBy": "partner", "languages": { "python": { "package": "membase-strands", "registryUrl": "https://pypi.org/project/membase-strands/" } }, "github": "https://github.com/unibaseio/membase/tree/main/integrations/strands", "docsUrl": "https://github.com/unibaseio/membase/tree/main/integrations/strands#readme", "addedDate": "2026-10-25" }, { "id": "mistral", "name": "Mistral AI", "description": "Run Strands agents on Mistral AI models, with tool calling and streaming.", "integrationType": "model-provider", "sdk": "agents", "maintainedBy": "strands", "languages": { "python": {} }, "github": "https://github.com/strands-agents/harness-sdk/blob/main/strands-py/src/strands/models/mistral.py", "docsUrl": "https://strandsagents.com/docs/user-guide/sdk/model-providers/mistral/", "addedDate": "2025-06-27" }, { "id": "mlx", "name": "mlx", "description": "Apple's MLX framework as a local model provider for Strands Agents, enabling offline inference, LoRA fine-tuning, and vision models on Apple Silicon Macs.", "integrationType": "model-provider", "sdk": "agents", "maintainedBy": "community", "languages": { "python": { "package": "strands-mlx", "registryUrl": "https://pypi.org/project/strands-mlx/" } }, "github": "https://github.com/cagataycali/strands-mlx", "docsUrl": "https://strandsagents.com/docs/integrations/model-providers/mlx/", "addedDate": "2026-01-12" }, { "id": "mnemoverse", "name": "mnemoverse", "description": "Hosted long-term memory for Strands agents over MCP, so memories persist across sessions and tools; rating a recalled memory as helpful or misleading re-ranks what comes back next.", "integrationType": "tool", "sdk": "agents", "maintainedBy": "community", "languages": { "python": {} }, "github": "https://github.com/mnemoverse/mcp-memory-server", "docsUrl": "https://mnemoverse.com/docs/api/strands", "addedDate": "2026-10-25" }, { "id": "nebius-token-factory", "name": "nebius-token-factory", "description": "Nebius Token Factory fast open-source model inference, accessed through the Strands Agents OpenAI-compatibility layer.", "integrationType": "model-provider", "sdk": "agents", "maintainedBy": "strands", "languages": { "python": {}, "typescript": {} }, "github": "https://github.com/strands-agents/harness-sdk/blob/main/strands-py/src/strands/models/openai.py", "docsUrl": "https://strandsagents.com/docs/integrations/model-providers/nebius-token-factory/", "addedDate": "2026-01-02" }, { "id": "neo4j-agent-memory", "name": "neo4j-agent-memory", "description": "Neo4j graph memory for Strands agents — session persistence, entity and relationship extraction, and reasoning traces, on hosted NAMS or self-hosted Neo4j.", "integrationType": "session-manager", "sdk": "agents", "maintainedBy": "partner", "languages": { "python": { "package": "neo4j-agent-memory[strands]", "registryUrl": "https://pypi.org/project/neo4j-agent-memory/" }, "typescript": { "package": "@neo4j-labs/agent-memory", "registryUrl": "https://www.npmjs.com/package/@neo4j-labs/agent-memory" } }, "github": "https://github.com/neo4j-labs/agent-memory", "docsUrl": "https://neo4j.com/labs/agent-memory/how-to/integrations/aws-strands/#_session_manager_push_based", "addedDate": "2026-08-11" }, { "id": "neo4j-agent-memory-store", "name": "neo4j-agent-memory-store", "description": "Neo4j context graph as a Strands MemoryStore, recalling entities extracted from past conversations into the agent loop through MemoryManager.", "integrationType": "memory-store", "sdk": "agents", "maintainedBy": "partner", "languages": { "python": { "package": "neo4j-agent-memory[strands]", "registryUrl": "https://pypi.org/project/neo4j-agent-memory/" }, "typescript": { "package": "@neo4j-labs/agent-memory", "registryUrl": "https://www.npmjs.com/package/@neo4j-labs/agent-memory" } }, "github": "https://github.com/neo4j-labs/agent-memory", "docsUrl": "https://neo4j.com/labs/agent-memory/how-to/integrations/aws-strands/#_memory_store", "addedDate": "2026-09-25" }, { "id": "notebook", "name": "Notebook", "description": "Manage persistent text notebooks that carry plans, notes, and scratch space across agent turns.", "integrationType": "tool", "sdk": "agents", "maintainedBy": "strands", "languages": { "python": {}, "typescript": {} }, "github": "https://github.com/strands-agents/harness-sdk/tree/main/strands-py/src/strands/vended_tools/notebook", "docsUrl": "https://strandsagents.com/docs/user-guide/sdk/tools/vended-tools/notebook/", "addedDate": "2026-09-09" }, { "id": "nvidia-nat-strands", "name": "nvidia-nat-strands", "description": "NVIDIA NeMo Agent Toolkit integration adding enterprise-grade instrumentation, observability, and optimization to Strands Agents.", "integrationType": "integration", "sdk": "agents", "maintainedBy": "partner", "languages": { "python": { "package": "nvidia-nat-strands", "registryUrl": "https://pypi.org/project/nvidia-nat-strands/" } }, "github": "https://github.com/NVIDIA/NeMo-Agent-Toolkit", "docsUrl": "https://docs.nvidia.com/nemo/agent-toolkit/latest/components/integrations/frameworks.html", "addedDate": "2025-11-19" }, { "id": "nvidia-nim", "name": "nvidia-nim", "description": "NVIDIA NIM inference microservices as a Strands Agents model provider with full tool support and streaming.", "integrationType": "model-provider", "sdk": "agents", "maintainedBy": "community", "languages": { "python": { "package": "strands-nvidia-nim", "registryUrl": "https://pypi.org/project/strands-nvidia-nim/" } }, "github": "https://github.com/thiago4go/strands-nvidia-nim", "docsUrl": "https://strandsagents.com/docs/integrations/model-providers/nvidia-nim/", "addedDate": "2026-01-12" }, { "id": "ollama", "name": "Ollama", "description": "Run Strands agents on local models with Ollama: text generation, image understanding, tool calling, and streaming.", "integrationType": "model-provider", "sdk": "agents", "maintainedBy": "strands", "languages": { "python": {} }, "github": "https://github.com/strands-agents/harness-sdk/blob/main/strands-py/src/strands/models/ollama.py", "docsUrl": "https://strandsagents.com/docs/user-guide/sdk/model-providers/ollama/", "addedDate": "2025-05-16" }, { "id": "openai", "name": "OpenAI", "description": "Run Strands agents on OpenAI models or any OpenAI-compatible API, with vision and structured output.", "integrationType": "model-provider", "sdk": "agents", "maintainedBy": "strands", "languages": { "python": {}, "typescript": {} }, "github": "https://github.com/strands-agents/harness-sdk/blob/main/strands-py/src/strands/models/openai.py", "docsUrl": "https://strandsagents.com/docs/user-guide/sdk/model-providers/openai/", "addedDate": "2025-05-22" }, { "id": "openai-responses", "name": "OpenAI Responses", "description": "Run Strands agents on the OpenAI Responses API, with built-in tools like web search and server-side conversation state.", "integrationType": "model-provider", "sdk": "agents", "maintainedBy": "strands", "languages": { "python": {}, "typescript": {} }, "github": "https://github.com/strands-agents/harness-sdk/blob/main/strands-py/src/strands/models/openai_responses.py", "docsUrl": "https://strandsagents.com/docs/user-guide/sdk/model-providers/openai-responses/", "addedDate": "2026-03-04" }, { "id": "opencode", "name": "opencode", "description": "OpenCode Zen and Go endpoints as a Strands Agents model provider (OpenAI-compatible Chat Completions), with streaming and tool calling.", "integrationType": "model-provider", "sdk": "agents", "maintainedBy": "community", "languages": { "typescript": { "package": "@guru.prasath/model-opencode", "registryUrl": "https://www.npmjs.com/package/@guru.prasath/model-opencode" } }, "github": "https://github.com/aprasadh/model-opencode", "docsUrl": "https://github.com/aprasadh/model-opencode#readme", "addedDate": "2026-10-05" }, { "id": "openinference-instrumentation-strands-agents", "name": "openinference-instrumentation-strands-agents", "description": "Arize AI OpenInference span processor for Strands Agents — transforms native OTel spans to OpenInference format for Arize AX and Phoenix observability.", "integrationType": "observability", "sdk": "agents", "maintainedBy": "partner", "languages": { "python": { "package": "openinference-instrumentation-strands-agents", "registryUrl": "https://pypi.org/project/openinference-instrumentation-strands-agents/" } }, "github": "https://github.com/Arize-ai/openinference/tree/main/python/instrumentation/openinference-instrumentation-strands-agents", "docsUrl": "https://arize.com/docs/ax/integrations/python-agent-frameworks/aws", "addedDate": "2026-01-26" }, { "id": "openrouter", "name": "OpenRouter", "description": "OpenRouter's catalog of hundreds of models behind one API key, accessed through the Strands Agents OpenAI-compatibility layer.", "integrationType": "model-provider", "sdk": "agents", "maintainedBy": "strands", "languages": { "python": {}, "typescript": {} }, "github": "https://github.com/strands-agents/harness-sdk/blob/main/strands-py/src/strands/models/openai.py", "docsUrl": "https://strandsagents.com/docs/integrations/model-providers/openrouter/", "addedDate": "2026-08-14" }, { "id": "orcarouter", "name": "OrcaRouter", "description": "OrcaRouter's adaptive routing across many models behind one API key, accessed through the Strands Agents OpenAI-compatibility layer.", "integrationType": "model-provider", "sdk": "agents", "maintainedBy": "community", "languages": { "python": {}, "typescript": {} }, "github": "https://github.com/strands-agents/harness-sdk/blob/main/strands-py/src/strands/models/openai.py", "docsUrl": "https://strandsagents.com/docs/integrations/model-providers/orcarouter/", "addedDate": "2026-08-29" }, { "id": "ovhcloud-ai-endpoints", "name": "ovhcloud-ai-endpoints", "description": "OVHcloud AI Endpoints, a European OpenAI-compatible inference service for Strands Agents with GDPR-compliant data sovereignty.", "integrationType": "model-provider", "sdk": "agents", "maintainedBy": "strands", "languages": { "python": {}, "typescript": {} }, "github": "https://github.com/strands-agents/harness-sdk/blob/main/strands-py/src/strands/models/openai.py", "docsUrl": "https://strandsagents.com/docs/integrations/model-providers/ovhcloud-ai-endpoints/", "addedDate": "2026-03-20" }, { "id": "portkey", "name": "portkey", "description": "Routes Strands model calls through Portkey's AI gateway via the OpenAI-compatible endpoint, adding guardrails, fallbacks, and observability.", "integrationType": "model-provider", "sdk": "agents", "maintainedBy": "partner", "languages": { "python": {} }, "github": "https://github.com/Portkey-AI/gateway", "docsUrl": "https://portkey.ai/docs/integrations/agents/strands", "addedDate": "2025-05-27" }, { "id": "pushary", "name": "pushary", "description": "Customer approvals for Strands tool calls using native interrupts and snapshots, with phone decisions delivered and recorded by Pushary.", "integrationType": "integration", "sdk": "agents", "maintainedBy": "partner", "languages": { "python": {} }, "github": "https://github.com/Pushary/pushary-python", "docsUrl": "https://github.com/Pushary/pushary-python/blob/main/examples/strands/README.md", "addedDate": "2026-09-15" }, { "id": "python-repl", "name": "Python REPL", "description": "Run model-generated Python in the agent's sandbox, with files persisting across calls.", "integrationType": "tool", "sdk": "agents", "maintainedBy": "strands", "languages": { "python": {}, "typescript": {} }, "github": "https://github.com/strands-agents/harness-sdk/tree/main/strands-py/src/strands/vended_tools/python_repl", "docsUrl": "https://strandsagents.com/docs/user-guide/sdk/tools/vended-tools/python-repl/", "addedDate": "2026-10-14" }, { "id": "read", "name": "Read", "description": "Read a file as numbered text lines with paging, or as an image or document.", "integrationType": "tool", "sdk": "agents", "maintainedBy": "strands", "languages": { "python": {}, "typescript": {} }, "github": "https://github.com/strands-agents/harness-sdk/tree/main/strands-py/src/strands/vended_tools/read", "docsUrl": "https://strandsagents.com/docs/user-guide/sdk/tools/vended-tools/read/", "addedDate": "2026-10-30" }, { "id": "respan", "name": "respan", "description": "OpenTelemetry instrumentation plugin that normalizes Strands Agents TS spans into the Respan observability platform.", "integrationType": "observability", "sdk": "agents", "maintainedBy": "partner", "languages": { "typescript": { "package": "@respan/instrumentation-strands-agents", "registryUrl": "https://www.npmjs.com/package/@respan/instrumentation-strands-agents" } }, "github": "https://github.com/respanai/respan", "addedDate": "2026-06-30" }, { "id": "s3-session-manager", "name": "S3 Session Manager", "description": "Persist agent conversations, tool state, and context to Amazon S3 across sessions.", "integrationType": "session-manager", "sdk": "agents", "maintainedBy": "strands", "languages": { "python": {}, "typescript": {} }, "github": "https://github.com/strands-agents/harness-sdk/blob/main/strands-py/src/strands/session/s3_session_manager.py", "docsUrl": "https://strandsagents.com/docs/user-guide/sdk/agents/session-management/", "addedDate": "2025-07-13" }, { "id": "s3-vectors-memory", "name": "s3-vectors-memory", "description": "Long-term semantic memory for Strands Agents via Amazon S3 Vectors, storing conversation summaries as vectors and recalling them on later runs.", "integrationType": "plugin", "sdk": "agents", "maintainedBy": "aws", "languages": { "python": { "package": "strands-s3-vectors-memory", "registryUrl": "https://pypi.org/project/strands-s3-vectors-memory/" } }, "github": "https://github.com/aws-samples/data-for-saas-patterns/tree/main/samples/multi-tenant-strands-s3-vectors-memory", "docsUrl": "https://strandsagents.com/docs/integrations/plugins/s3-vectors-memory/", "addedDate": "2026-04-09" }, { "id": "serply-mcp", "name": "serply-mcp", "description": "Hosted MCP server giving Strands agents live Google Search, Scholar, News, Maps, Jobs, Bing, Amazon and Reddit search plus page scraping, with one API key header.", "integrationType": "tool", "sdk": "agents", "maintainedBy": "community", "languages": { "python": {} }, "github": "https://github.com/serply-inc/mcp", "docsUrl": "https://serply.io/docs/guides/strands", "addedDate": "2026-09-17" }, { "id": "sglang", "name": "sglang", "description": "SGLang high-performance inference server as a Strands Agents model provider, with Token-In/Token-Out support for on-policy RL rollouts.", "integrationType": "model-provider", "sdk": "agents", "maintainedBy": "community", "languages": { "python": { "package": "strands-sglang", "registryUrl": "https://pypi.org/project/strands-sglang/" } }, "github": "https://github.com/horizon-rl/strands-sglang", "docsUrl": "https://strandsagents.com/docs/integrations/model-providers/sglang/", "addedDate": "2026-01-09" }, { "id": "sigil-sdk-strands", "name": "sigil-sdk-strands", "description": "Grafana Cloud AI Observability (Sigil) hooks for Strands Agents — sends agent, model, and tool lifecycle events to Grafana Sigil via SigilStrandsHookProvider.", "integrationType": "observability", "sdk": "agents", "maintainedBy": "partner", "languages": { "python": { "package": "sigil-sdk-strands", "registryUrl": "https://pypi.org/project/sigil-sdk-strands/" } }, "github": "https://github.com/grafana/agento11y", "addedDate": "2026-04-29" }, { "id": "sleep", "name": "Sleep", "description": "Pause agent execution for a bounded, cancellable duration.", "integrationType": "tool", "sdk": "agents", "maintainedBy": "strands", "languages": { "python": {}, "typescript": {} }, "github": "https://github.com/strands-agents/harness-sdk/tree/main/strands-py/src/strands/vended_tools/sleep", "docsUrl": "https://strandsagents.com/docs/user-guide/sdk/tools/vended-tools/sleep/", "addedDate": "2026-07-24" }, { "id": "steering", "name": "Steering", "description": "Guide agents with just-in-time contextual feedback at key moments instead of front-loaded monolithic prompts.", "integrationType": "intervention", "sdk": "agents", "maintainedBy": "strands", "languages": { "python": {}, "typescript": {} }, "github": "https://github.com/strands-agents/harness-sdk/tree/main/strands-py/src/strands/vended_plugins/steering", "docsUrl": "https://strandsagents.com/docs/user-guide/sdk/agents/interventions/steering/", "addedDate": "2025-12-03" }, { "id": "stop", "name": "Stop", "description": "Let the model end the agent loop deliberately with an optional final message.", "integrationType": "tool", "sdk": "agents", "maintainedBy": "strands", "languages": { "python": {}, "typescript": {} }, "github": "https://github.com/strands-agents/harness-sdk/tree/main/strands-py/src/strands/vended_tools/stop", "docsUrl": "https://strandsagents.com/docs/user-guide/sdk/tools/vended-tools/stop/", "addedDate": "2026-07-24" }, { "id": "strands-acp", "name": "strands-acp", "description": "Bridges any Strands agent to the Agent Client Protocol, enabling interoperability with ACP-compatible orchestration systems.", "integrationType": "integration", "sdk": "agents", "maintainedBy": "community", "languages": { "typescript": { "package": "@ryancormack/strands-acp", "registryUrl": "https://www.npmjs.com/package/@ryancormack/strands-acp" } }, "github": "https://github.com/ryancormack/strands-acp", "addedDate": "2026-05-21" }, { "id": "strands-adb", "name": "strands-adb", "description": "Android device control tools for Strands Agents via ADB, enabling agents to interact with Android emulators and physical devices.", "integrationType": "tool", "sdk": "agents", "maintainedBy": "community", "languages": { "python": { "package": "strands-adb", "registryUrl": "https://pypi.org/project/strands-adb/" } }, "github": "https://github.com/cagataycali/strands-adb", "addedDate": "2026-04-27" }, { "id": "strands-agentcore-tools", "name": "strands-agentcore-tools", "description": "Strands tools for AWS Bedrock AgentCore lifecycle management — wraps AgentCore APIs as callable tools for Strands agents.", "integrationType": "tool", "sdk": "agents", "maintainedBy": "community", "languages": { "python": { "package": "strands-agentcore-tools", "registryUrl": "https://pypi.org/project/strands-agentcore-tools/" } }, "github": "https://github.com/cagataycali/strands-agentcore-tools", "addedDate": "2025-10-25" }, { "id": "strands-agt", "name": "strands-agt", "description": "Microsoft Agent Governance Toolkit integration that deterministically enforces YAML-defined allow/deny/steer policies on tool calls.", "integrationType": "intervention", "sdk": "agents", "maintainedBy": "community", "languages": { "python": { "package": "strands-agt", "registryUrl": "https://pypi.org/project/strands-agt/" } }, "github": "https://github.com/lizradway/strands-agt", "docsUrl": "https://strandsagents.com/docs/integrations/interventions/strands-agt/", "addedDate": "2026-07-15" }, { "id": "strands-apify", "name": "strands-apify", "description": "Apify platform integration giving Strands Agents access to thousands of pre-built Actors for web scraping, search, and e-commerce crawling.", "integrationType": "tool", "sdk": "agents", "maintainedBy": "partner", "languages": { "python": { "package": "strands-apify", "registryUrl": "https://pypi.org/project/strands-apify/" } }, "github": "https://github.com/apify/strands-apify", "docsUrl": "https://strandsagents.com/docs/integrations/tools/strands-apify/", "addedDate": "2026-07-09" }, { "id": "strands-arise", "name": "strands-arise", "description": "Self-evolving tool synthesis for Strands Agents that enables agents to define, test, and register their own tools at runtime.", "integrationType": "agent-extension", "sdk": "agents", "maintainedBy": "community", "languages": { "python": { "package": "strands-arise", "registryUrl": "https://pypi.org/project/strands-arise/" } }, "github": "https://github.com/abekek/strands-arise", "docsUrl": "https://arise-ai.dev", "addedDate": "2026-03-29" }, { "id": "strands-bitchat", "name": "strands-bitchat", "description": "Decentralized P2P encrypted chat tool for Strands Agents using Bluetooth LE mesh networking and the Noise protocol for agent-to-agent communication.", "integrationType": "tool", "sdk": "agents", "maintainedBy": "community", "languages": { "python": { "package": "strands-bitchat", "registryUrl": "https://pypi.org/project/strands-bitchat/" } }, "github": "https://github.com/cagataycali/strands-bitchat", "addedDate": "2025-08-18" }, { "id": "strands-ccxt", "name": "strands-ccxt", "description": "Cryptocurrency exchange integration for Strands Agents via CCXT, enabling unified access to trading, market data, and account management across exchanges.", "integrationType": "tool", "sdk": "agents", "maintainedBy": "community", "languages": { "python": { "package": "strands-ccxt", "registryUrl": "https://pypi.org/project/strands-ccxt/" } }, "github": "https://github.com/mertozbas/strands-ccxt", "addedDate": "2026-01-18" }, { "id": "strands-cloudflare", "name": "strands-cloudflare", "description": "Cloudflare tools for Strands Agents covering Zones, DNS, Workers, KV, R2, D1, Pages, AI Gateway, and Tunnels management.", "integrationType": "tool", "sdk": "agents", "maintainedBy": "community", "languages": { "python": { "package": "strands-cloudflare", "registryUrl": "https://pypi.org/project/strands-cloudflare/" } }, "github": "https://github.com/mertozbas/strands-cloudflare", "addedDate": "2026-01-20" }, { "id": "strands-code-agent", "name": "strands-code-agent", "description": "A coding agent that replaces tool-calling with code generation in a persistent Python REPL", "integrationType": "agent-extension", "sdk": "agents", "maintainedBy": "aws", "languages": { "python": { "package": "strands-code-agent", "registryUrl": "https://pypi.org/project/strands-code-agent/" } }, "github": "https://github.com/aws-samples/sample-strands-code-agent", "docsUrl": "https://strandsagents.com/docs/integrations/agent-extensions/strands-code-agent/", "addedDate": "2026-05-15" }, { "id": "strands-compose-agentcore", "name": "strands-compose-agentcore", "description": "Amazon Bedrock AgentCore deployment adapter for strands-compose that packages and deploys declarative Strands agent workflows to AgentCore Runtime.", "integrationType": "integration", "sdk": "agents", "maintainedBy": "community", "languages": { "python": { "package": "strands-compose-agentcore", "registryUrl": "https://pypi.org/project/strands-compose-agentcore/" } }, "github": "https://github.com/strands-compose/bedrock-agentcore", "addedDate": "2026-04-12" }, { "id": "strands-cosmos", "name": "strands-cosmos", "description": "NVIDIA Cosmos multimodal model provider for Strands Agents, jointly understanding and generating text, images, video, audio, and action.", "integrationType": "model-provider", "sdk": "agents", "maintainedBy": "community", "languages": { "python": { "package": "strands-cosmos", "registryUrl": "https://pypi.org/project/strands-cosmos/" } }, "github": "https://github.com/cagataycali/strands-cosmos", "addedDate": "2026-03-09" }, { "id": "strands-dakera", "name": "strands-dakera", "description": "Persistent, decay-weighted MemoryStore backed by a self-hosted Dakera server, plus a full-CRUD memory tool sharing the same backend.", "integrationType": "memory-store", "sdk": "agents", "maintainedBy": "partner", "languages": { "python": { "package": "strands-dakera", "registryUrl": "https://pypi.org/project/strands-dakera/" } }, "github": "https://github.com/dakera-ai/strands-dakera", "docsUrl": "https://strandsagents.com/docs/integrations/memory-stores/strands-dakera/", "addedDate": "2026-07-22" }, { "id": "strands-deepgram", "name": "strands-deepgram", "description": "Deepgram speech tools for Strands Agents providing speech-to-text transcription, text-to-speech synthesis, and audio intelligence.", "integrationType": "tool", "sdk": "agents", "maintainedBy": "community", "languages": { "python": { "package": "strands-deepgram", "registryUrl": "https://pypi.org/project/strands-deepgram/" } }, "github": "https://github.com/eraykeskinmac/strands-deepgram", "docsUrl": "https://strandsagents.com/docs/integrations/tools/strands-deepgram/", "addedDate": "2025-12-05" }, { "id": "strands-deepkeep", "name": "strands-deepkeep", "description": "DeepKeep AI Firewall guardrails for Strands Agents using lifecycle hooks around model input and output.", "integrationType": "plugin", "sdk": "agents", "maintainedBy": "partner", "languages": { "python": { "package": "strands-deepkeep", "registryUrl": "https://pypi.org/project/strands-deepkeep/" } }, "github": "https://github.com/Deepkeepai/strands-deepkeep", "docsUrl": "https://github.com/Deepkeepai/strands-deepkeep#readme", "addedDate": "2026-08-26" }, { "id": "strands-dynamodb-storage", "name": "strands-dynamodb-storage", "description": "Amazon DynamoDB Storage backend for Strands agents, covering sessions, agent memory, and semantic search over DynamoDB vector indexes, with optional S3 offload for large values.", "integrationType": "storage", "sdk": "agents", "maintainedBy": "aws", "languages": { "python": { "package": "strands-dynamodb-storage", "registryUrl": "https://pypi.org/project/strands-dynamodb-storage/" }, "typescript": { "package": "strands-dynamodb-storage", "registryUrl": "https://www.npmjs.com/package/strands-dynamodb-storage" } }, "github": "https://github.com/aws/strands-dynamodb-storage", "addedDate": "2026-08-14" }, { "id": "strands-erc8004", "name": "strands-erc8004", "description": "ERC-8004 Trustless Agents Protocol tools for Strands Agents enabling on-chain agent identity, reputation, and validation on any EVM chain.", "integrationType": "tool", "sdk": "agents", "maintainedBy": "community", "languages": { "python": { "package": "strands-erc8004", "registryUrl": "https://pypi.org/project/strands-erc8004/" } }, "github": "https://github.com/cagataycali/strands-erc8004", "addedDate": "2026-02-10" }, { "id": "strands-fun-tools", "name": "strands-fun-tools", "description": "Creative and utility tools for Strands Agents covering Bluetooth control, chess engines, OCR, and face recognition.", "integrationType": "tool", "sdk": "agents", "maintainedBy": "community", "languages": { "python": { "package": "strands-fun-tools", "registryUrl": "https://pypi.org/project/strands-fun-tools/" } }, "github": "https://github.com/cagataycali/strands-fun-tools", "addedDate": "2025-10-26" }, { "id": "strands-github-storage", "name": "strands-github-storage", "description": "GitHub-repository Storage backend for Strands — persists keys as versioned, diffable files in a repo you can browse in the GitHub UI.", "integrationType": "storage", "sdk": "agents", "maintainedBy": "community", "languages": { "python": { "package": "strands-github-storage", "registryUrl": "https://pypi.org/project/strands-github-storage/" }, "typescript": { "package": "strands-github-storage", "registryUrl": "https://www.npmjs.com/package/strands-github-storage" } }, "github": "https://github.com/maisieyanz/strands-github-storage", "docsUrl": "https://strandsagents.com/docs/integrations/storage/github/", "addedDate": "2026-08-10" }, { "id": "strands-google", "name": "strands-google", "description": "Tools for Strands Agents to access 200+ Google APIs including Gmail, Drive, Calendar, YouTube, Sheets, and Docs through a unified interface.", "integrationType": "tool", "sdk": "agents", "maintainedBy": "community", "languages": { "python": { "package": "strands-google", "registryUrl": "https://pypi.org/project/strands-google/" } }, "github": "https://github.com/cagataycali/strands-google", "docsUrl": "https://strandsagents.com/docs/integrations/tools/strands-google/", "addedDate": "2026-03-26" }, { "id": "strands-hackerone", "name": "strands-hackerone", "description": "HackerOne API tool for Strands Agents to automate bug bounty research, program monitoring, and vulnerability report management.", "integrationType": "tool", "sdk": "agents", "maintainedBy": "community", "languages": { "python": { "package": "strands-hackerone", "registryUrl": "https://pypi.org/project/strands-hackerone/" } }, "github": "https://github.com/cagataycali/strands-hackerone", "addedDate": "2026-01-07" }, { "id": "strands-hubspot", "name": "strands-hubspot", "description": "Read-only HubSpot CRM tools for Strands Agents to search and retrieve contacts, deals, and company data without any risk of modifying CRM records.", "integrationType": "tool", "sdk": "agents", "maintainedBy": "community", "languages": { "python": { "package": "strands-hubspot", "registryUrl": "https://pypi.org/project/strands-hubspot/" } }, "github": "https://github.com/eraykeskinmac/strands-hubspot", "docsUrl": "https://strandsagents.com/docs/integrations/tools/strands-hubspot/", "addedDate": "2025-12-05" }, { "id": "strands-mcp-server", "name": "strands-mcp-server", "description": "Transforms any Strands Agent into an MCP server exposing its tools over HTTP or stdio transports with a built-in CLI.", "integrationType": "integration", "sdk": "agents", "maintainedBy": "community", "languages": { "python": { "package": "strands-mcp-server", "registryUrl": "https://pypi.org/project/strands-mcp-server/" } }, "github": "https://github.com/cagataycali/strands-mcp-server", "addedDate": "2025-11-11" }, { "id": "strands-neuraltrust", "name": "strands-neuraltrust", "description": "TrustGuard intervention that evaluates agent input, model responses, tool arguments, and tool results, with blocking and validated transformation.", "integrationType": "intervention", "sdk": "agents", "maintainedBy": "partner", "languages": { "python": { "package": "strands-neuraltrust", "registryUrl": "https://pypi.org/project/strands-neuraltrust/" } }, "github": "https://github.com/NeuralTrust/strands-neuraltrust", "docsUrl": "https://docs.neuraltrust.ai/integrations/strands", "addedDate": "2026-09-14" }, { "id": "strands-osmo", "name": "strands-osmo", "description": "NVIDIA OSMO workflow orchestration tools for Strands Agents to submit, monitor, and debug multi-stage GPU compute pipelines.", "integrationType": "tool", "sdk": "agents", "maintainedBy": "community", "languages": { "python": { "package": "strands-osmo", "registryUrl": "https://pypi.org/project/strands-osmo/" } }, "github": "https://github.com/cagataycali/strands-osmo", "docsUrl": "https://cagataycali.github.io/strands-osmo/", "addedDate": "2026-05-14" }, { "id": "strands-pack", "name": "strands-pack", "description": "Collection of 54 ready-to-use Strands tools spanning AI media generation, Google Workspace, AWS services, social media, and smart home.", "integrationType": "tool", "sdk": "agents", "maintainedBy": "community", "languages": { "python": { "package": "strands-pack", "registryUrl": "https://pypi.org/project/strands-pack/" } }, "github": "https://github.com/labeveryday/strands-pack", "addedDate": "2026-02-23" }, { "id": "strands-perplexity", "name": "strands-perplexity", "description": "Perplexity Search API tool for Strands Agents enabling real-time web search with citations, regional filtering, and multi-query support.", "integrationType": "tool", "sdk": "agents", "maintainedBy": "community", "languages": { "python": { "package": "strands-perplexity", "registryUrl": "https://pypi.org/project/strands-perplexity/" } }, "github": "https://github.com/mkmeral/strands-perplexity", "docsUrl": "https://strandsagents.com/docs/integrations/tools/strands-perplexity/", "addedDate": "2026-03-26" }, { "id": "strands-pixeltable", "name": "strands-pixeltable", "description": "Pixeltable as a Strands MemoryStore with embedding-indexed semantic recall, plus read-only tools for querying and searching Pixeltable tables.", "integrationType": "memory-store", "sdk": "agents", "maintainedBy": "partner", "languages": { "python": { "package": "strands-pixeltable", "registryUrl": "https://pypi.org/project/strands-pixeltable/" } }, "github": "https://github.com/pixeltable/strands-pixeltable", "docsUrl": "https://github.com/pixeltable/strands-pixeltable#readme", "addedDate": "2026-10-17" }, { "id": "strands-postgresql-session-manager", "name": "strands-postgresql-session-manager", "description": "PostgreSQL-backed session manager for Strands Agents with full ACID guarantees for persistent conversation history.", "integrationType": "session-manager", "sdk": "agents", "maintainedBy": "community", "languages": { "python": { "package": "strands-postgresql-session-manager", "registryUrl": "https://pypi.org/project/strands-postgresql-session-manager/" } }, "github": "https://github.com/macuartin/strands-postgresql-session-manager", "addedDate": "2025-12-02" }, { "id": "strands-redis-session-manager", "name": "strands-redis-session-manager", "description": "Redis-backed session manager persisting agent sessions with configurable key namespaces and optional rolling expiration for distributed apps.", "integrationType": "session-manager", "sdk": "agents", "maintainedBy": "community", "languages": { "python": { "package": "strands-redis-session-manager", "registryUrl": "https://pypi.org/project/strands-redis-session-manager/" } }, "github": "https://github.com/lekhnath/strands-redis-session-manager", "addedDate": "2025-11-16" }, { "id": "strands-rendercv", "name": "strands-rendercv", "description": "Strands Agents tool for generating formatted CVs and resumes from structured data using the RenderCV engine.", "integrationType": "tool", "sdk": "agents", "maintainedBy": "community", "languages": { "python": { "package": "strands-rendercv", "registryUrl": "https://pypi.org/project/strands-rendercv/" } }, "github": "https://github.com/cagataycali/strands-rendercv", "addedDate": "2026-01-07" }, { "id": "strands-robots", "name": "strands-robots", "description": "AI-powered robot control, simulation, and training tools for Strands Agents integrating with MuJoCo, Isaac Sim, Newton, and robotics learning frameworks.", "integrationType": "tool", "sdk": "agents", "maintainedBy": "community", "languages": { "python": { "package": "strands-robots", "registryUrl": "https://pypi.org/project/strands-robots/" } }, "github": "https://github.com/cagataycali/strands-robots", "addedDate": "2026-02-24" }, { "id": "strands-sapiens", "name": "strands-sapiens", "description": "Strands tool wrappers for Meta Sapiens2 adding human-centric vision — segmentation, normal estimation, and depth prediction.", "integrationType": "tool", "sdk": "agents", "maintainedBy": "community", "languages": { "python": { "package": "strands-sapiens", "registryUrl": "https://pypi.org/project/strands-sapiens/" } }, "github": "https://github.com/cagataycali/strands-sapiens", "docsUrl": "https://cagataycali.github.io/strands-sapiens/", "addedDate": "2026-05-04" }, { "id": "strands-spraay", "name": "strands-spraay", "description": "Spraay Protocol batch payment tool for Strands Agents to send ETH or ERC-20 tokens to up to 200 recipients in a single Base transaction with ~80% gas savings.", "integrationType": "tool", "sdk": "agents", "maintainedBy": "community", "languages": { "python": { "package": "strands-agents-spraay", "registryUrl": "https://pypi.org/project/strands-agents-spraay/" } }, "github": "https://github.com/plagtech/strands-agents-spraay", "docsUrl": "https://strandsagents.com/docs/integrations/tools/strands-spraay/", "addedDate": "2026-05-14" }, { "id": "strands-sprites", "name": "Sprites", "description": "Run Strands shell commands and file tools in persistent Sprites Linux environments, with asynchronous output streaming and remote execution deadlines.", "integrationType": "integration", "sdk": "agents", "maintainedBy": "partner", "languages": { "python": { "package": "strands-sprites", "registryUrl": "https://pypi.org/project/strands-sprites/" } }, "github": "https://github.com/superfly/strands-sprites", "docsUrl": "https://github.com/superfly/strands-sprites#readme", "addedDate": "2026-10-09" }, { "id": "strands-sql", "name": "strands-sql", "description": "General-purpose SQL tool for Strands Agents — PostgreSQL, MySQL, and SQLite via SQLAlchemy.", "integrationType": "tool", "sdk": "agents", "maintainedBy": "community", "languages": { "python": { "package": "strands-sql", "registryUrl": "https://pypi.org/project/strands-sql/" } }, "github": "https://github.com/NithiN-1808/strands-sql", "docsUrl": "https://strandsagents.com/docs/integrations/tools/strands-sql/", "addedDate": "2026-04-11" }, { "id": "strands-stigmer", "name": "strands-stigmer", "description": "The execution graph of AWS for Strands agents, providing verified method contracts with IAM permissions, call chains, and least-privilege policies.", "integrationType": "tool", "sdk": "agents", "maintainedBy": "community", "languages": { "python": { "package": "strands-stigmer", "registryUrl": "https://pypi.org/project/strands-stigmer/" } }, "github": "https://github.com/LNSHRIVAS/stigmer", "docsUrl": "https://stigmer.network/strands-stigmer/", "addedDate": "2026-08-05" }, { "id": "strands-swarms", "name": "strands-swarms", "description": "Task-based swarm orchestration for Strands Agents that coordinates multiple agents working on decomposed subtasks in parallel.", "integrationType": "agent-extension", "sdk": "agents", "maintainedBy": "community", "languages": { "python": { "package": "strands-swarms", "registryUrl": "https://pypi.org/project/strands-swarms/" } }, "github": "https://github.com/JackXu0/strands-swarms", "addedDate": "2026-01-29" }, { "id": "strands-tealtiger", "name": "strands-tealtiger", "description": "Deterministic governance intervention — tool allowlists, PII/secret detection, prompt injection defense, cost budgets, and kill switch. No LLM, no server, <2ms.", "integrationType": "intervention", "sdk": "agents", "maintainedBy": "community", "languages": { "python": { "package": "strands-tealtiger", "registryUrl": "https://pypi.org/project/strands-tealtiger/" } }, "github": "https://github.com/agentguard-ai/tealtiger", "docsUrl": "https://docs.tealtiger.ai/integrations/strands", "addedDate": "2026-08-19" }, { "id": "strands-teams", "name": "strands-teams", "description": "Microsoft Teams notification tool for Strands Agents that sends rich Adaptive Card messages and formatted status updates to Teams channels and chats.", "integrationType": "tool", "sdk": "agents", "maintainedBy": "community", "languages": { "python": { "package": "strands-teams", "registryUrl": "https://pypi.org/project/strands-teams/" } }, "github": "https://github.com/eraykeskinmac/strands-teams", "docsUrl": "https://strandsagents.com/docs/integrations/tools/strands-teams/", "addedDate": "2025-12-05" }, { "id": "strands-telegram", "name": "strands-telegram", "description": "Telegram Bot API integration for Strands Agents covering 60+ methods for messages, media, group management, and inline queries.", "integrationType": "tool", "sdk": "agents", "maintainedBy": "community", "languages": { "python": { "package": "strands-telegram", "registryUrl": "https://pypi.org/project/strands-telegram/" } }, "github": "https://github.com/eraykeskinmac/strands-telegram", "docsUrl": "https://strandsagents.com/docs/integrations/tools/strands-telegram/", "addedDate": "2025-12-05" }, { "id": "strands-telegram-listener", "name": "strands-telegram-listener", "description": "Real-time Telegram message listener for Strands Agents that monitors incoming messages and events, enabling agents to react and reply automatically.", "integrationType": "tool", "sdk": "agents", "maintainedBy": "community", "languages": { "python": { "package": "strands-telegram-listener", "registryUrl": "https://pypi.org/project/strands-telegram-listener/" } }, "github": "https://github.com/eraykeskinmac/strands-telegram-listener", "docsUrl": "https://strandsagents.com/docs/integrations/tools/strands-telegram-listener/", "addedDate": "2025-12-05" }, { "id": "strands-token-telemetry", "name": "strands-token-telemetry", "description": "Emits Strands agent token usage as CloudWatch EMF metrics for cost visibility and capacity planning.", "integrationType": "observability", "sdk": "agents", "maintainedBy": "partner", "languages": { "python": { "package": "strands-token-telemetry", "registryUrl": "https://pypi.org/project/strands-token-telemetry/" } }, "github": "https://github.com/flockcover/strands-token-telemetry", "addedDate": "2026-02-20" }, { "id": "strands-transformers", "name": "strands-transformers", "description": "HuggingFace Transformers integration for Strands Agents providing universal local inference across all tasks and modalities without hardcoding.", "integrationType": "model-provider", "sdk": "agents", "maintainedBy": "community", "languages": { "python": { "package": "strands-transformers", "registryUrl": "https://pypi.org/project/strands-transformers/" } }, "github": "https://github.com/cagataycali/strands-transformers", "addedDate": "2026-06-14" }, { "id": "strands-valkey-session-manager", "name": "strands-valkey-session-manager", "description": "Valkey/Redis-backed session manager persisting conversation history with low latency on ElastiCache and Upstash.", "integrationType": "session-manager", "sdk": "agents", "maintainedBy": "community", "languages": { "python": { "package": "strands-valkey-session-manager", "registryUrl": "https://pypi.org/project/strands-valkey-session-manager/" } }, "github": "https://github.com/jeromevdl/strands-valkey-session-manager", "docsUrl": "https://strandsagents.com/docs/integrations/session-managers/strands-valkey-session-manager/", "addedDate": "2025-11-17" }, { "id": "strands-web-llm", "name": "strands-web-llm", "description": "WebLLM model provider for Strands Agents with browser WebGPU inference and a bridge for Node.js Harness.", "integrationType": "model-provider", "sdk": "agents", "maintainedBy": "community", "languages": { "typescript": { "package": "strands-web-llm", "registryUrl": "https://www.npmjs.com/package/strands-web-llm" } }, "github": "https://github.com/ykoh42/web-llm-adapters", "docsUrl": "https://github.com/ykoh42/web-llm-adapters/tree/main/packages/strands-web-llm", "addedDate": "2026-10-19" }, { "id": "strands-xa11y", "name": "strands-xa11y", "description": "Give agents computer use on macOS, Windows, and Linux. Control native desktop apps through the OS accessibility tree.", "integrationType": "tool", "sdk": "agents", "maintainedBy": "community", "languages": { "python": { "package": "strands-xa11y", "registryUrl": "https://pypi.org/project/strands-xa11y/" } }, "github": "https://github.com/xa11y/xa11y", "docsUrl": "https://xa11y.dev/guides/strands/", "addedDate": "2026-08-22" }, { "id": "strands-you", "name": "strands-you", "description": "One-line You.com web search, cited research, finance, and docs tools for Strands agents via preconfigured MCP servers and bundled skills.", "integrationType": "plugin", "sdk": "agents", "maintainedBy": "partner", "languages": { "python": { "package": "strands-you", "registryUrl": "https://pypi.org/project/strands-you/" }, "typescript": { "package": "@youdotcom-oss/strands-agents", "registryUrl": "https://www.npmjs.com/package/@youdotcom-oss/strands-agents" } }, "github": "https://github.com/youdotcom-oss/agent-skills", "docsUrl": "https://github.com/youdotcom-oss/agent-skills/blob/main/packages/strands-agents/README.md", "addedDate": "2026-10-10" }, { "id": "subagent", "name": "Subagent", "description": "Delegate a self-contained task to a child agent that runs in its own context and returns a final report.", "integrationType": "tool", "sdk": "agents", "maintainedBy": "strands", "languages": { "python": {}, "typescript": {} }, "github": "https://github.com/strands-agents/harness-sdk/tree/main/strands-py/src/strands/vended_tools/subagent", "docsUrl": "https://strandsagents.com/docs/user-guide/sdk/tools/vended-tools/subagent/", "addedDate": "2026-10-14" }, { "id": "supabase-strands", "name": "supabase-strands", "description": "Supabase-backed session manager for Strands Agents that persists conversation history in a PostgreSQL database hosted on Supabase.", "integrationType": "session-manager", "sdk": "agents", "maintainedBy": "community", "languages": { "python": { "package": "supabase-strands", "registryUrl": "https://pypi.org/project/supabase-strands/" } }, "github": "https://github.com/siddharthkrish/strands-supabase-session-manager", "addedDate": "2026-02-25" }, { "id": "swarm", "name": "Swarm", "description": "Spin up a team of specialized sub-agents that collaborate through handoffs, with configurable policies and limits.", "integrationType": "tool", "sdk": "agents", "maintainedBy": "strands", "languages": { "python": {}, "typescript": {} }, "github": "https://github.com/strands-agents/harness-sdk/tree/main/strands-py/src/strands/vended_tools/swarm", "docsUrl": "https://strandsagents.com/docs/user-guide/sdk/tools/vended-tools/swarm/", "addedDate": "2026-10-21" }, { "id": "temporal", "name": "temporal", "description": "Durable execution for Strands agents via Temporal workflows, so every model call and tool invocation survives crashes and restarts.", "integrationType": "integration", "sdk": "agents", "maintainedBy": "partner", "languages": { "python": { "package": "temporalio[strands-agents]", "registryUrl": "https://pypi.org/project/temporalio/" } }, "github": "https://github.com/temporalio/sdk-python", "docsUrl": "https://docs.temporal.io/develop/python/integrations/strands-agents", "addedDate": "2026-06-01" }, { "id": "traceai", "name": "traceai", "description": "OpenTelemetry instrumentation for the Strands Agents TypeScript SDK, part of the Future AGI traceAI observability framework.", "integrationType": "observability", "sdk": "agents", "maintainedBy": "partner", "languages": { "typescript": { "package": "@traceai/strands", "registryUrl": "https://www.npmjs.com/package/@traceai/strands" } }, "github": "https://github.com/future-agi/traceAI", "addedDate": "2026-03-10" }, { "id": "utcp", "name": "utcp", "description": "Universal Tool Calling Protocol adapter enabling tool discovery and invocation across HTTP, WebSocket, and other transports without wrapper servers.", "integrationType": "tool", "sdk": "agents", "maintainedBy": "partner", "languages": { "python": { "package": "strands-utcp", "registryUrl": "https://pypi.org/project/strands-utcp/" } }, "github": "https://github.com/universal-tool-calling-protocol/python-utcp", "docsUrl": "https://strandsagents.com/docs/integrations/tools/utcp/", "addedDate": "2025-10-08" }, { "id": "valyu-agentcore", "name": "valyu-agentcore", "description": "Valyu search tools for AWS Bedrock AgentCore providing web, financial, academic, biomedical, patent, and regulatory data search.", "integrationType": "tool", "sdk": "agents", "maintainedBy": "partner", "languages": { "python": { "package": "valyu-agentcore", "registryUrl": "https://pypi.org/project/valyu-agentcore/" } }, "github": "https://github.com/valyu-network/valyu-agentcore", "docsUrl": "https://docs.valyu.ai/integrations/aws-agentcore", "addedDate": "2025-12-04" }, { "id": "vercel-ai", "name": "Vercel AI SDK", "description": "Run Strands agents on any Vercel AI SDK provider through the VercelModel adapter, using @ai-sdk packages.", "integrationType": "model-provider", "sdk": "agents", "maintainedBy": "strands", "languages": { "typescript": {} }, "github": "https://github.com/strands-agents/harness-sdk/blob/main/strands-ts/src/models/vercel.ts", "docsUrl": "https://strandsagents.com/docs/user-guide/sdk/model-providers/vercel/", "addedDate": "2026-03-27" }, { "id": "vllm", "name": "vllm", "description": "vLLM open-source inference server as a Strands Agents model provider with Token-In/Token-Out capture for RL training.", "integrationType": "model-provider", "sdk": "agents", "maintainedBy": "community", "languages": { "python": { "package": "strands-vllm", "registryUrl": "https://pypi.org/project/strands-vllm/" } }, "github": "https://github.com/agents-community/strands-vllm", "docsUrl": "https://strandsagents.com/docs/integrations/model-providers/vllm/", "addedDate": "2026-01-23" }, { "id": "web-fetch", "name": "Web Fetch", "description": "Fetch a URL and return its content as markdown, or have an analyst agent answer a prompt about the page.", "integrationType": "tool", "sdk": "agents", "maintainedBy": "strands", "languages": { "python": {}, "typescript": {} }, "github": "https://github.com/strands-agents/harness-sdk/tree/main/strands-py/src/strands/vended_tools/web_fetch", "docsUrl": "https://strandsagents.com/docs/user-guide/sdk/tools/vended-tools/web-fetch/", "addedDate": "2026-09-15" }, { "id": "welt", "name": "welt", "description": "Slack front end for Strands agents on Amazon Bedrock AgentCore — streaming replies, file exchange, and human-in-the-loop approvals in threads.", "integrationType": "integration", "sdk": "agents", "maintainedBy": "community", "languages": { "python": { "package": "welt-io-strands", "registryUrl": "https://pypi.org/project/welt-io-strands/" }, "typescript": { "package": "@welt-io/strands", "registryUrl": "https://www.npmjs.com/package/@welt-io/strands" } }, "github": "https://github.com/iwamot/welt", "docsUrl": "https://strandsagents.com/docs/integrations/integrations/welt/", "addedDate": "2026-08-04" }, { "id": "write", "name": "Write", "description": "Create a new text file or overwrite an existing one with the provided content.", "integrationType": "tool", "sdk": "agents", "maintainedBy": "strands", "languages": { "python": {}, "typescript": {} }, "github": "https://github.com/strands-agents/harness-sdk/tree/main/strands-py/src/strands/vended_tools/write", "docsUrl": "https://strandsagents.com/docs/user-guide/sdk/tools/vended-tools/write/", "addedDate": "2026-10-30" }, { "id": "writer", "name": "Writer", "description": "Run Strands agents on Writer Palmyra models, with tool calling, structured output, and enterprise tasks.", "integrationType": "model-provider", "sdk": "agents", "maintainedBy": "strands", "languages": { "python": {} }, "github": "https://github.com/strands-agents/harness-sdk/blob/main/strands-py/src/strands/models/writer.py", "docsUrl": "https://strandsagents.com/docs/user-guide/sdk/model-providers/writer/", "addedDate": "2025-07-09" }, { "id": "xai", "name": "xai", "description": "xAI's Grok models for Strands Agents, with server-side tools for real-time X access, web search, and code execution.", "integrationType": "model-provider", "sdk": "agents", "maintainedBy": "community", "languages": { "python": { "package": "strands-xai", "registryUrl": "https://pypi.org/project/strands-xai/" } }, "github": "https://github.com/Cerrix/strands-xai", "docsUrl": "https://strandsagents.com/docs/integrations/model-providers/xai/", "addedDate": "2026-02-03" }, { "id": "zep-strands", "name": "zep-strands", "description": "Long-term memory for Strands agents backed by Zep's temporal knowledge graph, with context injection, server-side extraction, and graph search.", "integrationType": "memory-store", "sdk": "agents", "maintainedBy": "community", "languages": { "python": { "package": "zep-strands", "registryUrl": "https://pypi.org/project/zep-strands/" } }, "github": "https://github.com/getzep/zep", "docsUrl": "https://help.getzep.com/strands-memory/", "addedDate": "2026-08-10" } ] }