tools.csv

id,name,artifact_type,category,availability,status,primary_url,description
agent-sdks-and-general-purpose-frameworks--openai-agents-sdk,OpenAI Agents SDK,framework-or-library,Agent SDKs and General-Purpose Frameworks,open-source,active,https://github.com/openai/openai-agents-python,"OpenAI Agents SDK is a Python and TypeScript framework for agents with tools, handoffs, guardrails, sessions, tracing, and sandbox-backed execution; its model interface can connect to providers beyond OpenAI."
agent-sdks-and-general-purpose-frameworks--pydanticai,PydanticAI,framework-or-library,Agent SDKs and General-Purpose Frameworks,open-source,active,https://github.com/pydantic/pydantic-ai,"PydanticAI is a type-safe Python agent framework from the Pydantic team with dependency injection, validated structured outputs, tool calling, model portability, graphs, durable execution integrations, and evaluation support."
agent-sdks-and-general-purpose-frameworks--strands-agents,Strands Agents,framework-or-library,Agent SDKs and General-Purpose Frameworks,open-source,active,https://github.com/strands-agents/sdk-python,"Strands Agents is a model-driven SDK initiated by AWS for building agents in Python and TypeScript with tools, hooks, sessions, multi-agent patterns, MCP support, and multiple model providers."
agent-sdks-and-general-purpose-frameworks--smolagents,smolagents,framework-or-library,Agent SDKs and General-Purpose Frameworks,open-source,active,https://github.com/huggingface/smolagents,"smolagents is Hugging Face's compact Python library for tool-calling and code-writing agents, with sandbox integrations, MCP tools, multimodal models, and support for local or hosted model backends."
agent-sdks-and-general-purpose-frameworks--agno,Agno,framework-or-library,Agent SDKs and General-Purpose Frameworks,open-source,active,https://github.com/agno-agi/agno,"Agno is a Python framework and runtime for constructing model-agnostic agents and teams with tools, knowledge, memory, structured outputs, reasoning controls, and an optional control-plane interface."
agent-sdks-and-general-purpose-frameworks--mastra,Mastra,framework-or-library,Agent SDKs and General-Purpose Frameworks,open-source,active,https://github.com/mastra-ai/mastra,"Mastra is a TypeScript agent framework with agents, tools, graph workflows, memory, RAG, MCP, evaluation, and deployment integrations designed for server-side JavaScript applications."
agent-sdks-and-general-purpose-frameworks--dspy,DSPy,framework-or-library,Agent SDKs and General-Purpose Frameworks,open-source,active,https://github.com/stanfordnlp/dspy,"DSPy is a declarative framework for programming and optimizing language-model pipelines, including tool-using agents, by compiling typed modules and examples against measurable objectives."
agent-sdks-and-general-purpose-frameworks--beeai-framework,BeeAI Framework,framework-or-library,Agent SDKs and General-Purpose Frameworks,open-source,active,https://github.com/i-am-bee/beeai-framework,"BeeAI Framework is an IBM-originated Python and TypeScript framework for production-oriented agents with tools, memory, workflows, telemetry, and Agent2Agent interoperability."
agent-sdks-and-general-purpose-frameworks--claude-agent-sdk,Claude Agent SDK,framework-or-library,Agent SDKs and General-Purpose Frameworks,open-source,active,https://github.com/anthropics/claude-agent-sdk-python,"Claude Agent SDK is Anthropic's Python and TypeScript library for using Claude Code's agent loop, filesystem and shell tools, hooks, context management, and subagents inside developer-operated processes."
agent-sdks-and-general-purpose-frameworks--vercel-ai-sdk,Vercel AI SDK,framework-or-library,Agent SDKs and General-Purpose Frameworks,open-source,active,https://github.com/vercel/ai,"Vercel AI SDK is a provider-agnostic TypeScript toolkit for AI applications with streaming UI primitives, structured generation, tools, and multi-step agent loops across popular web frameworks."
agent-sdks-and-general-purpose-frameworks--genkit,Genkit,framework-or-library,Agent SDKs and General-Purpose Frameworks,open-source,active,https://github.com/firebase/genkit,"Genkit is Google's open-source application framework for JavaScript, Go, and Python with typed generation flows, tools, retrieval, evaluation, observability, and deployment adapters."
agent-sdks-and-general-purpose-frameworks--mirascope,Mirascope,framework-or-library,Agent SDKs and General-Purpose Frameworks,open-source,active,https://github.com/Mirascope/mirascope,Mirascope is a Python library for structured LLM calls and tool-using agents that keeps prompts and control flow in ordinary code while supporting multiple model providers.
agent-sdks-and-general-purpose-frameworks--atomic-agents,Atomic Agents,framework-or-library,Agent SDKs and General-Purpose Frameworks,open-source,active,https://github.com/Eigenwise/atomic-agents,Atomic Agents is a lightweight Python framework that uses Pydantic schemas and small composable components to build predictable tool-using agents with explicit inputs and outputs.
agent-sdks-and-general-purpose-frameworks--langroid,Langroid,framework-or-library,Agent SDKs and General-Purpose Frameworks,open-source,active,https://github.com/langroid/langroid,"Langroid is a Python framework for building LLM applications as collaborating agents with message routing, tools, vector-store access, task delegation, and human participation."
agent-sdks-and-general-purpose-frameworks--voltagent,VoltAgent,framework-or-library,Agent SDKs and General-Purpose Frameworks,open-source,active,https://github.com/VoltAgent/voltagent,"VoltAgent is a TypeScript framework for agents and supervisor patterns with tools, memory, workflows, guardrails, voice integrations, and OpenTelemetry-based observability."
agent-sdks-and-general-purpose-frameworks--nvidia-nemo-agent-toolkit,NVIDIA NeMo Agent Toolkit,framework-or-library,Agent SDKs and General-Purpose Frameworks,open-source,active,https://github.com/NVIDIA/NeMo-Agent-Toolkit,"NVIDIA NeMo Agent Toolkit is a framework-agnostic Python toolkit for composing, profiling, evaluating, and optimizing agent workflows while integrating with existing agent libraries and telemetry backends."
agent-sdks-and-general-purpose-frameworks--julep,Julep,framework-or-library,Agent SDKs and General-Purpose Frameworks,open-core,active,https://github.com/julep-ai/julep,"Julep is a stateful agent platform with an open SDK and task language for defining multi-step, scheduled, and long-running workflows backed by managed sessions and storage."
agent-sdks-and-general-purpose-frameworks--rig,Rig,framework-or-library,Agent SDKs and General-Purpose Frameworks,open-source,active,https://github.com/0xPlaygrounds/rig,"Rig is a Rust library for building portable LLM applications and agents with provider abstractions, tools, vector stores, RAG, and typed extraction."
agent-orchestration-and-workflow-frameworks--langgraph,LangGraph,framework-or-library,Agent Orchestration and Workflow Frameworks,open-source,active,https://github.com/langchain-ai/langgraph,"LangGraph is LangChain's low-level graph runtime for long-running, stateful agents with cycles, persistence, interrupts, human-in-the-loop control, streaming, and time-travel debugging."
agent-orchestration-and-workflow-frameworks--langchain,LangChain,framework-or-library,Agent Orchestration and Workflow Frameworks,open-source,active,https://github.com/langchain-ai/langchain,"LangChain is a Python and JavaScript framework of model, tool, retriever, middleware, and agent abstractions whose higher-level agents are built on LangGraph."
agent-orchestration-and-workflow-frameworks--microsoft-agent-framework,Microsoft Agent Framework,framework-or-library,Agent Orchestration and Workflow Frameworks,open-source,active,https://github.com/microsoft/agent-framework,"Microsoft Agent Framework is Microsoft's production-oriented Python and .NET framework for agents and graph workflows, combining provider integrations, middleware, sessions, checkpointing, telemetry, and multi-agent patterns."
agent-orchestration-and-workflow-frameworks--google-agent-development-kit-adk,Google Agent Development Kit (ADK),framework-or-library,Agent Orchestration and Workflow Frameworks,open-source,active,https://github.com/google/adk-python,"Google Agent Development Kit (ADK) is a code-first agent framework with agent and workflow primitives, sessions, tools, evaluation, local debugging, deployment adapters, streaming, and multi-agent delegation."
agent-orchestration-and-workflow-frameworks--llamaindex,LlamaIndex,framework-or-library,Agent Orchestration and Workflow Frameworks,open-source,active,https://github.com/run-llama/llama_index,"LlamaIndex is a data-centric framework whose agents and event-driven Workflows combine tools, retrieval, state, human input, and multi-agent patterns over private or enterprise data."
agent-orchestration-and-workflow-frameworks--haystack,Haystack,framework-or-library,Agent Orchestration and Workflow Frameworks,open-source,active,https://github.com/deepset-ai/haystack,"Haystack is deepset's Python framework for component pipelines, RAG, and tool-using agents, with explicit routing, loops, state transfer, serialization, and deployment integrations."
agent-orchestration-and-workflow-frameworks--crewai,CrewAI,framework-or-library,Agent Orchestration and Workflow Frameworks,open-source,active,https://github.com/crewAIInc/crewAI,"CrewAI is a Python framework for role-based agent teams and event-driven Flows, separating autonomous collaboration among agents from deterministic application orchestration."
agent-orchestration-and-workflow-frameworks--burr,Burr,framework-or-library,Agent Orchestration and Workflow Frameworks,open-source,active,https://github.com/dagworks-inc/burr,"Burr is a Python state-machine framework for applications and agents with typed actions, persistence, streaming, lifecycle hooks, debugging, and resumable execution."
agent-orchestration-and-workflow-frameworks--dapr-agents,Dapr Agents,framework-or-library,Agent Orchestration and Workflow Frameworks,open-source,active,https://github.com/dapr/dapr-agents,"Dapr Agents is a Python framework that combines agent and workflow abstractions with Dapr's actors, state stores, messaging, resiliency, and distributed application building blocks."
agent-orchestration-and-workflow-frameworks--pocketflow,PocketFlow,framework-or-library,Agent Orchestration and Workflow Frameworks,open-source,active,https://github.com/The-Pocket/PocketFlow,"PocketFlow is a minimalist graph library for composing LLM tasks as nodes, flows, branching, batching, async execution, and multi-agent patterns without a large dependency stack."
multi-agent-systems-and-research-frameworks--metagpt,MetaGPT,framework-or-library,Multi-Agent Systems and Research Frameworks,open-source,active,https://github.com/FoundationAgents/MetaGPT,"MetaGPT is a research-driven multi-agent framework that models a software organization as agents with roles, standard operating procedures, shared artifacts, and message-based collaboration."
multi-agent-systems-and-research-frameworks--camel,CAMEL,framework-or-library,Multi-Agent Systems and Research Frameworks,open-source,active,https://github.com/camel-ai/camel,"CAMEL is an open-source research framework for communicative agents, role-playing, workforce orchestration, tools, memory, environments, and synthetic multi-agent data generation."
multi-agent-systems-and-research-frameworks--ag2,AG2,framework-or-library,Multi-Agent Systems and Research Frameworks,open-source,active,https://github.com/ag2ai/ag2,"AG2 is the community-governed continuation of the original AutoGen ecosystem, providing conversational agents, group patterns, tools, code execution, memory, and protocol integrations."
multi-agent-systems-and-research-frameworks--agentscope,AgentScope,framework-or-library,Multi-Agent Systems and Research Frameworks,open-source,active,https://github.com/agentscope-ai/agentscope,"AgentScope is an Alibaba-originated framework for building and operating multi-agent applications with message passing, tools, memory, distributed execution, evaluation, and studio tooling."
multi-agent-systems-and-research-frameworks--chatdev,ChatDev,framework-or-library,Multi-Agent Systems and Research Frameworks,open-source,active,https://github.com/OpenBMB/ChatDev,ChatDev is a research platform that represents a virtual software company as role-playing agents collaborating through structured chat phases to produce software artifacts.
multi-agent-systems-and-research-frameworks--internet-of-agents,Internet of Agents,framework-or-library,Multi-Agent Systems and Research Frameworks,open-source,active,https://github.com/OpenBMB/IoA,"Internet of Agents is an OpenBMB research framework for connecting heterogeneous agents into teams through dynamic discovery, communication, task allocation, and nested collaboration."
multi-agent-systems-and-research-frameworks--magentic-ui,Magentic-UI,framework-or-library,Multi-Agent Systems and Research Frameworks,open-source,active,https://github.com/microsoft/magentic-ui,"Magentic-UI is Microsoft's research system for human-centered web task automation using a multi-agent architecture, browser and code execution, plans, and explicit user oversight."
multi-agent-systems-and-research-frameworks--agent-squad,Agent Squad,framework-or-library,Multi-Agent Systems and Research Frameworks,open-source,active,https://github.com/2FastLabs/agent-squad,"Agent Squad is a multi-agent routing and orchestration framework, formerly AWS Multi-Agent Orchestrator, that classifies requests, selects specialized agents, and maintains conversation context."
multi-agent-systems-and-research-frameworks--kaibanjs,KaibanJS,framework-or-library,Multi-Agent Systems and Research Frameworks,open-source,active,https://github.com/kaiban-ai/KaibanJS,"KaibanJS is a JavaScript framework for defining role-based agent teams, tasks, workflows, tools, shared state, and execution controls in Node.js applications."
multi-agent-systems-and-research-frameworks--swarms,Swarms,framework-or-library,Multi-Agent Systems and Research Frameworks,open-source,active,https://github.com/kyegomez/swarms,"Swarms is a Python framework for composing agents into sequential, hierarchical, concurrent, mixture, and graph-based collaboration patterns with model and tool integrations."
browser-computer-use-and-coding-agents--openhands,OpenHands,tool,"Browser, Computer-Use, and Coding Agents",open-source,active,https://github.com/OpenHands/OpenHands,"OpenHands is an extensible platform for software-development agents that edit repositories, run terminal commands, browse, and execute code inside controlled runtimes."
browser-computer-use-and-coding-agents--browser-use,Browser Use,tool,"Browser, Computer-Use, and Coding Agents",open-source,active,https://github.com/browser-use/browser-use,"Browser Use is a Python framework that exposes browser state and actions to language models, with Playwright-based control, sessions, tools, and managed-browser options."
browser-computer-use-and-coding-agents--playwright,Playwright,tool,"Browser, Computer-Use, and Coding Agents",open-source,active,https://github.com/microsoft/playwright,"Playwright is Microsoft's deterministic browser-automation library for Chromium, Firefox, and WebKit and is frequently used as the execution layer beneath browser agents."
browser-computer-use-and-coding-agents--stagehand,Stagehand,tool,"Browser, Computer-Use, and Coding Agents",open-source,active,https://github.com/browserbase/stagehand,"Stagehand is Browserbase's TypeScript browser-automation framework that combines Playwright with model-guided natural-language actions, extraction, observation, caching, and agent mode."
browser-computer-use-and-coding-agents--skyvern,Skyvern,tool,"Browser, Computer-Use, and Coding Agents",open-core,active,https://github.com/Skyvern-AI/skyvern,"Skyvern is a browser-automation platform that combines vision, language models, and browser actions for workflows on unfamiliar sites, with self-hosted code and a managed service."
browser-computer-use-and-coding-agents--browserbase,Browserbase,tool,"Browser, Computer-Use, and Coding Agents",commercial,active,https://www.browserbase.com,"Browserbase is managed browser infrastructure for web agents, providing isolated sessions, proxies, stealth controls, recordings, debugging, and integrations with Playwright and Stagehand."
browser-computer-use-and-coding-agents--steel,Steel,tool,"Browser, Computer-Use, and Coding Agents",open-source,active,https://github.com/steel-dev/steel-browser,"Steel is an open-source browser API for AI agents with session management, scraping, proxies, extensions, and Playwright, Puppeteer, and Chrome DevTools Protocol connections."
browser-computer-use-and-coding-agents--lavague,LaVague,tool,"Browser, Computer-Use, and Coding Agents",open-source,active,https://github.com/lavague-ai/LaVague,"LaVague is a framework for building web agents that convert natural-language objectives into browser actions using DOM, visual, retrieval, and Playwright-based components."
browser-computer-use-and-coding-agents--agent-s,Agent S,tool,"Browser, Computer-Use, and Coding Agents",open-source,active,https://github.com/simular-ai/Agent-S,"Agent S is a research framework for generalist computer-use agents that interpret screenshots, plan tasks, retrieve experience, and operate graphical user interfaces."
browser-computer-use-and-coding-agents--ufo,UFO,tool,"Browser, Computer-Use, and Coding Agents",open-source,active,https://github.com/microsoft/UFO,UFO is Microsoft's research framework for UI-focused agents that use vision and application-control APIs to automate Windows desktop tasks across one or more applications.
browser-computer-use-and-coding-agents--open-interpreter,Open Interpreter,tool,"Browser, Computer-Use, and Coding Agents",open-source,active,https://github.com/OpenInterpreter/open-interpreter,"Open Interpreter is a local computer agent that lets language models write and run code, manipulate files, and interact with operating-system capabilities through a terminal interface."
browser-computer-use-and-coding-agents--openadapt,OpenAdapt,tool,"Browser, Computer-Use, and Coding Agents",open-source,active,https://github.com/OpenAdaptAI/OpenAdapt,OpenAdapt is a privacy-oriented framework for recording user demonstrations and training or running computer-use agents that reproduce desktop workflows.
browser-computer-use-and-coding-agents--swe-agent,SWE-agent,tool,"Browser, Computer-Use, and Coding Agents",open-source,active,https://github.com/SWE-agent/SWE-agent,"SWE-agent is Princeton's software-engineering agent framework for resolving repository issues through an agent-computer interface, shell tools, trajectories, and benchmark-compatible environments."
browser-computer-use-and-coding-agents--aider,Aider,tool,"Browser, Computer-Use, and Coding Agents",open-source,active,https://github.com/Aider-AI/aider,"Aider is a terminal-based pair-programming agent that edits local Git repositories, builds repository maps, runs tests and lint commands, and supports multiple model providers."
browser-computer-use-and-coding-agents--cline,Cline,tool,"Browser, Computer-Use, and Coding Agents",open-source,active,https://github.com/cline/cline,"Cline is an extensible coding agent for VS Code that can inspect projects, edit files, run commands, use browsers, connect MCP servers, and request approval for actions."
browser-computer-use-and-coding-agents--roo-code,Roo Code,tool,"Browser, Computer-Use, and Coding Agents",open-source,active,https://github.com/RooCodeInc/Roo-Code,"Roo Code is a VS Code coding-agent extension with configurable modes, tools, model providers, MCP support, checkpoints, and human approval controls."
browser-computer-use-and-coding-agents--continue,Continue,tool,"Browser, Computer-Use, and Coding Agents",open-source,active,https://github.com/continuedev/continue,"Continue is an open-source platform for coding agents and IDE assistants with model-provider configuration, context providers, tools, rules, and CI-oriented agent workflows."
browser-computer-use-and-coding-agents--goose,Goose,tool,"Browser, Computer-Use, and Coding Agents",open-source,active,https://github.com/aaif-goose/goose,"Goose is an extensible local coding agent, originally created by Block and now under the Agentic AI Foundation, with shell, editor, MCP, and developer-workflow integrations."
tool-use-mcp-and-integration-infrastructure--model-context-protocol-mcp,Model Context Protocol (MCP),tool,"Tool Use, MCP, and Integration Infrastructure",open-source,active,https://modelcontextprotocol.io/docs/getting-started/intro,"Model Context Protocol (MCP) is an open specification for exposing tools, resources, and prompts from servers to AI applications through a standardized, capability-negotiated client-server interface."
tool-use-mcp-and-integration-infrastructure--mcp-python-sdk,MCP Python SDK,tool,"Tool Use, MCP, and Integration Infrastructure",open-source,active,https://github.com/modelcontextprotocol/python-sdk,"MCP Python SDK is the official Python implementation for building MCP clients and servers with typed messages, transports, tools, resources, prompts, and authentication support."
tool-use-mcp-and-integration-infrastructure--mcp-typescript-sdk,MCP TypeScript SDK,tool,"Tool Use, MCP, and Integration Infrastructure",open-source,active,https://github.com/modelcontextprotocol/typescript-sdk,MCP TypeScript SDK is the official TypeScript implementation for MCP clients and servers across Node.js-compatible runtimes.
tool-use-mcp-and-integration-infrastructure--mcp-java-sdk,MCP Java SDK,tool,"Tool Use, MCP, and Integration Infrastructure",open-source,active,https://github.com/modelcontextprotocol/java-sdk,MCP Java SDK is the official Java implementation of Model Context Protocol with synchronous and asynchronous client and server APIs and common transports.
tool-use-mcp-and-integration-infrastructure--mcp-c-sdk,MCP C# SDK,tool,"Tool Use, MCP, and Integration Infrastructure",open-source,active,https://github.com/modelcontextprotocol/csharp-sdk,"MCP C# SDK is the official .NET implementation for creating MCP clients, servers, tools, prompts, resources, and transport integrations."
tool-use-mcp-and-integration-infrastructure--mcp-go-sdk,MCP Go SDK,tool,"Tool Use, MCP, and Integration Infrastructure",open-source,active,https://github.com/modelcontextprotocol/go-sdk,MCP Go SDK is the official Go implementation for interoperable MCP clients and servers with typed protocol primitives and transport support.
tool-use-mcp-and-integration-infrastructure--official-mcp-registry,Official MCP Registry,tool,"Tool Use, MCP, and Integration Infrastructure",open-source,active,https://github.com/modelcontextprotocol/registry,Official MCP Registry is the community-governed metadata service for publishing and discovering public MCP servers; its public API remained in preview at the review date.
tool-use-mcp-and-integration-infrastructure--fastmcp,FastMCP,tool,"Tool Use, MCP, and Integration Infrastructure",open-source,active,https://github.com/jlowin/fastmcp,"FastMCP is a Python framework for building, composing, testing, authenticating, and deploying MCP servers and clients with high-level decorators and generated schemas."
tool-use-mcp-and-integration-infrastructure--langchain-mcp-adapters,LangChain MCP Adapters,tool,"Tool Use, MCP, and Integration Infrastructure",open-source,active,https://github.com/langchain-ai/langchain-mcp-adapters,LangChain MCP Adapters is LangChain's package for loading tools from one or more MCP servers into LangChain agents and LangGraph workflows.
tool-use-mcp-and-integration-infrastructure--mcp-use,mcp-use,tool,"Tool Use, MCP, and Integration Infrastructure",open-source,active,https://github.com/mcp-use/mcp-use,"mcp-use is an open-source SDK and tooling suite for connecting agents to MCP servers, testing integrations, and building MCP-capable applications in Python and TypeScript."
tool-use-mcp-and-integration-infrastructure--composio,Composio,tool,"Tool Use, MCP, and Integration Infrastructure",open-core,active,https://github.com/ComposioHQ/composio,"Composio is an integration platform for agents with managed authentication, tool schemas, and connectors to external applications, exposed through SDKs and agent-framework integrations."
tool-use-mcp-and-integration-infrastructure--arcade-mcp,Arcade MCP,tool,"Tool Use, MCP, and Integration Infrastructure",open-source,active,https://github.com/ArcadeAI/arcade-mcp,"Arcade MCP is an open-source toolkit for building MCP servers whose tools use Arcade's authorization, credential brokering, and application integrations."
tool-use-mcp-and-integration-infrastructure--pipedream,Pipedream,tool,"Tool Use, MCP, and Integration Infrastructure",open-core,active,https://github.com/PipedreamHQ/pipedream,"Pipedream is an integration and workflow platform that exposes managed application actions, authentication, event sources, and MCP connectivity to agents and developers."
tool-use-mcp-and-integration-infrastructure--toolhouse,Toolhouse,tool,"Tool Use, MCP, and Integration Infrastructure",commercial,active,https://toolhouse.ai,"Toolhouse is a managed platform for creating AI workers with selected tools, knowledge, scheduled or event-driven triggers, application integrations, and auditable execution."
tool-use-mcp-and-integration-infrastructure--smithery,Smithery,tool,"Tool Use, MCP, and Integration Infrastructure",commercial,active,https://smithery.ai,"Smithery is a hosted registry and deployment service for discovering, configuring, and connecting MCP servers to compatible clients and agent frameworks."
tool-use-mcp-and-integration-infrastructure--zapier-mcp,Zapier MCP,tool,"Tool Use, MCP, and Integration Infrastructure",commercial,active,https://zapier.com/mcp,Zapier MCP is a managed MCP interface that lets compatible agents invoke selected actions across Zapier's application connector catalog under user-controlled authorization.
tool-use-mcp-and-integration-infrastructure--portkey-ai-gateway,Portkey AI Gateway,tool,"Tool Use, MCP, and Integration Infrastructure",open-core,active,https://github.com/Portkey-AI/gateway,"Portkey AI Gateway is an open-source gateway with routing, fallbacks, retries, budgets, guardrails, and observability for model and agent traffic, plus a commercial control plane."
tool-use-mcp-and-integration-infrastructure--litellm,LiteLLM,tool,"Tool Use, MCP, and Integration Infrastructure",open-core,active,https://github.com/BerriAI/litellm,"LiteLLM is a model gateway and Python SDK that normalizes provider APIs and adds routing, budgets, fallbacks, virtual keys, logging, and MCP gateway capabilities."
agent-memory-and-state-infrastructure--mem0,Mem0,tool,Agent Memory and State Infrastructure,open-source,active,https://github.com/mem0ai/mem0,"Mem0 is a memory layer for agents that extracts, updates, retrieves, and scopes memories using vector, graph, and key-value storage options across sessions and users."
agent-memory-and-state-infrastructure--letta,Letta,tool,Agent Memory and State Infrastructure,open-source,active,https://github.com/letta-ai/letta,"Letta is a stateful agent runtime, descended from MemGPT, in which agents manage editable memory blocks, archival storage, tools, messages, and long-running identities."
agent-memory-and-state-infrastructure--zep,Zep,tool,Agent Memory and State Infrastructure,commercial,active,https://www.getzep.com,"Zep is a managed agent-memory service centered on temporal knowledge graphs that track entities, relationships, episodes, and changes in facts over time."
agent-memory-and-state-infrastructure--graphiti,Graphiti,tool,Agent Memory and State Infrastructure,open-source,active,https://github.com/getzep/graphiti,Graphiti is Zep's open-source framework for building temporally aware knowledge graphs from conversations and business data for agent retrieval and reasoning.
agent-memory-and-state-infrastructure--langmem,LangMem,tool,Agent Memory and State Infrastructure,open-source,active,https://github.com/langchain-ai/langmem,"LangMem is LangChain's SDK for extracting and managing semantic, episodic, and procedural long-term memories in LangGraph and other Python agent applications."
agent-memory-and-state-infrastructure--cognee,Cognee,tool,Agent Memory and State Infrastructure,open-source,active,https://github.com/topoteretes/cognee,"Cognee is a memory and knowledge-engineering framework that turns heterogeneous data into graph and vector representations that agents can search, update, and reason over."
agent-memory-and-state-infrastructure--hindsight,Hindsight,tool,Agent Memory and State Infrastructure,open-source,active,https://github.com/vectorize-io/hindsight,"Hindsight is an agent-memory framework that organizes observations, summaries, entities, and evolving beliefs into queryable memory networks with temporal context."
agent-memory-and-state-infrastructure--supermemory,Supermemory,tool,Agent Memory and State Infrastructure,open-source,active,https://github.com/supermemoryai/supermemory,"Supermemory is an open-source memory API for ingesting, processing, and retrieving user or application context for agents across documents, conversations, and connected sources."
agent-memory-and-state-infrastructure--memvid,Memvid,tool,Agent Memory and State Infrastructure,open-source,active,https://github.com/memvid/memvid,Memvid is a portable memory layer that packages indexed text and media into local artifacts for retrieval without requiring a separately operated database.
low-code-and-visual-agent-builders--dify,Dify,tool,Low-Code and Visual Agent Builders,open-core,active,https://github.com/langgenius/dify,"Dify is a self-hostable platform for visually building agent, workflow, chatbot, and RAG applications with model management, tools, datasets, evaluation, APIs, and a hosted edition."
low-code-and-visual-agent-builders--flowise,Flowise,tool,Low-Code and Visual Agent Builders,open-source,active,https://github.com/FlowiseAI/Flowise,"Flowise is a visual Node.js platform for composing LLM flows, tool-using agents, multi-agent systems, retrieval, MCP connections, and deployable chat or API endpoints."
low-code-and-visual-agent-builders--langflow,Langflow,tool,Low-Code and Visual Agent Builders,open-source,active,https://github.com/langflow-ai/langflow,"Langflow is a Python-based visual builder for agent and RAG graphs with reusable components, playground testing, MCP support, API serving, and source-code access."
low-code-and-visual-agent-builders--n8n,n8n,tool,Low-Code and Visual Agent Builders,open-core,active,https://github.com/n8n-io/n8n,"n8n is a fair-code workflow automation platform with visual AI agent nodes, application connectors, human approvals, scheduling, and self-hosted or managed execution."
low-code-and-visual-agent-builders--dust,Dust,tool,Low-Code and Visual Agent Builders,open-source,active,https://github.com/dust-tt/dust,"Dust is an open-source platform for creating company agents connected to enterprise data, tools, reusable skills, and collaborative interfaces, with a managed cloud offering."
low-code-and-visual-agent-builders--vellum,Vellum,tool,Low-Code and Visual Agent Builders,commercial,active,https://www.vellum.ai,"Vellum is a visual platform for developing, testing, deploying, and monitoring prompt, workflow, and agent applications with versioning and evaluation suites."
low-code-and-visual-agent-builders--rivet,Rivet,tool,Low-Code and Visual Agent Builders,open-source,active,https://github.com/Ironclad/rivet,"Rivet is an open-source visual programming environment and TypeScript library for building graph-based AI workflows, agents, tool calls, and embedded application logic."
low-code-and-visual-agent-builders--botpress,Botpress,tool,Low-Code and Visual Agent Builders,commercial,active,https://botpress.com,"Botpress is a managed visual platform for customer-facing agents with workflows, knowledge bases, tools, channels, analytics, and human handoff."
low-code-and-visual-agent-builders--relevance-ai,Relevance AI,tool,Low-Code and Visual Agent Builders,commercial,active,https://relevanceai.com,"Relevance AI is a managed no-code platform for building and operating agent teams with tools, triggers, knowledge, integrations, approvals, and workforce-style task routing."
low-code-and-visual-agent-builders--stack-ai,Stack AI,tool,Low-Code and Visual Agent Builders,commercial,active,https://www.stack-ai.com,"Stack AI is an enterprise visual platform for building agent and workflow applications over organizational data, models, tools, permissions, and governance controls."
low-code-and-visual-agent-builders--gumloop,Gumloop,tool,Low-Code and Visual Agent Builders,commercial,active,https://www.gumloop.com,"Gumloop is a hosted visual automation builder that combines AI nodes, agents, browser actions, application integrations, triggers, and reusable workflow components."
low-code-and-visual-agent-builders--vectorshift,VectorShift,tool,Low-Code and Visual Agent Builders,commercial,active,https://www.vectorshift.ai,"VectorShift is a visual platform for building, evaluating, and deploying AI workflows, search pipelines, assistants, and agents with integrations and API endpoints."
low-code-and-visual-agent-builders--voiceflow,Voiceflow,tool,Low-Code and Visual Agent Builders,commercial,active,https://www.voiceflow.com,"Voiceflow is a collaborative visual platform for designing, testing, and deploying chat and voice agents with workflows, knowledge, tools, channels, and analytics."
durable-execution-and-background-workflows--temporal,Temporal,tool,Durable Execution and Background Workflows,open-source,active,https://github.com/temporalio/temporal,"Temporal is a durable execution platform whose event-sourced workflows, activities, retries, timers, signals, and versioning can keep multi-step agent processes resumable for long periods."
durable-execution-and-background-workflows--prefect,Prefect,tool,Durable Execution and Background Workflows,open-source,active,https://github.com/PrefectHQ/prefect,"Prefect is a Python workflow orchestrator for observable, retriable, scheduled, and event-driven data or agent flows, with local, self-hosted, and managed execution options."
durable-execution-and-background-workflows--dagster,Dagster,tool,Durable Execution and Background Workflows,open-source,active,https://github.com/dagster-io/dagster,"Dagster is a data orchestrator with typed assets, jobs, schedules, sensors, lineage, testing, and retry controls applicable to data-intensive and batch agent workflows."
durable-execution-and-background-workflows--dbos,DBOS,tool,Durable Execution and Background Workflows,open-source,active,https://github.com/dbos-inc/dbos-transact-py,"DBOS is a durable workflow framework that persists application execution in a database, enabling agents and background tasks to resume with exactly-once step semantics."
durable-execution-and-background-workflows--restate,Restate,tool,Durable Execution and Background Workflows,open-core,active,https://github.com/restatedev/restate,"Restate is a durable execution system for services, workflows, and virtual objects that provides persisted state, retries, timers, idempotency, and agent-framework integrations."
durable-execution-and-background-workflows--inngest,Inngest,tool,Durable Execution and Background Workflows,open-core,active,https://github.com/inngest/inngest,"Inngest is an event-driven durable execution platform for step functions, scheduled jobs, retries, concurrency, and long-running agent workflows in JavaScript and other runtimes."
durable-execution-and-background-workflows--trigger-dev,Trigger.dev,tool,Durable Execution and Background Workflows,open-source,active,https://github.com/triggerdotdev/trigger.dev,"Trigger.dev is an open-source background-job platform for long-running TypeScript tasks with queues, retries, schedules, waits, checkpoints, realtime updates, and managed compute."
durable-execution-and-background-workflows--hatchet,Hatchet,tool,Durable Execution and Background Workflows,open-source,active,https://github.com/hatchet-dev/hatchet,"Hatchet is an open-source distributed task and workflow engine with queues, retries, scheduling, concurrency controls, durable graphs, and SDKs for agent backends."
durable-execution-and-background-workflows--kestra,Kestra,tool,Durable Execution and Background Workflows,open-source,active,https://github.com/kestra-io/kestra,"Kestra is an event-driven orchestration platform that defines scheduled and triggered workflows in YAML with retries, state, plugins, observability, and human approval tasks."
durable-execution-and-background-workflows--windmill,Windmill,tool,Durable Execution and Background Workflows,open-core,active,https://github.com/windmill-labs/windmill,"Windmill is a self-hostable workflow and application platform that turns scripts into scheduled, event-driven, approval-gated, and retriable flows for tools and agents."
cloud-managed-agent-services--amazon-bedrock-agents,Amazon Bedrock Agents,tool,Cloud-Managed Agent Services,commercial,active,https://aws.amazon.com/bedrock/agents/,"Amazon Bedrock Agents is a managed AWS service for orchestrating foundation models with action groups, knowledge bases, guardrails, session state, and multi-agent collaboration."
cloud-managed-agent-services--amazon-bedrock-agentcore,Amazon Bedrock AgentCore,tool,Cloud-Managed Agent Services,commercial,active,https://aws.amazon.com/bedrock/agentcore/,"Amazon Bedrock AgentCore is framework- and model-agnostic managed infrastructure for hosting and operating agents with runtime, memory, identity, gateway, browser, code interpreter, policy, and observability services."
cloud-managed-agent-services--vertex-ai-agent-builder,Vertex AI Agent Builder,tool,Cloud-Managed Agent Services,commercial,active,https://cloud.google.com/products/agent-builder,"Vertex AI Agent Builder is Google Cloud's managed suite for creating enterprise agents grounded in organizational data with connectors, search, no-code configuration, and governance."
cloud-managed-agent-services--vertex-ai-agent-engine,Vertex AI Agent Engine,tool,Cloud-Managed Agent Services,commercial,active,https://cloud.google.com/vertex-ai/generative-ai/docs/agent-engine/overview,"Vertex AI Agent Engine is Google Cloud's managed runtime for deploying custom-coded agents with sessions, memory, scaling, evaluation, observability, and Google ADK integrations."
cloud-managed-agent-services--microsoft-foundry-agent-service,Microsoft Foundry Agent Service,tool,Cloud-Managed Agent Services,commercial,active,https://learn.microsoft.com/en-us/azure/ai-foundry/agents/overview,"Microsoft Foundry Agent Service is Azure's managed service for hosting agents with models, tools, knowledge, identity, tracing, enterprise networking, and multi-agent workflows."
cloud-managed-agent-services--openai-agent-platform,OpenAI Agent Platform,tool,Cloud-Managed Agent Services,commercial,active,https://platform.openai.com/docs/guides/agents,"OpenAI Agent Platform is the hosted set of APIs and tools for building agents around the Responses API, including web search, file search, computer use, code execution, connectors, and traces."
cloud-managed-agent-services--ibm-watsonx-orchestrate,IBM watsonx Orchestrate,tool,Cloud-Managed Agent Services,commercial,active,https://www.ibm.com/products/watsonx-orchestrate,"IBM watsonx Orchestrate is an enterprise platform for building, governing, and routing agents and reusable tools across business applications, workflows, and IBM's model stack."
cloud-managed-agent-services--databricks-agents,Databricks Agents,tool,Cloud-Managed Agent Services,commercial,active,https://docs.databricks.com/aws/en/agents/,"Databricks Agents is a managed development and deployment environment for data-grounded and multi-agent applications with MLflow tracing, evaluation, serving, governance, and Unity Catalog tools."
cloud-managed-agent-services--snowflake-cortex-agents,Snowflake Cortex Agents,tool,Cloud-Managed Agent Services,commercial,active,https://docs.snowflake.com/en/user-guide/snowflake-cortex/cortex-agents,"Snowflake Cortex Agents is a managed orchestration layer for planning across structured and unstructured enterprise data through Cortex Analyst, Cortex Search, and custom tools."
cloud-managed-agent-services--salesforce-agentforce,Salesforce Agentforce,tool,Cloud-Managed Agent Services,commercial,active,https://www.salesforce.com/agentforce/,"Salesforce Agentforce is a managed platform for creating and governing business agents that act through Salesforce data, flows, APIs, channels, and human escalation."
cloud-managed-agent-services--oci-generative-ai-agents,OCI Generative AI Agents,tool,Cloud-Managed Agent Services,commercial,active,https://docs.oracle.com/en-us/iaas/Content/generative-ai-agents/home.htm,"OCI Generative AI Agents is Oracle Cloud's managed service for agents that use enterprise data sources, retrieval, SQL, tools, and OCI identity and observability."
cloud-managed-agent-services--cloudflare-agents,Cloudflare Agents,tool,Cloud-Managed Agent Services,commercial,active,https://developers.cloudflare.com/agents/,"Cloudflare Agents is a managed runtime and SDK on Workers and Durable Objects for stateful agents with scheduling, WebSockets, SQL-backed state, MCP, and edge deployment."
agent-deployment-serving-and-sandboxes--e2b,E2B,tool,"Agent Deployment, Serving, and Sandboxes",open-core,active,https://github.com/e2b-dev/E2B,"E2B is sandbox infrastructure for agents that provides isolated cloud environments, code interpreters, filesystem and process APIs, templates, persistence, and SDKs."
agent-deployment-serving-and-sandboxes--modal-sandboxes,Modal Sandboxes,tool,"Agent Deployment, Serving, and Sandboxes",commercial,active,https://modal.com/docs/guide/sandbox,"Modal Sandboxes is managed container infrastructure for executing agent-generated code with configurable images, CPUs, GPUs, secrets, files, networking, and lifecycle controls."
agent-deployment-serving-and-sandboxes--daytona,Daytona,tool,"Agent Deployment, Serving, and Sandboxes",open-core,active,https://github.com/daytonaio/daytona,"Daytona is a secure infrastructure platform for programmatically creating persistent development sandboxes with repositories, files, commands, previews, snapshots, and agent SDK integrations."
agent-deployment-serving-and-sandboxes--docker-sandboxes,Docker Sandboxes,tool,"Agent Deployment, Serving, and Sandboxes",commercial,active,https://docs.docker.com/ai/sandboxes/,"Docker Sandboxes is Docker's isolated execution environment for coding agents, separating agent tools and project workspaces from the host while retaining container workflows."
agent-deployment-serving-and-sandboxes--vercel-sandbox,Vercel Sandbox,tool,"Agent Deployment, Serving, and Sandboxes",commercial,active,https://vercel.com/docs/vercel-sandbox,"Vercel Sandbox is an ephemeral microVM service for running untrusted code with files, commands, network policies, snapshots, ports, and integrations with web applications and agent SDKs."
agent-deployment-serving-and-sandboxes--cloudflare-sandbox-sdk,Cloudflare Sandbox SDK,tool,"Agent Deployment, Serving, and Sandboxes",open-core,active,https://github.com/cloudflare/sandbox-sdk,"Cloudflare Sandbox SDK is an SDK for running commands, files, processes, and development servers inside isolated containers coordinated from Cloudflare Workers."
agent-deployment-serving-and-sandboxes--runloop,Runloop,tool,"Agent Deployment, Serving, and Sandboxes",commercial,active,https://www.runloop.ai,"Runloop is managed devbox infrastructure for coding agents with isolated environments, repository setup, snapshots, command execution, networking, observability, and benchmark workloads."
agent-deployment-serving-and-sandboxes--blaxel,Blaxel,tool,"Agent Deployment, Serving, and Sandboxes",commercial,active,https://blaxel.ai,"Blaxel is managed infrastructure for deploying agents and MCP servers alongside low-latency sandboxes with images, files, processes, networking, previews, and observability."
agent-deployment-serving-and-sandboxes--agentuity,Agentuity,tool,"Agent Deployment, Serving, and Sandboxes",commercial,active,https://agentuity.com,"Agentuity is a managed deployment platform for packaging, routing, running, and observing agents with local development tools, cloud runtimes, storage, and event-driven execution."
agent-deployment-serving-and-sandboxes--bentoml,BentoML,tool,"Agent Deployment, Serving, and Sandboxes",open-source,active,https://github.com/bentoml/BentoML,"BentoML is a Python model-serving framework for packaging APIs, models, and agent applications into deployable services with containers, batching, observability, and cloud deployment options."
agent-deployment-serving-and-sandboxes--ray-serve,Ray Serve,tool,"Agent Deployment, Serving, and Sandboxes",open-source,active,https://docs.ray.io/en/latest/serve/,"Ray Serve is a scalable Python serving library for composing model and application deployments with autoscaling, batching, routing, and distributed resource management."
agent-deployment-serving-and-sandboxes--langsmith-deployment,LangSmith Deployment,tool,"Agent Deployment, Serving, and Sandboxes",commercial,active,https://docs.langchain.com/langsmith/deployments,"LangSmith Deployment is LangChain's managed and self-hosted-capable deployment product for serving LangGraph applications with durable state, queues, assistants, revisions, scaling, and operational controls."
agent-evaluation-observability-and-testing--agentops,AgentOps,tool,"Agent Evaluation, Observability, and Testing",open-source,active,https://github.com/AgentOps-AI/agentops,"AgentOps is an agent-focused observability SDK and platform for session replay, tool and model traces, costs, errors, benchmarks, and integrations with common frameworks."
agent-evaluation-observability-and-testing--langsmith,LangSmith,tool,"Agent Evaluation, Observability, and Testing",commercial,active,https://smith.langchain.com,"LangSmith is LangChain's commercial platform for tracing, debugging, datasets, experiments, online evaluators, annotation, prompt management, alerts, and deployment operations across agent frameworks."
agent-evaluation-observability-and-testing--langfuse,Langfuse,tool,"Agent Evaluation, Observability, and Testing",open-source,active,https://github.com/langfuse/langfuse,"Langfuse is a self-hostable LLM engineering platform for traces, sessions, prompts, datasets, evaluations, metrics, and OpenTelemetry-based observability across agents and other AI applications."
agent-evaluation-observability-and-testing--arize-phoenix,Arize Phoenix,tool,"Agent Evaluation, Observability, and Testing",open-source,active,https://github.com/Arize-ai/phoenix,"Arize Phoenix is an OpenTelemetry-native tracing and evaluation platform for agents and LLM applications with experiments, datasets, prompt tools, annotations, and self-hosting."
agent-evaluation-observability-and-testing--deepeval-agentic-metrics,DeepEval agentic metrics,tool,"Agent Evaluation, Observability, and Testing",open-source,active,https://github.com/confident-ai/deepeval,"DeepEval agentic metrics evaluate agent traces and components for task completion, step efficiency, plan quality, plan adherence, tool correctness, tool use, goal accuracy, and argument correctness."
agent-evaluation-observability-and-testing--deepteam,DeepTeam,tool,"Agent Evaluation, Observability, and Testing",open-source,active,https://github.com/confident-ai/deepteam,"DeepTeam is an open-source red-teaming framework for adversarially testing agents and other LLM systems against security, safety, privacy, and business-risk vulnerabilities."
agent-evaluation-observability-and-testing--braintrust,Braintrust,tool,"Agent Evaluation, Observability, and Testing",commercial,active,https://www.braintrust.dev,"Braintrust is an evaluation and observability platform for AI applications with traces, datasets, experiments, scorers, prompt iteration, production logging, and human review."
agent-evaluation-observability-and-testing--opik,Opik,tool,"Agent Evaluation, Observability, and Testing",open-source,active,https://github.com/comet-ml/opik,"Opik is Comet's open-source tracing, evaluation, prompt, dataset, and monitoring platform for agents, RAG systems, and other LLM applications."
agent-evaluation-observability-and-testing--weights-biases-weave,Weights & Biases Weave,tool,"Agent Evaluation, Observability, and Testing",open-core,active,https://github.com/wandb/weave,"Weights & Biases Weave is a tracing and evaluation toolkit for LLM and agent applications with scorers, datasets, comparisons, production monitoring, and a hosted platform."
agent-evaluation-observability-and-testing--maxim-ai,Maxim AI,tool,"Agent Evaluation, Observability, and Testing",commercial,active,https://www.getmaxim.ai,"Maxim AI is a commercial simulation, evaluation, and observability platform for agents, including scenario testing, trace inspection, datasets, evaluators, and production monitoring."
agent-evaluation-observability-and-testing--langwatch-scenario,LangWatch Scenario,tool,"Agent Evaluation, Observability, and Testing",open-source,active,https://github.com/langwatch/scenario,"LangWatch Scenario is an agent-testing framework that simulates users in multi-turn scenarios and checks behavior, outcomes, tools, and regressions across agent implementations."
agent-evaluation-observability-and-testing--pydantic-logfire,Pydantic Logfire,tool,"Agent Evaluation, Observability, and Testing",open-core,active,https://github.com/pydantic/logfire,"Pydantic Logfire is an OpenTelemetry-based observability SDK and platform with first-class instrumentation for PydanticAI, model calls, agent traces, Python services, dashboards, and alerts."
agent-evaluation-observability-and-testing--mlflow-tracing,MLflow Tracing,tool,"Agent Evaluation, Observability, and Testing",open-source,active,https://mlflow.org/docs/latest/genai/tracing/,"MLflow Tracing is MLflow's OpenTelemetry-compatible tracing layer for instrumenting, evaluating, searching, and monitoring agent and generative-AI execution across frameworks."
agent-evaluation-observability-and-testing--openinference,OpenInference,tool,"Agent Evaluation, Observability, and Testing",open-source,active,https://github.com/Arize-ai/openinference,"OpenInference is an open semantic convention and instrumentation ecosystem for representing model, retrieval, tool, and agent spans in OpenTelemetry-compatible traces."
rag-and-knowledge-agent-frameworks--ragflow,RAGFlow,framework-or-library,RAG and Knowledge-Agent Frameworks,open-source,active,https://github.com/infiniflow/ragflow,"RAGFlow is an open-source RAG and agent platform with document parsing, hybrid retrieval, knowledge graphs, visual workflows, tools, MCP, and model-provider integrations."
rag-and-knowledge-agent-frameworks--txtai,txtai,framework-or-library,RAG and Knowledge-Agent Frameworks,open-source,active,https://github.com/neuml/txtai,"txtai is an all-in-one embeddings database and semantic application framework with agent, RAG, workflow, graph, search, and local model capabilities."
rag-and-knowledge-agent-frameworks--r2r,R2R,framework-or-library,RAG and Knowledge-Agent Frameworks,open-source,active,https://github.com/SciPhi-AI/R2R,"R2R is an open-source retrieval and agent framework that exposes ingestion, hybrid search, knowledge graphs, RAG, tools, conversations, and API services."
rag-and-knowledge-agent-frameworks--onyx,Onyx,framework-or-library,RAG and Knowledge-Agent Frameworks,open-core,active,https://github.com/onyx-dot-app/onyx,"Onyx is a self-hostable enterprise search and agent platform with connectors, permissions-aware retrieval, knowledge, tools, assistants, and a commercial cloud edition."
rag-and-knowledge-agent-frameworks--pathway-llm-app,Pathway LLM App,framework-or-library,RAG and Knowledge-Agent Frameworks,open-source,active,https://github.com/pathwaycom/llm-app,Pathway LLM App is a collection of templates and components for real-time RAG and agent applications over continuously changing documents and data sources.
rag-and-knowledge-agent-frameworks--khoj,Khoj,framework-or-library,RAG and Knowledge-Agent Frameworks,open-source,active,https://github.com/khoj-ai/khoj,"Khoj is a self-hostable personal knowledge agent that searches documents, uses online sources and tools, schedules automations, and supports multiple model providers."
rag-and-knowledge-agent-frameworks--mindshub,Mindshub,framework-or-library,RAG and Knowledge-Agent Frameworks,open-source,active,https://github.com/mindsdb/mindshub,"Mindshub is MindsDB's open-source runtime for building AI agents over federated enterprise data with skills, tools, knowledge bases, integrations, and API access."
rag-and-knowledge-agent-frameworks--docsgpt,DocsGPT,framework-or-library,RAG and Knowledge-Agent Frameworks,open-source,active,https://github.com/arc53/DocsGPT,"DocsGPT is an open-source documentation and support-agent platform with ingestion, retrieval, agent tools, APIs, widgets, and self-hosted model options."
voice-and-realtime-agent-frameworks--pipecat,Pipecat,framework-or-library,Voice and Realtime Agent Frameworks,open-source,active,https://github.com/pipecat-ai/pipecat,"Pipecat is an open-source Python framework for realtime voice and multimodal agents with streaming pipeline processors, transports, speech services, models, tools, and interruption handling."
voice-and-realtime-agent-frameworks--livekit-agents,LiveKit Agents,framework-or-library,Voice and Realtime Agent Frameworks,open-source,active,https://github.com/livekit/agents,"LiveKit Agents is an open-source framework for realtime voice and multimodal agents with media transport, turn detection, speech pipelines, tools, workers, and telephony integrations."
voice-and-realtime-agent-frameworks--vapi,Vapi,framework-or-library,Voice and Realtime Agent Frameworks,commercial,active,https://vapi.ai,"Vapi is a managed voice-agent platform that orchestrates telephony, speech recognition, language models, text-to-speech, tools, call controls, testing, and analytics."
voice-and-realtime-agent-frameworks--retell-ai,Retell AI,framework-or-library,Voice and Realtime Agent Frameworks,commercial,active,https://www.retellai.com,"Retell AI is a managed platform for building and operating phone agents with realtime speech, telephony, tools, knowledge bases, monitoring, simulation, and compliance features."
voice-and-realtime-agent-frameworks--elevenlabs-agents-platform,ElevenLabs Agents Platform,framework-or-library,Voice and Realtime Agent Frameworks,commercial,active,https://elevenlabs.io/agents,"ElevenLabs Agents Platform is a managed voice-agent service combining conversational orchestration, speech models, tools, knowledge, telephony, testing, and analytics."
voice-and-realtime-agent-frameworks--deepgram-voice-agent-api,Deepgram Voice Agent API,framework-or-library,Voice and Realtime Agent Frameworks,commercial,active,https://developers.deepgram.com/docs/voice-agent,"Deepgram Voice Agent API is a managed realtime interface that coordinates speech-to-text, model reasoning, tools, and text-to-speech over streaming connections."
voice-and-realtime-agent-frameworks--agora-conversational-ai-engine,Agora Conversational AI Engine,framework-or-library,Voice and Realtime Agent Frameworks,commercial,active,https://www.agora.io/en/products/conversational-ai-engine/,"Agora Conversational AI Engine is managed realtime media infrastructure for voice agents with streaming speech pipelines, interruption handling, telephony, and model-provider integrations."
voice-and-realtime-agent-frameworks--rasa,Rasa,framework-or-library,Voice and Realtime Agent Frameworks,open-core,active,https://github.com/RasaHQ/rasa,"Rasa is an open-source conversational framework with intent and dialogue components, custom actions, channels, testing, and a commercial platform for enterprise assistants and agents."
agent-protocols-and-interoperability--agent2agent-protocol-a2a,Agent2Agent Protocol (A2A),tool,Agent Protocols and Interoperability,open-source,active,https://github.com/a2aproject/A2A,"Agent2Agent Protocol (A2A) is a Linux Foundation-governed standard for agent discovery and task exchange through Agent Cards, messages, artifacts, streaming, asynchronous work, and authenticated transports."
agent-protocols-and-interoperability--agntcy,AGNTCY,tool,Agent Protocols and Interoperability,open-source,active,https://github.com/agntcy,"AGNTCY is a Linux Foundation project for interoperable multi-agent infrastructure spanning discovery, identity, messaging, observability, directories, and protocol bridges."
agent-protocols-and-interoperability--open-agent-schema-framework,Open Agent Schema Framework,tool,Agent Protocols and Interoperability,open-source,active,https://github.com/agntcy/oasf,"Open Agent Schema Framework is AGNTCY's extensible schema for describing agent skills, domains, modules, locators, and metadata so directories can support discovery and matching."
agent-protocols-and-interoperability--agent-network-protocol,Agent Network Protocol,tool,Agent Protocols and Interoperability,open-source,active,https://github.com/agent-network-protocol/AgentNetworkProtocol,"Agent Network Protocol is an open specification and implementation project for decentralized agent discovery, identity, messaging, and collaboration across the web."
agent-protocols-and-interoperability--nanda,NANDA,tool,Agent Protocols and Interoperability,open-source,active,https://github.com/projnanda/projnanda,"NANDA is an MIT-led research project for a decentralized agent internet with registries, identity, routing, communication, and interoperability across heterogeneous agent systems."
agent-protocols-and-interoperability--agent-payments-protocol,Agent Payments Protocol,tool,Agent Protocols and Interoperability,open-source,active,https://github.com/google-agentic-commerce/AP2,"Agent Payments Protocol is an open protocol initiated by Google for cryptographically verifiable, user-authorized commerce transactions involving agents, merchants, and payment providers."
discontinued-and-historical-tools--microsoft-autogen,Microsoft AutoGen,historical,Discontinued and Historical Tools,open-source,discontinued,https://github.com/microsoft/autogen,Microsoft AutoGen is in maintenance mode and community-managed; Microsoft directs new projects to Microsoft Agent Framework and provides an official migration guide.
discontinued-and-historical-tools--semantic-kernel,Semantic Kernel,historical,Discontinued and Historical Tools,open-source,discontinued,https://github.com/microsoft/semantic-kernel,"Semantic Kernel is maintained for existing applications, while Microsoft identifies Microsoft Agent Framework as its production successor and provides a migration guide."
discontinued-and-historical-tools--openai-swarm,OpenAI Swarm,historical,Discontinued and Historical Tools,open-source,discontinued,https://github.com/openai/swarm,"OpenAI Swarm is an experimental educational project superseded by OpenAI Agents SDK, which its repository recommends for production use."
discontinued-and-historical-tools--original-babyagi,Original BabyAGI,historical,Discontinued and Historical Tools,open-source,discontinued,https://github.com/yoheinakajima/babyagi_archive,Original BabyAGI is preserved as a September 2024 snapshot; later BabyAGI experiments use separate codebases and remain explicitly experimental rather than production frameworks.
discontinued-and-historical-tools--superagi,SuperAGI,historical,Discontinued and Historical Tools,open-source,discontinued,https://github.com/TransformerOptimus/SuperAGI,"SuperAGI is retained for historical influence, but its repository had received no code update since January 2025 at the review date."
discontinued-and-historical-tools--opendevin,OpenDevin,historical,Discontinued and Historical Tools,open-source,discontinued,https://github.com/OpenHands/OpenHands/pull/3472,OpenDevin is the former name of OpenHands; maintainers completed the rename in August 2024 as the project expanded beyond its original reference point.
discontinued-and-historical-tools--memgpt,MemGPT,historical,Discontinued and Historical Tools,open-source,discontinued,https://arxiv.org/abs/2310.08560,MemGPT is the research architecture and former project name that evolved into Letta; current runtime development and documentation use the Letta name.
discontinued-and-historical-tools--agent-communication-protocol-acp,Agent Communication Protocol (ACP),historical,Discontinued and Historical Tools,open-source,discontinued,https://github.com/i-am-bee/acp,Agent Communication Protocol (ACP) is archived after officially merging into A2A under the Linux Foundation in August 2025; new interoperability work should target A2A.