Knowledge base (AI agents)

Everything you need to know about current AI agents and AI tools

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Agentsquare

Agentsquare is an open-source framework component for agent automation and workflow orchestration.

Description

Agentsquare is an open source building block for agent automation and infrastructure with a focus on framework. It provides either a runtime, a workflow system, an integration layer, or measurability so that agents can work reliably with tools and data. The benefit lies in reusability, governance, and operation, not in a single chat response. The project is hosted as a repository at tsinghua fib lab and is called AgentSquare.

area of application

Tool integration, workflow orchestration, agent operation, configuration of tool access, evaluation, logging, reusable agent modules.

benefits

Improves stability and repeatability of agent flows. Facilitates integration of new tools and data sources. Makes governance more realistic through centralized configuration.

disadvantages

Operation and security efforts are real. Without clear tool contracts, systems become fragile. Misconfiguration can cause data leakage or unwanted actions.

Try Agentsquare


Schema (copy & paste)

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superinterface

Superinterface is a commercial framework component for agent automation and workflow orchestration.

Description

Superinterface is a commercial building block for agent automation and infrastructure with a focus on frameworks. It provides either a runtime, a workflow system, an integration layer, or measurability so that agents can work reliably with tools and data. The benefits lie in reusability, governance, and operation, not in a single chat response.

area of application

Tool integration, workflow orchestration, agent operation, configuration of tool access, evaluation, logging, reusable agent modules.

benefits

Improves stability and repeatability of agent flows. Facilitates integration of new tools and data sources. Makes governance more realistic through centralized configuration.

disadvantages

Operation and security efforts are real. Without clear tool contracts, systems become fragile. Misconfiguration can cause data leakage or unwanted actions.

Try Superinterface


Schema (copy & paste)

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LLM Agent Paper Digest

Llm-agent-paper-digest is an open source framework component for agent automation and workflow orchestration.

Description

LLM Agent Paper Digest is an open source building block for agent automation and infrastructure with a focus on frameworks. It provides either a runtime, a workflow system, an integration layer, or measurability so that agents can work reliably with tools and data. The benefits lie in reusability, governance, and operation, not in a single chat response. The project is hosted as a repository at XueyangFeng and is called LLM Agent Paper Digest.

area of application

Tool integration, workflow orchestration, agent operation, configuration of tool access, evaluation, logging, reusable agent modules.

benefits

Improves stability and repeatability of agent flows. Facilitates integration of new tools and data sources. Makes governance more realistic through centralized configuration.

disadvantages

Operation and security efforts are real. Without clear tool contracts, systems become fragile. Misconfiguration can cause data leakage or unwanted actions.

Try Llm-agent-paper-digest


Schema (copy & paste)

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Camel-autogpt

Camel-autogpt is an open source framework component for agent automation and workflow orchestration.

Description

Camel autogpt is an open source building block for agent automation and infrastructure with a focus on framework. It provides either a runtime, a workflow system, an integration layer, or measurability so that agents can work reliably with tools and data. The benefit lies in reusability, governance, and operation, not in a single chat response. The project is hosted as a repository at SamurAIGPT and is called Camel AutoGPT.

area of application

Tool integration, workflow orchestration, agent operation, configuration of tool access, evaluation, logging, reusable agent modules.

benefits

Improves stability and repeatability of agent flows. Facilitates integration of new tools and data sources. Makes governance more realistic through centralized configuration.

disadvantages

Operation and security efforts are real. Without clear tool contracts, systems become fragile. Misconfiguration can cause data leakage or unwanted actions.

Try Camel-autogpt


Schema (copy & paste)

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Continue

Continue is an open source framework component for agent automation and workflow orchestration.

Description

Continue is an open source building block for agent automation and infrastructure with a focus on framework. It provides either a runtime, a workflow system, an integration layer, or measurability so that agents can work reliably with tools and data. The benefits lie in reusability, governance, and operation, not in a single chat response. The project is hosted as a repository at continuedev and is called continue.

area of application

Tool integration, workflow orchestration, agent operation, configuration of tool access, evaluation, logging, reusable agent modules.

benefits

Improves stability and repeatability of agent flows. Facilitates integration of new tools and data sources. Makes governance more realistic through centralized configuration.

disadvantages

Operation and security efforts are real. Without clear tool contracts, systems become fragile. Misconfiguration can cause data leakage or unwanted actions.

Try Continue


Schema (copy & paste)

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Proagent

Proagent is an open source framework component for agent automation and workflow orchestration.

Description

Proagent is an open source building block for agent automation and infrastructure with a focus on framework. It provides either a runtime, a workflow system, an integration layer, or measurability so that agents can work reliably with tools and data. The benefits lie in reusability, governance, and operation, not in a single chat response. The project is hosted as a repository at OpenBMB and is called ProAgent.

area of application

Tool integration, workflow orchestration, agent operation, configuration of tool access, evaluation, logging, reusable agent modules.

benefits

Improves stability and repeatability of agent flows. Facilitates integration of new tools and data sources. Makes governance more realistic through centralized configuration.

disadvantages

Operation and security efforts are real. Without clear tool contracts, systems become fragile. Misconfiguration can cause data leakage or unwanted actions.

Try Proagent


Schema (copy & paste)

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TaskWeaver

TaskWeaver is an open source framework component for agent automation and workflow orchestration.

Description

TaskWeaver is an open source building block for agent automation and infrastructure with a focus on framework. It provides either a runtime, a workflow system, an integration layer, or measurability so that agents can work reliably with tools and data. The benefits lie in reusability, governance, and operation, not in a single chat response. The project is hosted as a repository at Microsoft and is called TaskWeaver.

area of application

Tool integration, workflow orchestration, agent operation, configuration of tool access, evaluation, logging, reusable agent modules.

benefits

Improves stability and repeatability of agent flows. Facilitates integration of new tools and data sources. Makes governance more realistic through centralized configuration.

disadvantages

Operation and security efforts are real. Without clear tool contracts, systems become fragile. Misconfiguration can cause data leakage or unwanted actions.

Try TaskWeaver


Schema (copy & paste)

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Ai-town

Ai-town is an open-source framework component for agent automation and workflow orchestration.

Description

Ai town is an open source building block for agent automation and infrastructure with a focus on framework. It provides either a runtime, a workflow system, an integration layer, or measurability so that agents can work reliably with tools and data. The benefit lies in reusability, governance, and operation, not in a single chat response. The project is hosted as a repository at a16z infra and is called ai town.

area of application

Tool integration, workflow orchestration, agent operation, configuration of tool access, evaluation, logging, reusable agent modules.

benefits

Improves stability and repeatability of agent flows. Facilitates integration of new tools and data sources. Makes governance more realistic through centralized configuration.

disadvantages

Operation and security efforts are real. Without clear tool contracts, systems become fragile. Misconfiguration can cause data leakage or unwanted actions.

Try Ai-town


Schema (copy & paste)

<script type="application/ld+json">{"@context":"https://schema.org","@type":"Article","@id":"https://www.lj-partner.com/ki-agents/ai-town#article","headline":"Ai-town","description":"Ai-town ist ein Open Source Baustein für Agent Automatisierung und Infrastruktur mit Schwerpunkt auf Framework. Es stellt entweder eine Laufzeit, ein Workflow System, eine Integrationsschicht oder Messbarkeit bereit, damit Agents zuverlässig mit Tools und Daten arbeiten.","url":"https://www.lj-partner.com/ki-agents/ai-town","inLanguage":"de","author":{"@type":"Person","name":"Lars Jurischka"},"publisher":{"@type":"Organization","name":"LJ & Partner","url":"https://www.lj-partner.com"},"articleSection":"Automatisierung"}</script>
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Prisoners

Praisonai is an open source framework component for agent automation and workflow orchestration.

Description

Praisonai is an open source building block for agent automation and infrastructure with a focus on frameworks. It provides either a runtime, a workflow system, an integration layer, or measurability so that agents can work reliably with tools and data. The benefits lie in reusability, governance, and operation, not in a single chat response. The project is hosted as a repository at MervinPraison and is called PraisonAI.

area of application

Tool integration, workflow orchestration, agent operation, configuration of tool access, evaluation, logging, reusable agent modules.

benefits

Improves stability and repeatability of agent flows. Facilitates integration of new tools and data sources. Makes governance more realistic through centralized configuration.

disadvantages

Operation and security efforts are real. Without clear tool contracts, systems become fragile. Misconfiguration can cause data leakage or unwanted actions.

Try Praisonai


Schema (copy & paste)

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The Rise and Potential of Large Language Model-Based Agents: A Survey

The Rise And Potential Of Large Language Model Based Agents: A Survey is an open source framework component for agent automation and workflow orchestration.

Description

The Rise And Potential Of Large Language Model Based Agents: A Survey is an open source building block for agent automation and infrastructure with a focus on framework. It provides either a runtime, a workflow system, an integration layer, or measurability so that agents can work reliably with tools and data. The benefits lie in reusability, governance, and operation, not in a single chat response. The project is hosted as a repository at WooooDyy and is called LLM Agent Paper List.

area of application

Tool integration, workflow orchestration, agent operation, configuration of tool access, evaluation, logging, reusable agent modules.

benefits

Improves stability and repeatability of agent flows. Facilitates integration of new tools and data sources. Makes governance more realistic through centralized configuration.

disadvantages

Operation and security efforts are real. Without clear tool contracts, systems become fragile. Misconfiguration can cause data leakage or unwanted actions.

Try the Rise and Potential of Large Language Model-Based Agents: A Survey


Schema (copy & paste)

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Superjoin

Superjoin is a commercial framework component for agent automation and workflow orchestration.

Description

Superjoin is a commercial building block for agent automation and infrastructure with a focus on frameworks. It provides either a runtime, a workflow system, an integration layer, or measurability so that agents can work reliably with tools and data. The benefits lie in reusability, governance, and operation, not in a single chat response.

area of application

Tool integration, workflow orchestration, agent operation, configuration of tool access, evaluation, logging, reusable agent modules.

benefits

Improves stability and repeatability of agent flows. Facilitates integration of new tools and data sources. Makes governance more realistic through centralized configuration.

disadvantages

Operation and security efforts are real. Without clear tool contracts, systems become fragile. Misconfiguration can cause data leakage or unwanted actions.

Try Superjoin


Schema (copy & paste)

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Glama

Glama is a commercial solution for assistants and support flows focused on dialogue and integrations.

Description

Glama is a commercial solution for assistants and support flows, designed for dialogues, context management, and integrations. In a SaaS setup, it can serve as a front end for models or as a bot platform with channels and workflows. The focus is on user interaction and operability, not on uncontrolled autonomy.

area of application

Customer service bots, internal knowledge assistants, help desk support, FAQ automation, team assistants.

benefits

Quickly usable for end users because UI and flows are already in place. Facilitates rollout and adoption. Integration into channels reduces media breaks.

disadvantages

Without sources and rules, hallucinations arise. Data protection and rights are critical when it comes to internal data. Complex logic requires additional engineering.

Try Glama


Schema (copy & paste)

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Claude.ai

Claude.ai is a commercial solution for assistants and support flows focused on dialogue and integrations.

Description

Claude.ai is a commercial solution for assistants and support flows, designed for dialogues, context management, and integrations. In a SaaS setup, it can serve as a front end for models or as a bot platform with channels and workflows. The focus is on user interaction and operability, not uncontrolled autonomy.

area of application

Customer service bots, internal knowledge assistants, help desk support, FAQ automation, team assistants.

benefits

Quickly usable for end users because UI and flows are already in place. Facilitates rollout and adoption. Integration into channels reduces media breaks.

disadvantages

Without sources and rules, hallucinations arise. Data protection and rights are critical when it comes to internal data. Complex logic requires additional engineering.

Try Claude.ai


Schema (copy & paste)

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long flow

Langflow is an open source framework component for agent automation and workflow orchestration.

Description

Langflow is an open source building block for agent automation and infrastructure with a focus on workflow. It provides either a runtime, a workflow system, an integration layer, or measurability so that agents can work reliably with tools and data. The benefits lie in reusability, governance, and operation, not in a single chat response. The project is hosted as a repository at langflow ai and is called langflow.

area of application

Tool integration, workflow orchestration, agent operation, configuration of tool access, evaluation, logging, reusable agent modules.

benefits

Improves stability and repeatability of agent flows. Facilitates integration of new tools and data sources. Makes governance more realistic through centralized configuration.

disadvantages

Operation and security efforts are real. Without clear tool contracts, systems become fragile. Misconfiguration can cause data leakage or unwanted actions.

Try Langflow


Schema (copy & paste)

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Msty Studio

Msty Studio is a commercial solution for assistants and support flows focused on dialogue and integrations.

Description

Msty Studio is a commercial solution for assistants and support flows, designed for dialogues, context management, and integrations. In the SaaS setup, it can serve as a front end for models or as a bot platform with channels and workflows. The focus is on user interaction and operability, not on uncontrolled autonomy.

area of application

Customer service bots, internal knowledge assistants, help desk support, FAQ automation, team assistants.

benefits

Quickly usable for end users because UI and flows are already in place. Facilitates rollout and adoption. Integration into channels reduces media breaks.

disadvantages

Without sources and rules, hallucinations arise. Data protection and rights are critical when it comes to internal data. Complex logic requires additional engineering.

Try Msty Studio


Schema (copy & paste)

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MCPOmni-Connect

MCPOmni-Connect is an open source framework component for agent automation and workflow orchestration with a focus on MCP.

Description

MCPOmni Connect is an open source building block for agent automation and infrastructure with a focus on MCP. It provides either a runtime, a workflow system, an integration layer, or measurability so that agents can work reliably with tools and data. The benefits lie in reusability, governance, and operation, not in a single chat response. The project is stored as a repository at mcpomni and is called mcp omni connect.

area of application

Tool integration, workflow orchestration, agent operation, configuration of tool access, evaluation, logging, reusable agent modules.

benefits

Improves stability and repeatability of agent flows. Facilitates integration of new tools and data sources. Makes governance more realistic through centralized configuration.

disadvantages

Operation and security efforts are real. Without clear tool contracts, systems become fragile. Misconfiguration can cause data leakage or unwanted actions.

Try MCPOmni-Connect


Schema (copy & paste)

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OpenAI Agents SDK

OpenAI Agents SDK is a developer SDK for building agentic applications with structured tool use and governance.

Description

Developer SDK for building agent-based applications with clear building blocks for roles, tool calls, transfers, and runtime control. The agent decides when to use a tool and delivers structured results instead of just chat responses. Suitable if you want to control tool usage, logging, and policies in a clean way.

area of application

Productive agent apps, internal assistants with tool access, routing between special agents, automation with approvals and audit trail.

benefits

Explicit tool calls facilitate governance and debugging. Easy to test because agent logic is separate from tools. Suitable for professional deployments with monitoring.

disadvantages

Quality stands and falls with tool design and policies. Provider loyalty and version changes must be managed. Without clear boundaries, undesirable actions will still occur.

Try OpenAI Agents SDK


Schema (copy & paste)

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MetaGPT

MetaGPT is an open source framework component for agent automation and workflow orchestration.

Description

MetaGPT is an open source building block for agent automation and infrastructure with a focus on framework. It provides either a runtime, a workflow system, an integration layer, or measurability so that agents can work reliably with tools and data. The benefit lies in reusability, governance, and operation, not in a single chat response. The project is hosted as a repository at FoundationAgents and is called MetaGPT.

area of application

Tool integration, workflow orchestration, agent operation, configuration of tool access, evaluation, logging, reusable agent modules.

benefits

Improves stability and repeatability of agent flows. Facilitates integration of new tools and data sources. Makes governance more realistic through centralized configuration.

disadvantages

Operation and security efforts are real. Without clear tool contracts, systems become fragile. Misconfiguration can cause data leakage or unwanted actions.

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Awesome-agenticllm-rl-papers

Awesome-agenticllm-rl-papers is an open source framework component for agent automation and workflow orchestration.

Description

Awesome agenticllm rl papers is an open source building block for agent automation and infrastructure with a focus on frameworks. It provides either a runtime, a workflow system, an integration layer, or measurability so that agents can work reliably with tools and data. The benefits lie in reusability, governance, and operation, not in a single chat response. The project is hosted as a repository at xhyumiracle and is called Awesome AgenticLLM RL Papers.

area of application

Tool integration, workflow orchestration, agent operation, configuration of tool access, evaluation, logging, reusable agent modules.

benefits

Improves stability and repeatability of agent flows. Facilitates integration of new tools and data sources. Makes governance more realistic through centralized configuration.

disadvantages

Operation and security efforts are real. Without clear tool contracts, systems become fragile. Misconfiguration can cause data leakage or unwanted actions.

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Looking at large model agent technology from first principles

From the first principle perspective, large model agent technology is a commercial framework component for agent automation and workflow orchestration.

Description

从第一性原理看大模型agent技术 is a commercial building block for agent automation and infrastructure with a focus on frameworks. It provides either a runtime, a workflow system, an integration layer, or measurability so that agents can work reliably with tools and data. The benefits lie in reusability, governance, and operation, not in a single chat response.

area of application

Tool integration, workflow orchestration, agent operation, configuration of tool access, evaluation, logging, reusable agent modules.

benefits

Improves stability and repeatability of agent flows. Facilitates integration of new tools and data sources. Makes governance more realistic through centralized configuration.

disadvantages

Operation and security efforts are real. Without clear tool contracts, systems become fragile. Misconfiguration can cause data leakage or unwanted actions.

Try Looking at Large Model Agent Technology from First Principles


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