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AgentKit

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Overview

LangChain-based starter kit from BCG X for rapidly building constrained, high-quality agent applications with flexible UI components.

AgentKit is an open-source starter kit developed by BCG X on top of LangChain for building production-oriented agent applications quickly. It provides a full-stack template with a flexible UI, reliable agent architecture patterns, and examples for deploying constrained agents that integrate with enterprise workflows. The GitHub repository and LangChain launch blog remain the canonical references.

Product overview

Capabilities, pricing and fit

BCG X AgentKit is a deprecated open-source full-stack starter kit for constrained, chat-based agent applications. It combined a FastAPI and LangChain backend with a Next.js interface, configurable action plans, authentication, queues, caching, monitoring, PostgreSQL, and Docker Compose.

Information as of August 9, 2026

What it can do

  • Constrained agent routing

    A meta-agent selects from preconfigured action plans whose tools can run linearly or in parallel, limiting the routes available to an agent.[1]

  • Full-stack chat starter

    The template includes a Next.js interface, FastAPI backend, LangChain configuration, authentication, queues, caching, monitoring, PostgreSQL with pgvector, and Docker Compose.[1]

  • Streaming intermediate outputs

    Action-plan steps can stream intermediate data, documents, summaries, and visualizations into the chat interface.[1]

Where it fits best

  • Maintainers of existing AgentKit prototypes who need to understand or preserve the project's constrained routing and full-stack application structure.[1]

Pricing and availability

The archived source code remains available under the MIT license; users provide their own infrastructure and model services.[1]

Platforms: Archived source code[1]

Access: Self-hosted with Docker Compose[1]

Important considerations
  • BCG X deprecated AgentKit and archived the repository on March 18, 2026; it is read-only and no longer actively maintained, and the maintainers recommend newer alternatives for new projects.[1]
  • The project describes itself as a starter kit and says production deployments need additional enterprise-grade security, including attention to LLM risks such as prompt injection.[1]
Sources (1)
  1. BCG-X-Official/agentkitGitHub · checked 2026-08-09

Autonomy level

43/100

Our subjective rating of how independently the product carries out its documented tasks, considering the human setup, input, approval and review it needs. This is not a measured success rate.

Reasoning: AgentKit employs a constrained architecture through predefined 'Action Plans' that limit agent decision-making to human-curated task trees rather than fully open-ended reasoning. While it features automatic routing between plans and integrates LangChain tools for basic automation, its design intentionally restricts free exploration (per BCG X docum...

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Some of the use cases of AgentKit:

  • Bootstrapping LangChain agent apps with BCG X's starter architecture.
  • Building constrained enterprise agents with a pre-built UI shell.
  • Prototyping agent products without designing infra from scratch.

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Popularity level: 67%

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