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Alternatives to LangGraph

12 alternatives to LangGraph that we cover: OpenAI Agents SDK, CrewAI, Google ADK, Langflow, Botpress, Gumloop, Lindy, Microsoft Copilot Studio, Pydantic AI, Relevance AI, Voiceflow, Vercel AI SDK. The table shows the evidence behind each entry and whether its pricing has been verified.

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LangGraph
OpenAI Agents SDKCrewAIGoogle ADKLangflowBotpressGumloopLindyMicrosoft Copilot Studio
LangGraph alternatives: OpenAI Agents SDK, CrewAI, Google ADK, Langflow, Botpress, Gumloop, Lindy, Microsoft Copilot Studio, Pydantic AI, Relevance AI, Voiceflow, Vercel AI SDK

LangGraph in brief

Low-level framework for building long-running, stateful agents as graphs.

LangGraph 1.2.17 is a small fix release: it applies an explicit recursion limit equal to the default and keeps the caller's namespace in RemoteGraph streaming, plus dependency bumps.

What it does well: MIT license, large community; Fine-grained control of state and flow; Frequent, small releases.

Where it falls short: More concepts to learn than simpler SDKs; The 1.2.17 notes are terse; Our first run was a plain two-node graph with no LLM; the second was a one-tool agent task on a local 3B model. Neither covered persistence, RemoteGraph or the fixes in this release.

Latest version we cover: 1.2.17 (Oct 24, 2026). Vendor: LangChain.

When to look beyond LangGraph

Skip LangGraph if:

Read the full LangGraph write-up →

When LangGraph is still the right pick

Stay with LangGraph if:

LangGraph: Not verified. Evidence: Tested (smoke test, 2026-10-25, local 3B model (Qwen2.5-3B)).

Before you switch, note what we could not verify about LangGraph:

See also all alternatives pages and side-by-side comparisons.

LangGraph and its alternatives at a glance

LangGraph and alternatives: evidence, pricing status, latest version and last verified date
ToolEvidencePricingLatest version we coverLast verified
LangGraphTested (smoke test, 2026-10-25, local 3B model (Qwen2.5-3B))Not verified1.2.17
OpenAI Agents SDKTested (smoke test, 2026-10-25, local Qwen2.5-3B-Instruct, not vendor models)Not verifiedv0.24.0
CrewAITested (smoke test, 2026-10-25, local Qwen2.5-3B-Instruct, not vendor models)Not verified1.15.30
Google ADKTested (smoke test, 2026-10-25, local Qwen2.5-3B-Instruct, not vendor models)Not verifiedv2.13.0
LangflowTested (smoke test, 2026-10-26, no LLM involved)Partly verifiedn/a
BotpressReported (not run by us)Official page, datedn/a
GumloopReported (not run by us)Official page, datedn/a
LindyReported (not run by us)Official page, datedn/a
Microsoft Copilot StudioReported (not run by us)Not verifiedn/a
Pydantic AITested (smoke test, 2026-10-25, local 3B model (Qwen2.5-3B))Official page, datedn/a
Relevance AIReported (not run by us)Not verifiedn/a
VoiceflowReported (not run by us)Not verifiedn/a
Vercel AI SDKTested (smoke test, 2026-10-25, local 3B model (Qwen2.5-3B))Official page, datedn/a

Evidence labels: Reported means written from official sources; Tested means a small smoke test with its scope stated. See methodology. Pricing status shows how well we could verify prices; open each tool page for the note.

12 alternatives

OpenAITested (smoke test)

OpenAI Agents SDK

Verdict: Pick it if you want a small, official framework for multi-agent flows on the OpenAI API; the update is incremental.

Pick OpenAI Agents SDK if: Python developers building agents on OpenAI models; Teams that want MCP tools plus approvals and sessions.

  • For agent building: OpenAI Agents SDK is #2, LangGraph is #3.
  • Latest release we cover: OpenAI Agents SDK v0.24.0 on Oct 15, 2026. LangGraph 1.2.17 on Oct 24, 2026.
  • Evidence: OpenAI Agents SDK: Tested (smoke test, 2026-10-25, local Qwen2.5-3B-Instruct, not vendor models). LangGraph: Tested (smoke test, 2026-10-25, local 3B model (Qwen2.5-3B)).
  • Strength: OpenAI Agents SDK: MIT license, official OpenAI project. LangGraph: MIT license, large community.
  • Main caveat: OpenAI Agents SDK: Releases are mostly dependency bumps and fixes. LangGraph: More concepts to learn than simpler SDKs.
CrewAITested (smoke test)

CrewAI

Verdict: Reasonable if you like the crew-of-agents mental model; the memory and tool-loop fixes in this release are worth taking.

Pick CrewAI if: Developers who want role-based multi-agent flows; Teams that want a built-in eval command.

  • For agent building: CrewAI is #5, LangGraph is #3.
  • Latest release we cover: CrewAI 1.15.30 on Oct 23, 2026. LangGraph 1.2.17 on Oct 24, 2026.
  • Evidence: CrewAI: Tested (smoke test, 2026-10-25, local Qwen2.5-3B-Instruct, not vendor models). LangGraph: Tested (smoke test, 2026-10-25, local 3B model (Qwen2.5-3B)).
  • Strength: CrewAI: MIT license and a large GitHub following. LangGraph: MIT license, large community.
  • Main caveat: CrewAI: Very fast release cadence (several versions per week). LangGraph: More concepts to learn than simpler SDKs.

LangGraph vs CrewAI →

GoogleTested (smoke test)

Google ADK

Verdict: Update with care: a big, useful release for Gemini users, but it includes a telemetry default change.

Pick Google ADK if: Python teams building on Gemini or Google Cloud; Developers who need live voice agents.

  • For agent building: Google ADK is #4, LangGraph is #3.
  • Latest release we cover: Google ADK v2.13.0 on Oct 22, 2026. LangGraph 1.2.17 on Oct 24, 2026.
  • Evidence: Google ADK: Tested (smoke test, 2026-10-25, local Qwen2.5-3B-Instruct, not vendor models). LangGraph: Tested (smoke test, 2026-10-25, local 3B model (Qwen2.5-3B)).
  • Strength: Google ADK: Apache-2.0 license. LangGraph: MIT license, large community.
  • Main caveat: Google ADK: Breaking telemetry default in 2.13.0. LangGraph: More concepts to learn than simpler SDKs.
LangflowTested (smoke test)

Langflow

Verdict: MIT-licensed visual builder for AI agents and MCP servers with a very large GitHub following.

Pick Langflow if: Visual prototyping of RAG and agents; Exposing flows as MCP servers.

  • For agent building: Langflow is not ranked, LangGraph is #3.
  • Latest release we cover: Langflow (no version recorded) on Oct 26, 2026. LangGraph 1.2.17 on Oct 24, 2026.
  • Evidence: Langflow: Tested (smoke test, 2026-10-26, no LLM involved). LangGraph: Tested (smoke test, 2026-10-25, local 3B model (Qwen2.5-3B)).
  • Strength: Langflow: MIT license. LangGraph: MIT license, large community.
  • Main caveat: Langflow: Hosted pricing not read. LangGraph: More concepts to learn than simpler SDKs.
BotpressReported

Botpress

Verdict: Customer-support AI agent platform with a free plan and conversation-based paid plans.

Pick Botpress if: Support teams wanting AI agents with per-conversation costs.

  • For agent building: Botpress is not ranked, LangGraph is #3.
  • Latest release we cover: Botpress (no version recorded) on Oct 25, 2026. LangGraph 1.2.17 on Oct 24, 2026.
  • Evidence: Botpress: Reported (not run by us). LangGraph: Tested (smoke test, 2026-10-25, local 3B model (Qwen2.5-3B)).
  • Strength: Botpress: Published conversation rates. LangGraph: MIT license, large community.
  • Main caveat: Botpress: Support-focused. LangGraph: More concepts to learn than simpler SDKs.
GumloopReported

Gumloop

Verdict: Agent builder for teams; plans start at $37 per month with 20k included credits.

Pick Gumloop if: Teams letting non-engineers build agents with IT controls.

  • For agent building: Gumloop is not ranked, LangGraph is #3.
  • Latest release we cover: Gumloop (no version recorded) on Oct 25, 2026. LangGraph 1.2.17 on Oct 24, 2026.
  • Evidence: Gumloop: Reported (not run by us). LangGraph: Tested (smoke test, 2026-10-25, local 3B model (Qwen2.5-3B)).
  • Strength: Gumloop: Credits transparent. LangGraph: MIT license, large community.
  • Main caveat: Gumloop: No permanent free plan seen. LangGraph: More concepts to learn than simpler SDKs.
LindyReported

Lindy

Verdict: AI 'employee' builder that connects to your tools; Free plan with $50 in credits that last 7 days, then credit-based plans.

Pick Lindy if: Non-technical teams automating assistant-style work.

  • For agent building: Lindy is not ranked, LangGraph is #3.
  • Latest release we cover: Lindy (no version recorded) on Oct 25, 2026. LangGraph 1.2.17 on Oct 24, 2026.
  • Evidence: Lindy: Reported (not run by us). LangGraph: Tested (smoke test, 2026-10-25, local 3B model (Qwen2.5-3B)).
  • Strength: Lindy: Quick start. LangGraph: MIT license, large community.
  • Main caveat: Lindy: Free credits expire after 7 days. LangGraph: More concepts to learn than simpler SDKs.
MicrosoftReported

Microsoft Copilot Studio

Verdict: Microsoft's platform for creating and managing custom agents, workflows and apps with no code.

Pick Microsoft Copilot Studio if: Microsoft 365 organizations building internal agents.

  • For agent building: Microsoft Copilot Studio is not ranked, LangGraph is #3.
  • Latest release we cover: Microsoft Copilot Studio (no version recorded) on Oct 25, 2026. LangGraph 1.2.17 on Oct 24, 2026.
  • Evidence: Microsoft Copilot Studio: Reported (not run by us). LangGraph: Tested (smoke test, 2026-10-25, local 3B model (Qwen2.5-3B)).
  • Strength: Microsoft Copilot Studio: Microsoft ecosystem. LangGraph: MIT license, large community.
  • Main caveat: Microsoft Copilot Studio: Pricing not read. LangGraph: More concepts to learn than simpler SDKs.
PydanticTested (smoke test)

Pydantic AI

Verdict: Python agent framework built on Pydantic types, covering agents, realtime voice, image generation and embeddings.

Pick Pydantic AI if: Python teams that value type safety and validation.

  • For agent building: Pydantic AI is not ranked, LangGraph is #3.
  • Latest release we cover: Pydantic AI (no version recorded) on Oct 25, 2026. LangGraph 1.2.17 on Oct 24, 2026.
  • Evidence: Pydantic AI: Tested (smoke test, 2026-10-25, local 3B model (Qwen2.5-3B)). LangGraph: Tested (smoke test, 2026-10-25, local 3B model (Qwen2.5-3B)).
  • Strength: Pydantic AI: Type-safe design. LangGraph: MIT license, large community.
  • Main caveat: Pydantic AI: Python only. LangGraph: More concepts to learn than simpler SDKs.
Relevance AIReported

Relevance AI

Verdict: Platform for specialist AI agents for sales, customer success, marketing and HR, with an embedded deployment team.

Pick Relevance AI if: Go-to-market teams wanting managed agent rollout.

  • For agent building: Relevance AI is not ranked, LangGraph is #3.
  • Latest release we cover: Relevance AI (no version recorded) on Oct 25, 2026. LangGraph 1.2.17 on Oct 24, 2026.
  • Evidence: Relevance AI: Reported (not run by us). LangGraph: Tested (smoke test, 2026-10-25, local 3B model (Qwen2.5-3B)).
  • Strength: Relevance AI: Deployment help. LangGraph: MIT license, large community.
  • Main caveat: Relevance AI: Pricing not read. LangGraph: More concepts to learn than simpler SDKs.
VoiceflowReported

Voiceflow

Verdict: Platform for chat and voice AI agents for customer experience teams.

Pick Voiceflow if: CX teams building chat and voice agents.

  • For agent building: Voiceflow is not ranked, LangGraph is #3.
  • Latest release we cover: Voiceflow (no version recorded) on Oct 25, 2026. LangGraph 1.2.17 on Oct 24, 2026.
  • Evidence: Voiceflow: Reported (not run by us). LangGraph: Tested (smoke test, 2026-10-25, local 3B model (Qwen2.5-3B)).
  • Strength: Voiceflow: Chat and voice. LangGraph: MIT license, large community.
  • Main caveat: Voiceflow: Pricing not read. LangGraph: More concepts to learn than simpler SDKs.
VercelTested (smoke test)

Vercel AI SDK

Verdict: Vercel's TypeScript SDK that gives one API across many model providers, with streaming and agent helpers.

Pick Vercel AI SDK if: TypeScript and Next.js teams building chat or agent UIs.

  • For agent building: Vercel AI SDK is not ranked, LangGraph is #3.
  • Latest release we cover: Vercel AI SDK (no version recorded) on Oct 24, 2026. LangGraph 1.2.17 on Oct 24, 2026.
  • Evidence: Vercel AI SDK: Tested (smoke test, 2026-10-25, local 3B model (Qwen2.5-3B)). LangGraph: Tested (smoke test, 2026-10-25, local 3B model (Qwen2.5-3B)).
  • Strength: Vercel AI SDK: Apache-2.0. LangGraph: MIT license, large community.
  • Main caveat: Vercel AI SDK: JavaScript ecosystem only. LangGraph: More concepts to learn than simpler SDKs.

FAQ

What are the best alternatives to LangGraph?

OpenAI Agents SDK, CrewAI, Google ADK, Langflow, Botpress, Gumloop, Lindy, Microsoft Copilot Studio, Pydantic AI, Relevance AI, Voiceflow, Vercel AI SDK. Each is covered with a verdict on this site.

When should I use something other than LangGraph?

Skip LangGraph if: You want the shortest path to a simple agent; You are looking for new features in this release.