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Claude Agent SDK alternatives

15 tools we tested head to head against Claude Agent SDK, ranked — and what each one actually does differently.

last reviewed 23 jul 2026 · from our best 16 ai agent frameworks ·list curated by Onur Ozcanxin

first — what you'd be leaving

Claude Agent SDK ranks #5 of 16 in our ai agent frameworks testing. the exact harness that runs claude code, as a library.

85/100

the best-in-class tool-using autonomous loop, because it's literally what runs claude code — with context management no one else matches. the trade-off is deliberate: claude-only.

why people look for an alternative
  • claude-only by design
  • not a multi-provider orchestrator
  • bring your own tracing/evals

stay with Claude Agent SDK if unmatched for file/command/code-using autonomous agents is the thing you care about most — nothing below beats it on that.

the short version
best alternativeLangGraphteams that need durable state, human-in-the-loop and fine-grained control92/100
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  1. 1

    LangGraph

    #1 in ai agent frameworks · the most production-proven stateful-agent runtime

    92/100

    verdictthe thing serious teams build on: a low-level graph runtime with real durability and human-in-the-loop, 1.0-stable, and proven at production scale. steeper to learn, but it earns it.

    LangGraph vs Claude Agent SDK
     Claude Agent SDKLangGraph
    pricefree — MIT (open source)free — MIT (open source)
    free tieryesyes
    languagepython + typescriptpython + js/ts
    core abstractionautonomous tool loopgraph / state machine
    licenseMITMIT
    durable executioncontext mgmt, not durable stateyes (checkpointers)
    provider lock-inclaude-onlycross-provider

    switch forteams that need durable state, human-in-the-loop and fine-grained control

    pros
    • +genuine durable state, hitl and retries via checkpointers
    • +1.0 stable with a no-breaking-changes commitment
    • +most production-proven option in the category
    cons
    • steeper learning curve than the minimal sdks
    • surrounding langchain ecosystem feels heavy
    • best observability/evals live in paid langsmith
  2. 2

    OpenAI Agents SDK

    #2 in ai agent frameworks · minimal, clean and production-ready — despite the name

    89/100

    verdictthe productionised successor to swarm: a tight event-loop with handoffs, guardrails and built-in tracing that ships fast and reads cleanly. thinner on durability than langgraph, but you can bolt temporal on.

    OpenAI Agents SDK vs Claude Agent SDK
     Claude Agent SDKOpenAI Agents SDK
    pricefree — MIT (open source)free — MIT (open source)
    free tieryesyes
    languagepython + typescriptpython + typescript
    core abstractionautonomous tool loopevent loop + handoffs
    licenseMITMIT
    durable executioncontext mgmt, not durable statevia temporal integration
    provider lock-inclaude-onlycross-provider

    switch forteams that want a small, readable agent sdk with built-in tracing

    pros
    • +minimal, readable, fast to ship
    • +built-in tracing, guardrails and sessions
    • +cross-provider despite the openai name
    cons
    • no native durable execution (pair with temporal)
    • leans toward openai's own apis
    • lighter state story than langgraph
  3. 3

    Pydantic AI

    #3 in ai agent frameworks · type-safe agents from the team that validates half of python ai

    88/100

    verdictthe type-safety pick: v1-stable, native temporal durable execution and opentelemetry built in, from the team whose library underpins most python ai. younger multi-agent story than the leaders.

    Pydantic AI vs Claude Agent SDK
     Claude Agent SDKPydantic AI
    pricefree — MIT (open source)free — MIT (open source)
    free tieryesyes
    languagepython + typescriptpython
    core abstractionautonomous tool looptyped agent + graph
    licenseMITMIT
    durable executioncontext mgmt, not durable stateyes (native temporal)
    provider lock-inclaude-onlycross-provider

    switch forpython teams that want typed, validated agent outputs and clean observability

    pros
    • +best type-safety and structured outputs in python
    • +v1 stable with native temporal durable execution
    • +opentelemetry/logfire tracing and first-class mcp
    cons
    • younger multi-agent story than langgraph/crewai
    • smaller (if fast-growing) ecosystem
    • python only
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  4. 4

    Google ADK

    #4 in ai agent frameworks · code-first, ga, enterprise deploy — with gemini gravity

    86/100

    verdicta clean, ga code-first framework with strong multi-agent orchestration and a real enterprise deploy story on vertex — model-agnostic via litellm, but at its best on gemini and gcp.

    Google ADK vs Claude Agent SDK
     Claude Agent SDKGoogle ADK
    pricefree — MIT (open source)free — Apache-2.0 (open source)
    free tieryesyes
    languagepython + typescriptpython + java
    core abstractionautonomous tool loopagent + workflow agents
    licenseMITApache-2.0
    durable executioncontext mgmt, not durable statevia vertex agent engine
    provider lock-inclaude-onlymodel-agnostic (litellm)

    switch forteams building multi-agent systems that will deploy on google cloud

    pros
    • +clean code-first design with strong multi-agent
    • +built-in evals, tracing and a2a
    • +real enterprise deploy story on vertex
    cons
    • gravity toward google cloud and gemini
    • best features assume vertex
    • younger than langgraph as a runtime
  5. 5

    CrewAI

    #6 in ai agent frameworks · the fastest 'team of agents' mental model, now standalone

    83/100

    verdictthe most intuitive role-based framework, now free of its old langchain dependency, with flows for when you need determinism. great ergonomics; fine-grained control is the newer part.

    CrewAI vs Claude Agent SDK
     Claude Agent SDKCrewAI
    pricefree — MIT (open source)free — MIT (open source)
    free tieryesyes
    languagepython + typescriptpython
    core abstractionautonomous tool looprole-based crews + flows
    licenseMITMIT
    durable executioncontext mgmt, not durable stateflow persistence
    provider lock-inclaude-onlycross-provider

    switch forteams that think naturally in roles and want agents collaborating on tasks

    pros
    • +fastest role-based 'team of agents' model
    • +now standalone — dropped the langchain dependency
    • +large community; flows add deterministic control
    cons
    • autonomous crews hard to make deterministic at scale
    • fine-grained control lives in newer flows
    • durability weaker than langgraph/temporal-backed tools
  6. 6

    Microsoft Agent Framework

    #7 in ai agent frameworks · the ga successor that merged autogen and semantic kernel

    81/100

    verdictthe official convergence of autogen and semantic kernel — 1.0 ga, the only serious first-class .net agent framework — but young as a merged product and heavy on azure gravity.

    Microsoft Agent Framework vs Claude Agent SDK
     Claude Agent SDKMicrosoft Agent Framework
    pricefree — MIT (open source)free — MIT (open source)
    free tieryesyes
    languagepython + typescriptpython + .net
    core abstractionautonomous tool loopagent + workflow orchestration
    licenseMITMIT
    durable executioncontext mgmt, not durable stateazure-backed
    provider lock-inclaude-onlymulti-provider (azure-deepest)

    switch for.net shops and azure-centric enterprises building orchestrated agent fleets

    pros
    • +only serious first-class .net agent framework
    • +official 1.0 ga successor to autogen + semantic kernel
    • +a2a, mcp interop and azure deploy
    cons
    • young as a merged product
    • heavy microsoft/azure gravity
    • predecessors' churn muddies the migration story
  7. 7

    AWS Strands Agents

    #8 in ai agent frameworks · model-driven, ga, and already running inside aws services

    80/100

    verdicta clean, model-driven framework that's genuinely production-used inside aws, ga at 1.0 with four multi-agent primitives — model-agnostic, but with the expected aws pull.

    AWS Strands Agents vs Claude Agent SDK
     Claude Agent SDKAWS Strands Agents
    pricefree — MIT (open source)free — Apache-2.0 (open source)
    free tieryesyes
    languagepython + typescriptpython + typescript
    core abstractionautonomous tool loopmodel-driven loop
    licenseMITApache-2.0
    durable executioncontext mgmt, not durable stateremote session manager
    provider lock-inclaude-onlymodel-agnostic

    switch foraws-centric teams that want a model-first loop with native multi-agent primitives

    pros
    • +genuinely production-used inside aws services
    • +ga 1.0 with four native multi-agent primitives
    • +model-agnostic — swap backends without code changes
    cons
    • smaller community than the leaders
    • aws-ecosystem pull; deepest on bedrock
    • younger than langgraph/openai sdk
  8. 8

    LlamaIndex Workflows

    #9 in ai agent frameworks · the right pick when the agent is rag- and data-heavy

    78/100

    verdictan event-driven, 1.0-stable workflow runtime sitting on the strongest rag stack — the natural choice when retrieval, not orchestration, is the hard part of your agent.

    LlamaIndex Workflows vs Claude Agent SDK
     Claude Agent SDKLlamaIndex Workflows
    pricefree — MIT (open source)free — MIT (open source)
    free tieryesyes
    languagepython + typescriptpython + typescript
    core abstractionautonomous tool loopevent-driven steps
    licenseMITMIT
    durable executioncontext mgmt, not durable stateworkflow persistence
    provider lock-inclaude-onlycross-provider

    switch foragents whose core job is retrieval over your own data

    pros
    • +best fit for rag- and data-heavy agents
    • +clean event-driven model, 1.0 stable
    • +sits on a strong retrieval stack
    cons
    • broader llamaindex package sprawl
    • more data-framework than pure agent runtime
    • orchestration lighter than langgraph
  9. 9

    Agno

    #10 in ai agent frameworks · fast, full-stack, now framework-agnostic — after a churny v2

    76/100

    verdicta high-performance, batteries-included library with a genuinely novel framework-agnostic runtime — but the breaking v2 rewrite and the phidata rename hurt its stability story.

    Agno vs Claude Agent SDK
     Claude Agent SDKAgno
    pricefree — MIT (open source)free — Apache-2.0 (open source)
    free tieryesyes
    languagepython + typescriptpython
    core abstractionautonomous tool loopagent + team + agentos
    licenseMITApache-2.0
    durable executioncontext mgmt, not durable stateagentos runtime
    provider lock-inclaude-onlycross-provider

    switch forteams wanting a fast, batteries-included runtime that can host other frameworks' agents

    pros
    • +very fast, batteries-included
    • +novel framework-agnostic agentos runtime
    • +teams and workflows for multi-agent
    cons
    • v2 was a breaking rewrite requiring migration
    • phidata rename plus v2 churn hurt stability perception
    • smaller track record than the leaders
  10. 10

    Mastra

    #11 in ai agent frameworks · the most complete typescript-native agent framework

    75/100

    verdictthe batteries-included choice for typescript: workflows with suspend/resume, memory, evals and a dev playground, with excellent dx. younger and smaller than the python leaders.

    Mastra vs Claude Agent SDK
     Claude Agent SDKMastra
    pricefree — MIT (open source)free — Apache-2.0 core
    free tieryesyes
    languagepython + typescripttypescript
    core abstractionautonomous tool loopagent + workflow
    licenseMITApache-2.0 core (+ commercial ee/)
    durable executioncontext mgmt, not durable stateworkflow suspend/resume
    provider lock-inclaude-onlycross-provider

    switch fortypescript teams that want agents, workflows, memory and evals in one place

    pros
    • +most complete typescript-first agent framework
    • +workflows with suspend/resume, memory and evals
    • +excellent developer experience and dev playground
    cons
    • younger, smaller ecosystem than python leaders
    • durability workflow-based, not temporal-grade
    • commercial ee/ directory split
+ 5 more tested, not detailed here
we ranked 16 ai agent frameworks in total. the 5 that didn't make this page are written up in the full ranking →

how these were compared

every tool on this page went through the same test as Claude Agent SDK — same tasks, same order, scored the same way. the comparison tables are the figures from that testing, not vendor spec sheets.

the ai agent frameworks test in full →
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