Skip to content

Agno vs LangGraph (2026): which should you pick?

As of Nov 13, 2026, LangGraph grades higher than Agno: 2.6 against 2.2 out of 4.0.

Checked Nov 13, 2026 · graded Nov 13, 2026 by ToolGPA

LangGraph grades higher on value for money and the free plan. They get the same grade on features, ease of use and platforms.

Price, platforms and features side by side. The table says where each price was read and when.

Agno

Open-source agent runtime with a hosted control plane

Free plan · from $150/mo

LangGraph

Open-source framework for building controllable AI agents

Free plan · from $39/mo

Which one is for you

Pick Agno if

  • Fits if you want agents running in your own cloud with a console to watch them
  • Works for teams that already have infrastructure and want a control plane on top

Look elsewhere if

  • Pricey if you want a live control plane, at $150 a month for 1 connection and 3 seats
  • Skip it if you do not want to host a runtime and pay for infrastructure
  • Tight if you grow: extra seats are $30 and extra connections $95 a month
  • Watch out: SAML SSO is a $300 a month add-on on Pro
  • Watch out: end-user audit logs and custom RBAC need Enterprise

Pick LangGraph if

  • Fits if you write Python or JavaScript and want control over each agent step
  • Works for teams that already use LangChain or LangSmith

Look elsewhere if

  • Not for you if you want a visual builder, because the framework itself has none
  • Pricey if you deploy on LangChain's servers, which needs Plus at $39 a seat a month
  • Watch out: traces, Agent Server compute and sandboxes are metered in LSUs at $1 each past the allowances
  • Tight if you need history, since base traces are kept 14 days and 180-day traces cost extra

How we grade them

2.2GPAAgnoFair2.6GPALangGraphGood
Value for money
DPro is $150 a month, the start of the category's dearest tenth, for one live connection and three seats. The runtime is free but you host it.
CThe library is free, but deploying on LangChain's infrastructure needs LangSmith Plus at $39 a seat, above the category's middle of $25, with usage billed in LSUs.
Free plan and trial
BThe free plan has no usage cap and a control plane for a local AgentOS. Going live is the paid step.
AFree outright: the MIT library has no cap, and LangSmith Developer is $0 for one seat with 5k traces a month.
Features
BRuntime, agents, teams, workflows, traces, evals and approvals. Nothing in the listing shows a gap in the core job.
BSingle and multi-agent control, human approval, persistent memory, streaming and an Agent Server for deployment. The framework has no visual builder.
Ease of use
DNo rating on record. You run the runtime on your own infrastructure and write code.
DYou write code and run it yourself, or deploy an Agent Server. We found no store rating.
Platforms and integrations
BWeb control plane and API or MCP serving, with Slack, Discord, ChatGPT, Claude and Cursor links. No desktop or phone app.
BA code library with LangChain, LangSmith and MCP connections, plus hosted, hybrid or self-hosted deployment. No desktop or phone app.
Best forself-run agent runtime with paid control planebuilding controllable AI agents in code

The GPA is the average of the five grades: an A is 4 points, an F is none. The full reasons are on each tool's page: Agno and LangGraph. How we grade

Price against what you get

Agno starts at $150 a month and scores 2.3 out of 4 on features, ease of use and platforms. LangGraph starts at $39 a month for each person and scores 2.3.

They score the same, and LangGraph starts $111 a month lower. Of the other AI agents on the chart, 36 score higher than Agno for less, and 29 score higher than LangGraph for less.

Features, ease of use and platforms, averaged

D1.0C2.0B3.0A4.0Free$5$10$20$50$100$200$500$1k$2k$5kMore for lessCosts more, scores moreCosts less, scores lessCosts more, scores lessAgnoLangGraph

What paid plans start at, a month (each step along is roughly double) →

  • The best score at each price
  • Has a free plan
  • No free plan
The full chart of AI agents, and the best at every price

Where they differ

  • LangGraph also covers workflow automation.
In commonFree planWebOpen sourceSelf-hostableAI agents

At a glance

AgnoLangGraph
PricingFree planFree plan
Starts at$150 per month for the Pro control plane$39 per seat / month, billed monthly
Free plan$0 a month, unlimited usage and retention, and a control plane for a local AgentOS.The LangGraph library is MIT-licensed and free. LangSmith Developer is $0 for 1 seat with 5k base traces a month.
Free trialFree trial of Pro offered; length not stated on the pageNone listed
Web
Made byAgnoLangChain
Price read fromagno.comlangchain.com
CheckedNov 13, 2026Nov 13, 2026

Worth knowing

Agno

  • The paid Pro plan covers one live AgentOS connection and three seats; more cost $95 and $30 a month each.
  • SAML SSO is a $300 a month add-on on Pro.
  • You run the runtime on your own infrastructure, so hosting and model costs are yours.
  • Governance features such as end-user audit logs and custom RBAC need Enterprise.

LangGraph

  • The library is code only; there is no visual builder in the framework itself.
  • Deploying on LangChain's infrastructure needs LangSmith Plus ($39 per seat / month) or Enterprise; the Developer plan has no Agent Server.
  • Beyond the included allowances, traces, Agent Server compute and sandboxes are metered in LangSmith units (1 LSU = $1).
  • Base traces are kept 14 days; 180-day extended traces cost extra.

Key features

Agno

AgentOS runtime
A runtime that serves agents as an API for your product and as an MCP server that ChatGPT and Claude can connect to.
Control plane
A web console for chat, sessions, traces, memory, knowledge, metrics, evaluations, approvals and a scheduler.
Agents, teams and workflows
The demo environment shows single agents, teams of agents and step-based workflows, such as an invoice flow with an approval gate.
Runs in your own cloud
The vendor says you own your data and compute, so it does not meter usage, storage or egress.
Works with other frameworks
The Free plan's control plane accepts agents built with the Agno SDK, LangGraph or Claude Code.

LangGraph

Graph-based agent control
Low-level primitives for single-agent, multi-agent and hierarchical control flows in one framework.
Human-in-the-loop
Approval and moderation checks can be added so a person can steer or approve agent actions.
Persistent memory
Built-in memory stores conversation history and keeps context across sessions.
Streaming
Native token-by-token streaming exposes the agent's reasoning and actions as they happen.
Agent Server deployment
LangSmith Agent Server hosts agents in the cloud, in a hybrid setup, or fully self-hosted, with cron scheduling, an Assistants API and Studio.

Plans

Agno

  • Free$0

    Control plane for a local AgentOS with chat, traces, memory, evaluations and templates, plus community support.

  • Pro$150

    per month for 1 live AgentOS connection and 3 seats

    Control plane for a live AgentOS, basic role-based access and email support. Extra seats $30, extra connections $95 a month.

  • EnterpriseCustom

    End-user management and audit logs, custom RBAC, Slack Connect, an SLA and security reviews.

LangGraph

  • LangGraph (open source)$0

    MIT-licensed library you run yourself; the vendor says it is free to use.

  • LangSmith Developer$0

    per seat / month, then pay as you go

    1 seat, 5k base traces a month, community support. No Agent Server.

  • LangSmith Plus$39

    per seat / month, billed monthly, then pay as you go

    Unlimited seats, 10k base traces a month and 1 small serverless Agent Server included; extra servers and usage are billed in LSUs.

  • LangSmith EnterpriseCustom

    Cloud, hybrid or self-hosted deployment, custom SSO, RBAC, support SLA and custom seats.

Ways to pay less

Agno

No public discounts listed.

LangGraph

  • Startups

    LangSmith for Startups

    Discounted rates and credits of up to $10,000 for VC-backed startups, by application.

Common questions

Which is cheaper, Agno or LangGraph?

As of Nov 13, 2026, Agno starts at $150 per month for the Pro control plane, and LangGraph starts at $39 per seat / month, billed monthly. One is priced for each person and the other is not, so which costs less depends on how many of you use it.

Which has a free plan, Agno or LangGraph?

As of Nov 13, 2026, both Agno and LangGraph have a free plan.

More comparisons

How this page was made

  • The verdict at the top follows a fixed rule. When both tools are in the same category and either is in our top three for it, the verdict follows that ranking: the higher-placed tool is our pick. The top three weigh who each tool suits as well as its grades, so a pick can go against the GPA. Otherwise the page does not pick one and says which grades higher: the higher GPA first; on a tie, the one with a free plan, then the one that starts cheaper in dollars a month, counted the same way for both; if they are still level, what the choice depends on.
  • The grades are our own, from each tool’s review or report card. The GPA is their average.
  • Prices, plans and platforms come from each tool’s listing. The table above says where each price was read and when.
  • The differences and the answers to the questions are worked out from those listings.
How we review and grade