Public Agent Frameworks brand benchmark

• Slug

  best-production-ai-agent-framework

  Text

  What are the best open-source frameworks for building reliable AI agents in a production application?

  Intent

  recommendation

• Slug

  typed-python-agent-framework

  Text

  Recommend a Python-first agent framework with typed dependencies, structured outputs, tool validation, and testability.

  Intent

  recommendation

• Slug

  typescript-streaming-agent-sdk

  Text

  Which TypeScript toolkit is best for streaming agent interfaces, tool calling, structured data, and multiple model providers?

  Intent

  recommendation

• Slug

  multi-agent-handoffs-framework

  Text

  Recommend a framework for role-based multi-agent teams, explicit handoffs, delegation, and human approval steps.

  Intent

  recommendation

• Slug

  durable-stateful-agent-graphs

  Text

  What is the best framework for durable stateful agent graphs with checkpointing, retries, memory, and human-in-the-loop control?

  Intent

  recommendation

• Slug

  enterprise-dotnet-java-agent-framework

  Text

  Which enterprise agent framework is strongest for .NET or Java teams that need plugins, governance, telemetry, and orchestration?

  Intent

  recommendation

• Slug

  cloud-native-agent-development-framework

  Text

  Recommend a cloud-native agent development framework with managed deployment, identity, security controls, and model flexibility.

  Intent

  recommendation

• Slug

  rag-data-agent-framework

  Text

  Which agent framework is best for retrieval-heavy applications that use documents, data connectors, indexes, and citations?

  Intent

  recommendation

• Slug

  agent-framework-portability-overhead

  Text

  How should a team compare AI agent frameworks for abstraction overhead, model portability, lock-in, and debugging complexity?

  Intent

  commercial

• Slug

  agent-framework-reliability-criteria

  Text

  Which reliability criteria matter when choosing an agent framework, including state, retries, tracing, and deterministic tests?

  Intent

  commercial

• Slug

  agent-framework-vs-raw-model-sdk

  Text

  When should an engineering team adopt an agent framework instead of building a tool-calling loop directly on a model API?

  Intent

  commercial

• Slug

  agent-framework-longevity-licensing

  Text

  How should a company evaluate maintainer commitment, licensing, release stability, and migration risk in an agent framework?

  Intent

  commercial

ai-agent-frameworks

• Provider

  openai

  Configured Model

  openai/gpt-4o-mini

• Provider

  anthropic

  Configured Model

  anthropic/claude-haiku-4-5

• Provider

  gemini

  Configured Model

  google/gemini-2.5-flash

Cost Basis

Provider-reported LLM cost returned by the existing AI Rank provider/cache layer.

Maximum Daily Billed Cost Usd

2.00

Maximum Daily Provider Calls

60

• This is one daily response per prompt/provider pair; model output can vary between runs.
• The fixed 12-prompt Agent Frameworks category does not estimate general market share or brand awareness.
• Presence share and citation share are relative only to the reviewed 16-brand universe; untracked brands are excluded from those denominators.
• OpenAI, Anthropic, and Google are both evaluated brands and configured model providers; no self-provider bias correction is applied.

recommendation-prompt presence descending; mention coverage, engine breadth, mention share, citation share, then entity slug

Published Evidence

answer hashes, deterministic bounded brand counts, and deduplicated URL-derived citation counts

Full Provider Answers Published

No

Full Provider Answers Stored In Public Index

No

ai-agent-frameworks-2026-07-27

• Provider

  openai

  Board Slug

  ai-agent-frameworks-brand-openai-visibility

  Primary Metric Slug

  public-prompt-openai-brand-recommendation-presence

• Provider

  anthropic

  Board Slug

  ai-agent-frameworks-brand-anthropic-visibility

  Primary Metric Slug

  public-prompt-anthropic-brand-recommendation-presence

• Provider

  gemini

  Board Slug

  ai-agent-frameworks-brand-gemini-visibility

  Primary Metric Slug

  public-prompt-gemini-brand-recommendation-presence

4

• Name

  LangGraph / Deep Agents

  Aliases

  • LangGraph
  • LangChain Deep Agents
  • Deep Agents

  Entity Slug

  langgraph

  Primary Domain

  langchain.com

  Citation Domains

  • langchain.com
  • docs.langchain.com

  Case Sensitive Aliases

• Name

  LlamaIndex

  Aliases

  • LlamaIndex
  • LlamaIndex Workflows

  Entity Slug

  llamaindex

  Primary Domain

  llamaindex.ai

  Citation Domains

  • llamaindex.ai
  • docs.llamaindex.ai

  Case Sensitive Aliases

• Name

  OpenAI Agents SDK

  Aliases

  • OpenAI Agents SDK

  Entity Slug

  openai-agents-sdk

  Primary Domain

  openai.com

  Citation Domains

  • openai.com
  • openai.github.io

  Case Sensitive Aliases

• Name

  Claude Agent SDK

  Aliases

  • Claude Agent SDK
  • Anthropic Agent SDK

  Entity Slug

  claude-agent-sdk

  Primary Domain

  anthropic.com

  Citation Domains

  • anthropic.com
  • docs.anthropic.com

  Case Sensitive Aliases

• Name

  Google Agent Development Kit

  Aliases

  • Google Agent Development Kit
  • Google ADK

  Entity Slug

  google-adk

  Primary Domain

  google.github.io

  Citation Domains

  • google.github.io
  • cloud.google.com

  Case Sensitive Aliases

• Name

  Microsoft Agent Framework

  Aliases

  • Microsoft Agent Framework

  Entity Slug

  microsoft-agent-framework

  Primary Domain

  microsoft.com

  Citation Domains

  • microsoft.com
  • learn.microsoft.com
  • microsoft.github.io

  Case Sensitive Aliases

• Name

  CrewAI

  Aliases

  • CrewAI

  Entity Slug

  crewai

  Primary Domain

  crewai.com

  Citation Domains

  • crewai.com
  • docs.crewai.com

  Case Sensitive Aliases

• Name

  Pydantic AI

  Aliases

  • Pydantic AI
  • PydanticAI

  Entity Slug

  pydantic-ai

  Primary Domain

  pydantic.dev

  Citation Domains

  • pydantic.dev
  • ai.pydantic.dev

  Case Sensitive Aliases

• Name

  Strands Agents

  Aliases

  • Strands Agents
  • Strands Agents SDK

  Entity Slug

  strands-agents

  Primary Domain

  strandsagents.com

  Citation Domains

  • strandsagents.com
  • aws.amazon.com

  Case Sensitive Aliases

• Name

  Mastra

  Aliases

  • Mastra
  • Mastra AI

  Entity Slug

  mastra

  Primary Domain

  mastra.ai

  Citation Domains

  • mastra.ai

  Case Sensitive Aliases

• Name

  Vercel AI SDK

  Aliases

  • Vercel AI SDK

  Entity Slug

  vercel-ai-sdk

  Primary Domain

  ai-sdk.dev

  Citation Domains

  • ai-sdk.dev
  • vercel.com

  Case Sensitive Aliases

• Name

  Agno

  Aliases

  • Agno
  • Agno AgentOS

  Entity Slug

  agno

  Primary Domain

  agno.com

  Citation Domains

  • agno.com
  • docs.agno.com

  Case Sensitive Aliases

• Name

  Hugging Face smolagents

  Aliases

  • Hugging Face smolagents
  • smolagents

  Entity Slug

  smolagents

  Primary Domain

  huggingface.co

  Citation Domains

  • huggingface.co

  Case Sensitive Aliases

• Name

  Haystack

  Aliases

  • Haystack
  • deepset Haystack

  Entity Slug

  haystack

  Primary Domain

  deepset.ai

  Citation Domains

  • deepset.ai
  • haystack.deepset.ai

  Case Sensitive Aliases

  • Haystack

• Name

  DSPy

  Aliases

  • DSPy

  Entity Slug

  dspy

  Primary Domain

  dspy.ai

  Citation Domains

  • dspy.ai

  Case Sensitive Aliases

• Name

  BeeAI Framework

  Aliases

  • BeeAI Framework
  • BeeAI

  Entity Slug

  beeai-framework

  Primary Domain

  beeai.dev

  Citation Domains

  • beeai.dev

  Case Sensitive Aliases

4-ai-agent-frameworks-2026-07-27-models-64232fd32583

Search

A common Rank.ai web-search tool is available to all three configured models.

Gateway

Rank.ai's configured OpenRouter-compatible gateway

Not Consumer Products

Results measure the configured model/API runs, not the ChatGPT, Claude, or Gemini consumer application interfaces.

Prompt Count

12

Provider Count

3

Required Successful Runs

36

Confidence

A value of 1.0 means the complete frozen cohort passed the deterministic extraction and publication gates; it is not a statistical confidence interval.

Citation Share Denominator

Distinct answer-level HTTP(S) citation URLs whose URL-derived hostname matches any reviewed brand domain.

Presence Share Denominator

The sum of reviewed-brand answer-presences. One answer may contribute presence to multiple brands.

Mention Coverage Denominator

36 answers: all 12 prompts multiplied by 3 configured providers.

Provider Citation Share Denominator

Distinct reviewed-brand-domain citations within the named configured model API provider's 20-answer cohort.

Recommendation Presence Denominator

24 answers: recommendation-intent prompts multiplied by 3 configured providers.

Provider Mention Coverage Denominator

12 prompts for the named configured model API provider.

Provider Recommendation Presence Denominator

8 recommendation-intent prompts for the named configured model API provider.

64232fd32583

Presence means mentioned or cited in an answer to a recommendation-intent prompt. It does not claim positive recommendation, endorsement, or sentiment.