Published method
Public Agent Frameworks brand benchmark
4-ai-agent-frameworks-2026-07-27-models-64232fd32583
Version
Jul 27, 2026
Published
7
Boards
public-ai-agent-frameworks
Method ID
Where the facts come from
- Providers
- 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
- Provider Views
- 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
- Provider Matrix Version
64232fd32583
How the order is produced
recommendation-prompt presence descending; mention coverage, engine breadth, mention share, citation share, then entity slug
When the method reruns
- The prompt boards are re-run in rotation, about one category a day, so each board refreshes every few weeks and shows the date of its snapshot.
Boards
Boards using this version
| Board | Primary measure | Rows | Confidence | Snapshot | Board version | Refresh | Board |
|---|---|---|---|---|---|---|---|
| AI agent framework rank | public-prompt-brand-recommendation-presence | 16 | 100% | Sep 14, 2026 | 4-ai-agent-frameworks-2026-07-27-models-64232fd32583 | Rotating schedule | Open the board: AI agent framework rank |
| AI agent framework presence | public-prompt-brand-mention-coverage | 16 | 100% | Sep 14, 2026 | 4-ai-agent-frameworks-2026-07-27-models-64232fd32583 | Rotating schedule | Open the board: AI agent framework presence |
| AI agent framework citation share | public-prompt-brand-citation-share | 16 | 100% | Sep 14, 2026 | 4-ai-agent-frameworks-2026-07-27-models-64232fd32583 | Rotating schedule | Open the board: AI agent framework citation share |
| AI agent framework engine breadth | public-prompt-brand-engine-breadth | 16 | 100% | Sep 14, 2026 | 4-ai-agent-frameworks-2026-07-27-models-64232fd32583 | Rotating schedule | Open the board: AI agent framework engine breadth |
| Agent frameworks in OpenAI model API answers | public-prompt-openai-brand-recommendation-presence | 16 | 100% | Sep 14, 2026 | 4-ai-agent-frameworks-2026-07-27-models-64232fd32583 | Rotating schedule | Open the board: Agent frameworks in OpenAI model API answers |
| Agent frameworks in Anthropic model API answers | public-prompt-anthropic-brand-recommendation-presence | 16 | 100% | Sep 14, 2026 | 4-ai-agent-frameworks-2026-07-27-models-64232fd32583 | Rotating schedule | Open the board: Agent frameworks in Anthropic model API answers |
| Agent frameworks in Gemini model API answers | public-prompt-gemini-brand-recommendation-presence | 16 | 100% | Sep 14, 2026 | 4-ai-agent-frameworks-2026-07-27-models-64232fd32583 | Rotating schedule | Open the board: Agent frameworks in Gemini model API answers |
Versioned contract
Complete measurement ledger
Cohort
Not specified.
Prompts
- 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
Category
ai-agent-frameworks
Providers
- 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 Policy
- 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
- Maximum Daily Provider Attempts Including Retries
72
Limitations
- This is one response per prompt/provider pair in each run; 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.
Rank Formula
recommendation-prompt presence descending; mention coverage, engine breadth, mention share, citation share, then entity slug
Answer Policy
- 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
Corpus Version
ai-agent-frameworks-2026-07-27
Provider Views
- 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
Runner Version
4
Canonical Brands
- 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
Benchmark Version
4-ai-agent-frameworks-2026-07-27-models-64232fd32583
Evaluation Surface
- 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.
Strict Completeness
- Prompt Count
12
- Provider Count
3
- Required Successful Runs
36
Measurement Semantics
- 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.
Provider Matrix Version
64232fd32583
Recommendation Semantics
Presence means mentioned or cited in an answer to a recommendation-intent prompt. It does not claim positive recommendation, endorsement, or sentiment.
See how often AI names you.
Enter your website. In about two minutes, Rank.ai asks ChatGPT, Claude and Gemini 12 questions your customers ask and grades how often they name you.
- Your grade out of 100How often AI names you, cites your site, and how high it ranks you.
- Who gets namedEvery competitor in the answers, most named first.
- The pages AI readsThe sources behind each answer.
- Three fixesWhat to fix first, with a brief for the first article.