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LIVE RANKINGS & DATA
Loading the latest published snapshot and its supporting evidence.
Ranks reviewed Agent Frameworks brands by presence in Gemini's configured model API answers to the fixed public prompt cohort. This does not measure the consumer application.
| Rank | Entity | Signal | Gemini recommendation-prompt presence | Mention coverage | Mention share | Citation share | Engine breadth | OpenAI rec. presence | OpenAI coverage | Confidence | N | Change | Trend | Explain | Compare |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 01 | LangGraph / Deep Agentscompany | 50.0% | 47.22% | 24.29% | 26.47% | 3 | 25% | 25% | 100% | 8 | — | — | Analyze brandWhy this rank | ||
| 02 | Microsoft Agent Frameworkcompany | 37.5% | 33.33% | 17.14% | 35.29% | 3 | 50% | 33.33% | 100% | 8 | — | — | Analyze brandWhy this rank | ||
| 03 | CrewAIcompany | 37.5% | 27.78% | 14.29% | 0% | 3 | 25% | 16.67% | 100% | 8 | — | — | Analyze brandViewing why | ||
| 04 | LlamaIndexcompany | 25.0% | 19.44% | 10% | 0% | 3 | 12.5% | 8.33% | 100% | 8 | — | — | Analyze brandWhy this rank | ||
| 05 | OpenAI Agents SDKcompany | 25.0% | 19.44% | 10% | 8.82% | 3 | 25% | 16.67% | 100% | 8 | — | — | Analyze brandWhy this rank | ||
| 06 | Pydantic AIcompany | 12.5% | 16.67% | 8.57% | 20.59% | 3 | 12.5% | 8.33% | 100% | 8 | — | — | Analyze brandWhy this rank | ||
| 07 | Vercel AI SDKcompany | 12.5% | 8.33% | 4.29% | 2.94% | 3 | 12.5% | 8.33% | 100% | 8 | — | — | Analyze brandWhy this rank | ||
| 08 | Haystackcompany | 12.5% | 8.33% | 4.29% | 0% | 3 | 12.5% | 8.33% | 100% | 8 | — | — | Analyze brandWhy this rank | ||
| 09 | Mastracompany | 12.5% | 5.56% | 2.86% | 0% | 2 | 0% | 0% | 100% | 8 | — | — | Analyze brandWhy this rank | ||
| 10 | Google Agent Development Kitcompany | 12.5% | 2.78% | 1.43% | 2.94% | 1 | 0% | 0% | 100% | 8 | — | — | Analyze brandWhy this rank | ||
| 11 | Claude Agent SDKcompany | 0.0% | 2.78% | 1.43% | 0% | 1 | 0% | 0% | 100% | 8 | — | — | Analyze brandWhy this rank | ||
| 12 | Strands Agentscompany | 0.0% | 2.78% | 1.43% | 2.94% | 1 | 0% | 0% | 100% | 8 | — | — | Analyze brandWhy this rank | ||
| 13 | Agnocompany | 0.0% | 0% | 0% | 0% | 0 | 0% | 0% | 100% | 8 | — | — | Analyze brandWhy this rank | ||
| 14 | BeeAI Frameworkcompany | 0.0% | 0% | 0% | 0% | 0 | 0% | 0% | 100% | 8 | — | — | Analyze brandWhy this rank | ||
| 15 | DSPycompany | 0.0% | 0% | 0% | 0% | 0 | 0% | 0% | 100% | 8 | — | — | Analyze brandWhy this rank | ||
| 16 | Hugging Face smolagentscompany | 0.0% | 0% | 0% | 0% | 0 | 0% | 0% | 100% | 8 | — | — | Analyze brandWhy this rank |
Compare one brand with up to three competitors across the exact public prompt × engine matrix behind this leaderboard.
| Brand | Presence | Vs. primary | Selected share | Mentions | Cited answers | Owned URL signals | Engine breadth |
|---|---|---|---|---|---|---|---|
| LangGraph / Deep Agentslangchain.com | 47.2%17/36 | BASE | 53.1% | 36 | 9 | 9 | 3/3 |
| OpenAI Agents SDKopenai.com | 19.4%7/36 | -27.8 pp | 21.9% | 7 | 2 | 3 | 3/3 |
| LlamaIndexllamaindex.ai | 19.4%7/36 | -27.8 pp | 21.9% | 24 | 0 | 0 | 3/3 |
| Claude Agent SDKanthropic.com | 2.8%1/36 | -44.4 pp | 3.1% | 1 | 0 | 0 | 1/3 |
12 prompts · 36 immutable answer hashes · empty cells mean no compared brand was detected.
| Public prompt | OpenAIopenai/gpt-4o-mini | Anthropicanthropic/claude-haiku-4-5 | Geminigoogle/gemini-2.5-flash |
|---|---|---|---|
| 01 What are the best open-source frameworks for building reliable AI agents in a production application?recommendation | LangGraph / Deep AgentsLlamaIndexOpenAI Agents SDK | LangGraph / Deep AgentsLlamaIndexOpenAI Agents SDK | LangGraph / Deep Agents · C1OpenAI Agents SDK |
| 02 Recommend a Python-first agent framework with typed dependencies, structured outputs, tool validation, and testability.recommendation | No selected brand | LangGraph / Deep AgentsLlamaIndexClaude Agent SDK | No selected brand |
| 03 Which TypeScript toolkit is best for streaming agent interfaces, tool calling, structured data, and multiple model providers?recommendation | OpenAI Agents SDK · C2 | LangGraph / Deep Agents · C1LlamaIndex | LangGraph / Deep Agents · C1LlamaIndex |
| 04 Recommend a framework for role-based multi-agent teams, explicit handoffs, delegation, and human approval steps.recommendation | No selected brand | LangGraph / Deep Agents | No selected brand |
| 05 What is the best framework for durable stateful agent graphs with checkpointing, retries, memory, and human-in-the-loop control?recommendation | LangGraph / Deep Agents | LangGraph / Deep Agents | LangGraph / Deep AgentsOpenAI Agents SDK |
| 06 Which enterprise agent framework is strongest for .NET or Java teams that need plugins, governance, telemetry, and orchestration?recommendation | No selected brand | No selected brand | No selected brand |
| 07 Recommend a cloud-native agent development framework with managed deployment, identity, security controls, and model flexibility.recommendation | No selected brand | No selected brand | No selected brand |
| 08 Which agent framework is best for retrieval-heavy applications that use documents, data connectors, indexes, and citations?recommendation | No selected brand | LangGraph / Deep Agents · C1LlamaIndex | LangGraph / Deep AgentsLlamaIndex |
| 09 How should a team compare AI agent frameworks for abstraction overhead, model portability, lock-in, and debugging complexity?commercial | No selected brand | LangGraph / Deep Agents · C1OpenAI Agents SDK | LangGraph / Deep Agents · C1 |
| 10 Which reliability criteria matter when choosing an agent framework, including state, retries, tracing, and deterministic tests?commercial | No selected brand | OpenAI Agents SDK · C1 | No selected brand |
| 11 When should an engineering team adopt an agent framework instead of building a tool-calling loop directly on a model API?commercial | LangGraph / Deep Agents · C1 | LangGraph / Deep Agents · C1 | LangGraph / Deep Agents · C1 |
| 12 How should a company evaluate maintainer commitment, licensing, release stability, and migration risk in an agent framework?commercial | No selected brand | No selected brand | No selected brand |
Hostnames are derived from validated public HTTP(S) URLs, not provider-supplied domain labels.
| Source hostname | Cited answers | Distinct URLs | Engine breadth | Best position | Evidence |
|---|---|---|---|---|---|
| youtube.com | 11 | 10 | 3 | #1 | Open source ↗ |
| reddit.com | 10 | 12 | 3 | #1 | Open source ↗ |
| learn.microsoft.com | 8 | 6 | 3 | #1 | Open source ↗ |
| langchain.com | 8 | 5 | 3 | #1 | Open source ↗ |
| medium.com | 7 | 7 | 3 | #2 | Open source ↗ |
| github.com | 7 | 6 | 3 | #4 | Open source ↗ |
| pydantic.dev | 3 | 6 | 2 | #1 | Open source ↗ |
| arxiv.org | 3 | 3 | 2 | #2 | Open source ↗ |
| linkedin.com | 3 | 3 | 3 | #4 | Open source ↗ |
| braintrust.dev | 3 | 2 | 2 | #3 | Open source ↗ |
| langfuse.com | 3 | 1 | 2 | #3 | Open source ↗ |
| cloudsecurityalliance.org | 3 | 1 | 3 | #4 | Open source ↗ |
| developers.openai.com | 2 | 2 | 2 | #1 | Open source ↗ |
| galileo.ai | 2 | 2 | 1 | #1 | Open source ↗ |
| machinelearningmastery.com | 2 | 2 | 2 | #1 | Open source ↗ |
| rasa.com | 2 | 2 | 2 | #1 | Open source ↗ |
| arize.com | 2 | 2 | 2 | #2 | Open source ↗ |
| zenml.io | 2 | 2 | 2 | #2 | Open source ↗ |
| developersdigest.tech | 2 | 2 | 2 | #3 | Open source ↗ |
| aembit.io | 2 | 1 | 2 | #1 | Open source ↗ |
Ranks a reviewed Agent Frameworks brand universe using a fixed, public set of neutral commercial prompts across 3 AI providers.
Some explanation inputs are unavailable Missing: comparablePriorRanking.
| Component | Value | Weight | Contribution | Evidence | Status |
|---|---|---|---|---|---|
| public prompt anthropic brand citation share | 0 | 0% | — | 1 | available |
| public prompt anthropic brand mention coverage | 41.666667 | 0% | — | 1 | available |
| public prompt anthropic brand recommendation presence | 37.5 | 0% | — | 1 | available |
| public prompt brand citation share | 0 | 0% | — | 1 | available |
|---|
| public prompt brand engine breadth | 3 | 0% | — | 1 | available |
|---|
| public prompt brand mention coverage | 27.777778 | 0% | — | 1 | available |
|---|
| public prompt brand mention share | 14.285714 | 0% | — | 1 | available |
|---|
| public prompt brand recommendation presence | 33.333333 | 0% | — | 1 | available |
|---|
| public prompt gemini brand citation share | 0 | 0% | — | 1 | available |
|---|
| public prompt gemini brand mention coverage | 25 | 0% | — | 1 | available |
|---|
| public prompt gemini brand recommendation presence | 37.5 | 100% | 37.5 | 1 | available |
|---|
| public prompt openai brand citation share | 0 | 0% | — | 1 | available |
|---|
| public prompt openai brand mention coverage | 16.666667 | 0% | — | 1 | available |
|---|
| public prompt openai brand recommendation presence | 25 | 0% | — | 1 | available |
|---|
no_prior_published_snapshot
No comparable component drivers were published.
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