6 Best Browserbase Alternatives in 2026: Features & Pricing

Key takeaways
- Choose TinyFish when you want one platform to run the whole web workflow, from search and clean fetch through to authenticated, multi-step live web execution.
- Choose Steel.dev when you want an open-source, self-hostable browser API when you want to self-host browser infrastructure or use a managed browser API.
- Choose Kernel when you need fast browser startup, usage-based billing, managed authentication, and infrastructure that supports high-volume automation.
- Choose Hyperbrowser when you need managed browser sessions with stealth options, geo-targeted proxies, and access to browser automation and agent tooling.
- Choose Browserless when you want mature, compliant headless-browser infrastructure with a free tier and reliable managed sessions.
- Choose Anchor Browser when your agents need to reach internal web systems behind single sign-on, virtual private networks, and intranets.
Browserbase provides managed browser infrastructure, but choosing the right platform involves more than running Playwright scripts in the cloud. Teams also need to consider agent execution, authentication, concurrency, pricing, and how much workflow logic they want to maintain themselves.
In this guide, you’ll see where each tool shines, where it falls short, real pricing, and candid user reviews, so you can match the right one to your stack.
Reasons to consider an alternative to Browserbase
Browserbase has expanded beyond managed Chromium browsers. Alongside Playwright, Puppeteer, and CDP, it offers Stagehand for developer-managed automation, Browserbase Agents for goal-driven execution, and Search and Fetch APIs. It launched Agents in June 2026 and added Parallel-powered Search in October 2026. The platform now covers much of the web automation stack, but several trade-offs remain.
- Workflow management: Stagehand gives developers control over agent logic and orchestration, while Browserbase Agents handles execution through a managed API. The Startup plan includes 50 Agent runs per month, so higher-volume teams need to evaluate additional capacity and costs.
- Search and Fetch costs: Browserbase includes usage allowances before charging for additional requests. Developer overages start at $7 per 1,000 Search calls and $1 per 1,000 basic Fetch calls. Startup offers 10,000 included Fetch calls, then $0.50 per 1,000. TinyFish offers free Search and Fetch within published rate limits.
- Billing complexity: Browserbase meters browser hours, additional API calls, proxy usage, and model consumption separately. TinyFish uses a Wallet-based model with free retrieval and usage-based Browser and Agent pricing.
- Authentication and anti-bot capabilities: Browserbase supports persistent sessions, agent identity, and CAPTCHA solving, but stealth capabilities vary by plan. TinyFish offers Vault and Profiles for authenticated workflows, with credentials managed outside the model context. Teams should compare login requirements, session handling, and anti-bot capabilities.
The decision comes down to workload requirements: Browserbase is a strong option for managed browser infrastructure and developer-controlled automation. TinyFish is worth considering when free retrieval, integrated authentication, and usage-based agent execution better match your needs.
6 best Browserbase alternatives and competitors in 2026
The table below recaps all six tools at a glance: what each is best for, its stand-out feature, its edge over Browserbase, and where pricing starts. Full breakdowns, real reviews, pricing, and where each tool falls short follow underneath.
Pricing checked October 18, 2026. Prices, included usage, and plan limits may change. Confirm current terms on each provider’s pricing page before making a purchasing decision.
1. TinyFish
TinyFish is the best Browserbase alternative for teams that need web search, content retrieval, managed browsers, and goal-driven automation. Both platforms now offer browser infrastructure and managed agents, but their pricing models differ. TinyFish Search and Fetch are free within published rate limits, while Browserbase offers included allowances followed by usage-based charges. This makes TinyFish worth evaluating for workflows with frequent search and retrieval requests, provided its standard limits fit the workload.
Authentication is another area to evaluate. Browserbase supports persistent browser contexts and agent identity capabilities for authenticated workflows. TinyFish provides Vault and Profiles, which help agents access authorized websites while keeping credentials outside the model context. For workflows involving multiple portals or recurring logins, compare how each platform handles credential storage, session renewal, and re-authentication. It connects a password manager and signs in mid-run, resolving the credential at the browser layer so it never reaches the model context. Across many gated portals that each need a fresh login, that is the difference between replaying a session and getting one.
TinyFish has also published results from the Online-Mind2Web benchmark, reporting an 89.9% success rate across an evaluation covering 300 tasks on 136 live websites. Its benchmark page and detailed write-up provide additional methodology and links to execution traces. Browserbase launched its managed Agents product on June 30, 2026. These results help demonstrate TinyFish's published evaluation history, but they should not be interpreted as a controlled head-to-head comparison between the two platforms.
Core capabilities
TinyFish gives your AI agents access to the live web through four products under one API key: Search, Fetch, Browser, and Web Agent. Vault and Profiles sit alongside them to power authenticated work. TinyFish also offers native ChatGPT and Claude plugins as well as Model Context Protocol (MCP) connectors for any MCP-compatible client.
1. Agent-optimized Search
TinySearch is web search structured for AI consumption. It returns fast, live results an agent can act on directly. Search works as a standalone returning URLs, titles, and snippets or as the input layer before TinyFetch or a TinyAgent workflow. Search is free on the TinyFish platform.
2. Token-efficient clean Fetch
TinyFetch retrieves web content and returns cleaner, model-ready output in supported formats. It helps reduce irrelevant page content, such as navigation and other boilerplate, so downstream agents can work with more useful information.
Every token you send downstream to a model costs money and latency, and forces your agent to reason through noisy junk to find relevant signal.
On TinyFish's benchmarks, 93% of what Fetch returns is usable context, against 80% for Tavily, so less of the response is page chrome the model has to wade through.
Across recurring agent workflows that hit the same pages thousands of times a day, cleaner responses keep the token bill down. Fetch is also free.
3. Managed cloud browser infrastructure
TinyBrowser spins up a remote, stealth cloud browser session you control directly with Playwright or CDP, on infrastructure TinyFish manages instead of a browser fleet you stand up yourself.
This is infrastructure, the managed sessions your code runs on, rather than the layer that automates the page. Stealth fingerprinting, residential proxy rotation, and anti-bot handling come wired in, activated with a single parameter, as the anti-bot guide lays out. TinyFish's engineering write-up, Building a Browser for the Agent Era, covers how the automation surface runs below the page's JavaScript layer.
TinyFish Browser and Browserbase both provide managed cloud browsers that your code controls. Compare their included features, billing units, and session limits separately from TinyFish Web Agent and Browserbase Agents.
The two cold-start figures are TinyFish-reported numbers measured under different conditions, so read that row as directional rather than a single controlled benchmark.
Browserbase and TinyFish both provide managed browser infrastructure, but their published self-serve limits and billing models differ. Browserbase's Startup plan lists 100 concurrent browsers with 500 included browser hours. TinyFish starts with five concurrent Browser sessions at $0.002 per minute, with higher limits available through Enterprise. Browserbase bundles browser-hour allowances into monthly plans, while TinyFish meters Browser usage against a prepaid Wallet. Compare session duration, concurrency, proxy requirements, and total cost for your workload before choosing either service.
4. Authenticated, multi-step operation via Web Agent
The TinyAgent is the differentiated wedge. You give it a goal, and it navigates live sites, fills forms, works through filters and pagination, authenticates, and returns results. It runs on a managed Browser, with Vault and Profiles handling credentials and identity.
Vault and Profiles support authenticated web workflows by letting agents operate inside authorized browser sessions without exposing raw credentials to the model. They resolve login material at request time and apply only to the Web Agent, so an agent can pull quotes from a carrier portal, reconcile inventory in a supplier dashboard, or run recurring checks inside an authenticated account. That covers the gated sources behind logins, forms, and anti-bot checks that read-path tools leave untouched.
Pricing
Search and Fetch are free within standard rate limits and do not draw from the TinyFish Wallet. TinyAgent costs $0.016 per step, while Browser costs $0.002 per session minute. Browser sessions terminate after one hour of inactivity.
New accounts receive $8 in free Wallet funds without providing a credit card. After using that balance, you can add funds with a minimum $10 deposit. Confirm current rates on the TinyFish pricing page before committing.
Where TinyFish shines
- Recurring, multi-step agent workflows: Free Search and Fetch can reduce retrieval costs for recurring workflows within published rate limits, while usage-based Agent and Browser pricing lets teams estimate the cost of additional execution.
- Live web access: TinySearch, TinyFetch, TinyBrowser, and TinyAgent help workflows retrieve current website information rather than relying solely on a model's existing knowledge. This is useful for price monitoring, inventory checks, and other tasks where information changes frequently. Results should still be validated against their source and retrieval time.
- Authenticated and gated sources: TinyFish reaches content behind logins, forms, and anti-bot systems through Vault, Profiles, and the Web Agent. The Web Agent operates inside an authorized session and signs in mid-run without exposing raw credentials to the model, reaching the gated surface that read-path tools leave untouched.
- Scale and concurrency: TinyFish accounts start with 2 concurrent Agent runs and 5 concurrent Browser sessions. Teams that need greater parallelism can request limits configured for their workload through Enterprise. Browser Context Profiles let multiple runs reuse saved cookies and session state without repeating the complete login setup each time.
- Speed without trading away freshness: On TinyFish's July 2026 benchmarks, Search returns a 556ms median (p50) latency against Exa's 811ms, and Fetch returns usable context on 93% of pages against Tavily's 80%. The read path stays quick and clean on the first pass, so agents finish retrieval and action without trading away freshness or accuracy.
Where TinyFish falls short
- The Web Agent is overkill for simple public data: If you're scraping static, public, structurally stable pages, a plain HTTP request, Scrapy, or BeautifulSoup can be cheaper and faster than a full agent workflow. Use Fetch for JavaScript-rendered pages, Browser for strict access or session requirements, and the Web Agent for authenticated or multi-step jobs.
- Proxy reach is regional: Residential routing covers seven countries as of August 11, 2026 (the United States, the United Kingdom, Canada, Germany, France, Japan, and Australia), per the TinyFish proxies docs. Coverage expands over time, so confirm the current list in the docs before you commit. For niche geographies, a dedicated proxy network has wider coverage.
Customer reviews
Cassandra Seow, a senior business-intelligence manager at the Southeast Asian car-sharing platform GetGo, says TinyFish agents deliver "market insights we couldn't collect manually and keep us ahead of competitors." Her team runs competitor availability and pricing checks across the live web multiple times a day, at close to full competitor coverage.
One independent developer describes a related benefit. Raymon Epping, a developer who built a multi-store book-price aggregator on TinyFish, described the appeal as getting clean JSON back without maintaining brittle CSS selectors.
Read more stories from TinyFish customers ▶️
Who TinyFish is best for
- AI engineers and agent builders: Anyone wiring live web access into an agent who wants search, clean fetch, browser control, and authenticated action on one MCP-native platform rather than four vendors.
- QA and testing teams: Teams that need reliable cloud browser sessions for test cycles without standing up and babysitting a browser fleet.
- Ops and data teams with login-gated workflows: Insurance quoting, hotel and travel inventory, and lead extraction that depend on dynamic or authenticated pages a selector script can't reliably reach.
- Product-led growth and smaller ecommerce teams: Targeted competitor price and availability monitoring and product enrichment, the precise jobs where a web agent fits well.
Ready to give your agents the live web? Start free on the read path with Search and Fetch, no card required, then bring in the Web Agent when a job needs login and multi-step action.
2. Steel.dev
Steel.dev is an open-source browser API built for AI agents, positioned as a self-hostable alternative to Browserbase. You get a managed browser you drive with Playwright, Puppeteer, or CDP, and because the core is open source, you can run it on your own infrastructure or use the hosted cloud. It sits closest to Browserbase on the infrastructure axis, since both provide managed browser sessions rather than agent logic.
Core capabilities
Open-source, self-hostable browser API
The Steel browser is open source under Apache 2.0, so teams that want to own the stack can self-host for free instead of paying per session. As of August 11, 2026 it has passed 7,100 GitHub stars and more than 930 forks, and supports Puppeteer, Playwright, and Selenium over the Chrome DevTools Protocol.
Fast session startup
Steel Cloud provides managed Chromium sessions designed for AI automation, with the company reporting startup times under one second. Session limits depend on the plan: Launch supports up to 15 minutes, Scale up to one hour, and Enterprise up to 24 hours. Managed features include proxy support and CAPTCHA solving, with additional usage charges depending on the plan.
Pricing
Self-hosting the open-source browser is free. Steel Cloud is credit-based, so you pay for what runs, across three tiers. Confirm current pricing on the Steel.dev pricing page.
Where Steel.dev shines
- Own the stack: Self-hosting removes per-session vendor cost and keeps browser traffic inside your own infrastructure, which matters for privacy-minded teams.
- Purpose-built for agents: Unlike legacy headless providers, Steel is designed around AI agent workloads, with fast startup and stealth handling built in.
Where Steel.dev falls short
- Smaller community and fewer managed features: The project is younger than Browserbase, with a smaller developer community around it, though the managed cloud does cover observability, proxies, and CAPTCHA solving.
- You still bring the agent logic: Steel provides the browser layer. Reasoning, retries, and orchestration remain your job, the same gap you get with Browserbase.
Customer reviews
Steel.dev has no G2 or Capterra profile, so its signal comes from developer traction and word of mouth. Steel's open-source repository has attracted more than 7,800 GitHub stars as of October 2026, providing a public indication of developer interest.
On the developer side, Shubham Saboo, an AI developer, wrote that a browser-automation build that had taken him a week could have been done in about three hours on Steel. Aggregators echo it: Steel is listed at a 5.0 on Slashdot, where reviewers call out responsive Discord support and the open-core model.
Who Steel.dev is best for
- Developers who want an open-source, self-hostable browser API and are comfortable running or extending the infrastructure themselves.
3. Kernel
Kernel provides cloud browser infrastructure for AI agents and automation workflows, with a focus on fast startup, scalable execution, and usage-based pricing. Its platform also supports stealth browsing, managed authentication, browser profiles, and session observability. Kernel is particularly relevant to teams running browser-heavy workloads that need to balance performance, infrastructure costs, and operational reliability.
Core capabilities
Unikernel speed
Kernel runs browsers on a unikernel architecture, which gives fast spin-up and strong raw JavaScript execution speed. It adds reusable sessions and autoscaling so you can fan a job out without managing capacity. In Kernel's published benchmarks, the company reports faster browser startup and execution than Browserbase under its tested configurations. These are vendor-published results, so teams should validate performance using their own workflows.
Usage-based, idle-free billing
Kernel bills usage by the GB-second ($0.0000166667), with no charge for idle time or proxies. Kernel charges $0.0000166667 per GB-second and does not bill for idle browser time or proxy traffic under its published pricing model.
Kernel reports customer savings of 50–98% compared with previous providers, although actual savings depend on browser configuration and usage patterns.
Pricing
Kernel prices monthly plans plus usage. Usage bills at $0.0000166667 per GB-second, with no charge for idle time or proxies, which Kernel says runs 50 to 98% below prior providers. The free plan needs no credit card.
Where Kernel shines
- Speed on simple targets: The unikernel approach delivers genuinely fast starts and execution on permissive sites.
- Low cost at volume: The GB-second model bills only for active compute, not idle time or proxies, which Kernel says lands 50 to 98% below prior providers.
Where Kernel falls short
- Performance varies by target: Kernel provides stealth mode, proxy support, and CAPTCHA handling, but published infrastructure benchmarks do not guarantee the same results across every website. Teams working with heavily protected targets should test authentication, session reliability, and task-completion rates before committing.
- Custom agent logic may still be required: Kernel primarily provides browser infrastructure and integrations for agent frameworks. Teams building custom workflows remain responsible for the reasoning, task logic, and application orchestration they implement.
Customer reviews
Kernel's published customer case studies provide workload-specific performance examples: Benny runs 880,000-plus browsers a month on Kernel to automate government-benefits workflows, and Rye reports its agentic commerce running about twice as fast after moving to Kernel.
Third-party coverage is more measured: Skyvern's Kernel review notes it delivers fast infrastructure but still requires custom code for each site.
One caution: the "Kernel" listed on G2 at 4.6 out of 5 across 13 reviews is a different company, KernelApps' data-recovery software, not this product.
Who Kernel is best for
- Teams running high-volume jobs on permissive targets who care most about speed and per-run cost, and who handle anti-bot needs elsewhere.
4. Hyperbrowser
Hyperbrowser provides managed browser sessions, web data APIs, and agent tooling for developers building web automation workflows. Its platform supports stealth browsing, CAPTCHA solving, and proxy configuration, while Ultra Stealth Mode is listed under its Enterprise offering.
Core capabilities
Ultra Stealth Mode
Hyperbrowser offers standard stealth capabilities on paid self-serve plans and Ultra Stealth Mode through Enterprise. It also provides HyperAgent and Browser Use capabilities for goal-directed automation. Teams should compare the available stealth features and agent costs at their intended plan level.
Fast cloud sessions
The service runs managed cloud browsers tuned for AI automation and scraping workloads, so you don't run a browser fleet yourself.
Pricing
Hyperbrowser uses credit-based pricing, with 1,000 credits equivalent to $1. The Free plan includes 5,000 introductory credits, while Startup costs $30 per month and Scale costs $100 per month.
Browser usage starts at $0.10 per hour, with proxy data priced separately at $10 per GB. HyperAgent and Browser Use are listed at $0.02 per step, with applicable browser and model charges billed separately.
Where Hyperbrowser shines
- Stealth-first design: Ultra Stealth Mode and geo-targeted proxies suit teams whose main blocker is anti-bot detection.
- Optional agent layer: The HyperAgent framework gives builders a path from raw sessions toward automation without a second vendor.
Where Hyperbrowser falls short
- Smaller and less proven: It's an earlier-stage player with a thinner feature set and less enterprise track record than Browserbase.
- Feature and pricing complexity: Hyperbrowser offers multiple execution options, including browsers, web APIs, and agents. Teams need to choose the appropriate interface and account for browser usage, proxy traffic, and agent or model charges where applicable.Customer reviews
Customer Reviews
Hyperbrowser, from vendor HyperPilot, has a G2 listing under Generative AI Infrastructure but no reviews yet, so there's no aggregate score to lean on. Third-party coverage fills part of the gap: Skyvern's Hyperbrowser review describes it as a cloud browser service with instant, scalable sessions, built-in CAPTCHA solving, and proxies, and its own materials emphasize native support for LangChain, LlamaIndex, and MCP.
Public review coverage is limited, so developers should also evaluate Hyperbrowser through its documentation, available examples, and testing against representative workloads.
Who Hyperbrowser is best for
- AI developers and scraping teams whose main problem is getting blocked, and who want stealth-first cloud browsers with an optional agent framework.
5. Browserless
Browserless is one of the established names in cloud browsers, and it has kept pace with the agent era. It runs managed Chrome, WebKit, and Firefox sessions your code drives with Playwright or Puppeteer, and it now ships an MCP server, a Browser Agent, and the BrowserQL automation language. A free tier and usage-based pricing make it easy to start, and it can run hosted or self-hosted from its open-source project.
Core capabilities
Managed browsers as a service
Browserless hosts Chrome, WebKit, and Firefox sessions your code connects to over Playwright, Puppeteer, or REST, with automatic CAPTCHA solving and scaling handled for you. You can run it as a cloud service or self-host from the open-source project on GitHub.
Agent-ready tooling
An MCP server, a Browser Agent, and the BrowserQL automation language give AI agents a real browser, so Browserless fits agent stacks rather than testing pipelines alone.
Pricing
Browserless bills usage-based "units," where one unit is up to 30 seconds of browser time. The free plan includes 1,000 units a month with automatic CAPTCHA solving and no card. Prices below are billed annually.
Where Browserless shines
- Established infrastructure and security controls: Browserless reports SOC 2 Type II certification and GDPR compliance, with a Business Associate Agreement available for qualifying Enterprise customers. These controls can support security reviews, although organizations should verify the applicable deployment scope and contractual requirements.
- Free tier and both hosting models: A 1,000-unit free plan and an open-source self-host option make it low-risk to start, and Playwright and Puppeteer support drop it into existing pipelines.
Where Browserless falls short
- Unit billing adds up on long sessions: Because a unit covers up to 30 seconds and reconnects count as new charges, long-running or frequently reconnecting workflows cost more than a flat per-run model.
- Agent layer is newer: Browserless ships an MCP server and a Browser Agent, but that agent layer is newer than the core infrastructure, so most teams still build the orchestration themselves.
Customer reviews
Browserless has an established developer community and growing customer feedback. Its G2 listing shows approximately 4.6/5 across six reviews as of October 2026. Reviewers highlight ease of integration and responsive support, while some mention pricing and rate-limit limitations. Its open-source repository has also attracted more than 13,000 GitHub stars, providing another indication of developer adoption.
Who Browserless is best for
- Developers and regulated enterprise teams who want a proven, compliant cloud browser provider with a free tier, plus the option to self-host, and are fine building the agent logic themselves.
6. Anchor Browser
Anchor Browser provides managed browser infrastructure and agent execution tools, with a focus on secure authentication and access to enterprise web applications. Its platform includes OmniConnect authentication capabilities and Anchor VPN for workflows involving internal systems. Published plans include Free, Starter at $50 per month, Team at $500 per month, and Growth at $2,000 per month.
Its edge is that internal-web focus most browser infrastructure ignores, backed by real anti-bot investment: automated CAPTCHA bypass on Starter, Cloudflare-verified agents on Team, and a full-stealth Anchor Chromium on higher tiers.
Advanced capabilities, including certain security, deployment, and stealth options, depend on the selected plan, making it important to compare requirements against the published tiers.
Core capabilities
Authenticated browser sessions
Anchor Browser supports authenticated web automation through OmniConnect, persistent browser profiles, and Anchor VPN. Agents can access authorized applications, maintain session state, and work with internal systems that require network-level access.
Cloud browsers and anti-bot capabilities
Anchor provides managed Chromium browsers with proxy configuration, CAPTCHA solving, and stealth capabilities. Team plans include Cloudflare Verified Browser Agents, while Growth introduces Anchor Chromium's full-stealth offering.
Agent-driven automation
Anchor supports natural-language browser tasks alongside developer-controlled automation through APIs, SDKs, and MCP integrations. Its Web Action Cache is designed to turn successful workflows into reusable, deterministic execution paths, reducing reliance on repeated AI-driven interactions.
Pricing
Anchor Browser offers a Free plan, with paid tiers starting at $50/month (Starter), $500/month (Team), and $2,000/month (Growth). Enterprise pricing is custom. Plans include usage credits, with additional credits priced at $1 each. Advanced stealth, security features, and private deployment options are available on higher tiers.
Where Anchor Browser shines
- Enterprise authentication: OmniConnect, persistent sessions, and Anchor VPN make Anchor particularly useful for automating authenticated applications and internal systems.
- Browser infrastructure and agent execution: Teams can combine managed browser sessions with natural-language automation instead of maintaining every interaction through custom scripts.
- Security and deployment flexibility: Higher tiers offer advanced security controls, compliance support, and Enterprise options for bring-your-own-cloud or on-premise deployment.
Where Anchor Browser falls short
- Advanced capabilities require higher tiers: Full-stealth Chromium is listed under the $2,000/month Growth plan, while private deployment and certain enterprise security controls require custom pricing.
- Costs can become complex: Credit-based plans involve browser execution and potentially additional AI and proxy usage. Teams should estimate their total costs for recurring, high-volume workflows rather than comparing subscription prices alone.
- Overkill for simple extraction: For static pages or straightforward public-data retrieval, an HTTP client or dedicated extraction API may be simpler and more cost-effective than a managed browser environment.
Customer Reviews
On G2, Anchor holds a 5.0 across 16 reviews, though weight them carefully: the credible ones come from infrastructure users like Graham C., an operations director, and Stella B., an automation engineer, who cite smoother authentication and fewer CAPTCHA breaks, while several others describe lighter tab-management use. Named builders back it too, including Benjamin Klieger of Groq, whose team "built our MVP in less than an hour." It fits enterprise teams running agents against internal web systems behind single sign-on, VPNs, and intranets, rather than hardened public targets at scale.
What's next?
The best Browserbase alternative comes down to what your agent actually needs to do. Browserbase is no longer raw infrastructure alone; it now pairs cloud browsers with a managed Agent. If browser infrastructure is what you mainly need, Steel.dev, Kernel, Hyperbrowser, Browserless, and Anchor Browser each lead on a different axis: open source, speed, stealth, maturity, or internal-web access.
Choose TinyFish over Browserbase when you want:
- Free Search and Fetch within published rate limits, reducing the cost of qualifying retrieval workloads.
- Integrated authentication workflows through Vault and Profiles, with credentials managed outside the model context.
- Usage-based Agent and Browser execution without a mandatory monthly subscription, alongside the option to request higher operational limits. With one TinyFish API key, you get Search, Fetch, Browser, and the Web Agent, with Vault and Profiles supporting authenticated workflows.
The fastest way to decide is to test one representative task. Search and Fetch are free, and new accounts receive $8 in Wallet funds without requiring a credit card. You can test an Agent on a representative website you are authorized to access, inspect the execution, and evaluate the structured results.
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