Key Takeaways
- The best proxy for an AI agent depends on what the agent can call. A raw proxy gateway, a proxy-control MCP server, a managed scraping API, and a hosted browser are different products. They should not share one undifferentiated ranking.
- Proxidize is the best fit when an agent needs direct control of reusable proxy infrastructure. Its free, open-source MCP server can help compatible AI clients rotate IPs, change locations, inspect usage, review analytics, and manage access points. Proxidize supplies the network layer; the agent still needs an HTTP or browser tool to retrieve pages.
- Bright Data is the strongest all-in-one enterprise option. Its Web MCP combines search, scraping, crawling, structured extraction, and browser actions with managed web-access infrastructure.
- Decodo is the easiest low-cost managed MCP starting point. Its MCP server exposes scraping tools that handle proxy selection, retries, JavaScript rendering, and content conversion behind a simpler agent-facing interface.
- Oxylabs is the best fit for enterprise Playwright agents. Its MCP integration connects Playwright MCP to a remote headless browser backed by residential proxy infrastructure.
- ScraperAPI is best for straightforward page-fetch tools and explicit cost caps. Browserless is stronger for long, interactive browser sessions; Apify is stronger for marketplace-based workflows; and Firecrawl is stronger for LLM-ready Markdown, search, crawl, and RAG ingestion.
- Rotation is not always the goal. Per-request rotation suits independent fetches. Sticky proxy sessions or persistent browser sessions are usually better for multi-step navigation, cookies, and stateful tasks.
- A proxy does not secure an agent. Web content can contain indirect prompt injection. Agent deployments still need least-privilege credentials, domain allowlists, spend and retry limits, output validation, logging, and human approval for high-impact actions.
- Third-party ratings provide company-level context, not an agent benchmark. G2 and Trustpilot reviews can cover several products from the same vendor. Proxyway specializes in proxy networks but may use affiliate links. Ratings in this article were checked on July 29, 2026, and review counts are shown to make small samples visible.
The best proxy for an AI agent is Proxidize when the agent already has an HTTP client or browser and needs direct, auditable control of the proxy layer. Choose Bright Data when the agent should call one managed platform for search, scrape, crawl, extraction, and browser actions. Choose Decodo for a lower-cost managed scraping MCP, Oxylabs for enterprise Playwright sessions, ScraperAPI for simple fetch requests, Browserless for browser-first automation, Apify for reusable Actors, or Firecrawl for LLM-ready web content.
That answer is more useful than declaring one universal winner because the products solve different parts of an agent workflow. A proxy returns a network path. A scraping API returns a page result. A remote browser returns an interactive browser session. An MCP server exposes tools that an AI client can discover and call. Some vendors combine these layers, while others deliberately specialize.
This article compares each provider by the product an AI agent actually uses: integration method, network access, rotation and state, output, targeting, concurrency, billing unit, free access, and operational controls.
Quick Comparison: Best Rotating Mobile Proxy Providers in 2026
| Provider | Product class reviewed | Agent interface | Starting point | What the agent receives | Clear reason to choose it |
|---|---|---|---|---|---|
| Proxidize | Raw residential or mobile proxy network plus a proxy-control MCP server | Raw proxy credentials, API, local MCP | Residential: $25 for 25GB; MCP server: free | A network route and tools for controlling the proxy service; page retrieval remains in the agent's HTTP or browser tool | Direct agent control of reusable proxy infrastructure |
| Bright Data | Managed web-access MCP with search, scraping, crawling, extraction, and browser tools | Hosted or local MCP, CLI, APIs | 5,000 MCP requests per month advertised free; paid tools use separate meters | Search results, page content, structured data, crawl output, or browser results | The broadest all-in-one enterprise web-access layer |
| Decodo | Managed scraping API exposed through MCP | Local MCP or hosted deployment | Free access is advertised; paid plans start at $19/month | HTML, Markdown, JSON, CSV, screenshots, or parsed search and commerce data | Low-cost managed MCP scraping |
| Oxylabs | Remote headless browser with residential proxy infrastructure | Playwright MCP over a remote browser connection | $300/month for 50GB | An interactive Playwright-controlled browser session | Enterprise browser control with residential routing |
| ScraperAPI | Managed page-fetch API exposed through a local MCP server | Python or Docker MCP, REST API, SDKs | 7-day trial with 5,000 credits; free plan afterward | Page HTML or API response data | Simple fetch-centric tools with request cost controls |
| Browserless | Hosted browser infrastructure with built-in or external proxies | MCP, Playwright, Puppeteer, CDP, REST | Free plan with 1,000 units/month | An interactive or task-oriented browser result | Browser-first agents that need state and interaction |
| Apify | Hosted extraction and automation marketplace with an MCP layer and proxy platform | Hosted HTTP MCP, local `stdio`, API, SDK | Free plan with $5 of monthly platform usage | Actor runs, datasets, key-value records, logs, or web-browser output | Reusable workflows from a large Actor marketplace |
| Firecrawl | LLM-oriented search, scrape, crawl, extraction, and browser service | Hosted or local open-source MCP, API, SDK | Free plan with 1,000 credits/month | Markdown, structured JSON, links, crawl data, or browser results | Clean web content for RAG and research agents |
The starting figures above are not directly comparable. A gigabyte of proxy traffic, an API request, a browser minute, a platform credit, and an Actor compute unit buy different work. The pricing section below separates those meters.
Best Provider for Each AI Agent Use Case
| If the agent needs... | Best fit | Why |
|---|---|---|
| Direct proxy rotation and account controls through MCP | Proxidize | The official MCP server controls the proxy layer instead of hiding it inside a fetch service |
| Search, scrape, crawl, extract, and browser actions in one enterprise platform | Bright Data | Its Web MCP exposes the broadest set of managed web-access tools in this comparison |
| A budget-friendly managed scraping MCP | Decodo | Paid access starts at $19/month, with Markdown and parsed-result tools available to MCP clients |
| A remote browser for Playwright MCP | Oxylabs | The integration connects Playwright MCP to Oxylabs Headless Browser and residential routing |
| A simple scrape function with explicit maximum request cost | ScraperAPI | Its credit system supports a `max_cost` control and plan-level concurrency limits |
| Stateful browser automation with Puppeteer or Playwright | Browserless | It offers hosted browsers, persistent state, session isolation, stealth features, and proxy options |
| Prebuilt data-collection and automation workflows | Apify | Agents can discover and run Actors, then read their structured outputs through MCP |
| Markdown for RAG, research, or knowledge ingestion | Firecrawl | Search, scrape, crawl, map, and extract tools are designed around LLM-friendly output |
| Generic UDP traffic rather than web retrieval | A raw proxy service | Managed web APIs and remote browsers are HTTP-oriented; Proxidize documents UDP over SOCKS5 on its mobile service |
First, Distinguish Four Products Sold as “Proxies for AI Agents”
Many comparisons place proxy networks, web-unlocking APIs, browser platforms, and MCP servers in the same table as though they were equivalent. They are not.
| Product class | What the agent calls | Who handles proxy selection and rotation? | Typical output | Typical billing meter | Best for |
|---|---|---|---|---|---|
| Raw proxy gateway | An HTTP(S) or SOCKS5 endpoint from the agent's HTTP client or browser | The customer configures the gateway, session identifier, or rotation control | The destination's original response | Traffic in GB | Teams that need network-level control and can build the retrieval layer |
| Proxy-control MCP | MCP tools that change network settings, rotate routes, inspect usage, or manage access | The agent requests an approved operation; the proxy platform performs it | Control and analytics results, not page content | MCP layer may be free; network usage is billed separately | Agents that need to operate existing proxy infrastructure |
| Managed web-access MCP or scraping API | A tool such as search, scrape, crawl, or extract | The provider selects proxies, retries requests, and may render JavaScript | HTML, Markdown, JSON, search results, or screenshots | Requests, credits, or successful results | Agents that need content without operating proxy details |
| Hosted browser with proxy support | Playwright, Puppeteer, CDP, MCP browser tools, or a browser REST API | The platform routes the browser or accepts an external proxy | Browser state, page content, screenshots, or action results | Browser time, traffic, units, or a combination | Stateful workflows that click, type, wait, and preserve cookies |
There is also a fifth component: the agent framework or AI client. Claude Code, Cursor, an OpenAI Agents SDK application, LangChain, CrewAI, or a custom orchestration layer can decide which tool to call. It does not automatically provide a proxy network or browser.
MCP is similarly not a proxy protocol. Model Context Protocol connects AI applications to external tools and data. HTTP CONNECT, HTTPS, and SOCKS5 are network protocols. An MCP tool may manage a SOCKS5 endpoint or call a web API, but it sits at a different layer.
This distinction changes the buying decision:
- Buy a raw gateway when network identity, geography, sessions, and protocol control belong in your application.
- Buy a managed web-access tool when the agent mainly needs reliable content.
- Buy a hosted browser when the task requires page interaction or state.
- Add a proxy-control MCP when the agent should operate the network layer through approved tools.
Detailed Overview of the Best Proxies and Web-Access Tools for AI Agents
Each review uses the same format: product class, agent interface, network and session controls, limitations, pricing, best use case, and third-party context.
1. Proxidize: Best for Direct MCP Control of Proxy Infrastructure
Proxidize is the strongest choice in this comparison when an AI agent already has an HTTP client or browser and needs direct control of the proxy layer. It offers raw residential and mobile proxy access, plus a free, open-source Proxidize MCP server that connects compatible AI clients to approved Proxidize account and network operations.
The MCP server can help an authorized agent rotate IPs, switch locations and cities, monitor bandwidth usage, review connection analytics, organize access, and manage access points through natural-language requests. It works with MCP clients including Claude Code, Claude Desktop, Cursor, Windsurf, and VS Code. Installation uses one command:
The server requires Node.js 18 or later and a Proxidize API token. It is published under the MIT license, so teams can inspect and self-host the integration.
The crucial distinction is that the MCP server is a control plane. It does not fetch a page, return cleaned Markdown, run a remote browser, or solve a challenge page. The agent still needs a network-capable tool configured with Proxidize credentials. This separation is useful when a team wants ownership of the retrieval logic, but it involves more integration work than calling a managed scrape tool.
Key Features:
- Raw HTTP, HTTPS, and SOCKS5 access.
- Residential proxies in 195+ claimed countries, with country, city, and ISP targeting.
- Mobile proxies in the United States, United Kingdom, Canada, India, and Germany.
- Country, city, ASN, and carrier targeting on the mobile service.
- Random or sticky network behavior.
- UDP over SOCKS5 documented for mobile traffic.
- Unlimited concurrency advertised on current residential and mobile plans.
- Official MCP tools for rotation, location controls, usage, analytics, and access-point management.
- The residential service says unused traffic rolls over indefinitely.
- A conditional 30-day money-back policy is available under the published usage and eligibility rules.
Where Proxidize Is Stronger:
- It gives the agent direct operational control instead of wrapping every request in a provider-defined scraping tool.
- The same proxy credentials can be used by an application outside the MCP workflow. - The open-source MCP layer can be inspected and self-hosted.
- Residential pricing is simple at the entry tier: $25 for 25GB.
- The agent can inspect network usage and operational analytics in addition to requesting rotation.
Where Proxidize Is Weaker:
- It is not an all-in-one content retrieval service. Teams must connect their own HTTP client, Playwright browser, crawler, or agent browser.
- The MCP server does not convert pages to Markdown or structured JSON.
- CAPTCHA handling, JavaScript execution, retries, and browser state remain the responsibility of the retrieval tool.
- Mobile availability is limited to five countries, while several competitors claim much broader mobile coverage.
- KYC is required and the live pricing pages do not advertise a free trial.
- The published refund policy is conditional; for residential access, eligibility includes staying below 10GB of usage.
Pricing: Residential access starts at $25 for 25GB, or $1/GB. Mobile access starts at $50 for 25GB, or $2/GB. The MCP server itself is free and open source; network usage is billed separately.
Best for: AI engineering teams that want their own browser, HTTP client, or crawler to use a reusable proxy network while an MCP-compatible agent manages rotation, geography, access points, and usage.
Third-party context
- Trustpilot: 4.7/5 from 89 reviews.
- We did not find a current Proxyway provider review for Proxidize, so no Proxyway score is presented.
2. Bright Data: Best All-in-One Enterprise Web MCP
Bright Data Web MCP is the broadest agent-facing web-access platform in this comparison. It exposes web search, page scraping, structured extraction, crawling, and interactive browser capabilities through MCP. Bright Data offers hosted and local deployment options, and its CLI can configure the server for supported AI development environments.
This product is closer to a managed web-access operating layer than a raw proxy integration. The agent chooses a search, scrape, crawl, extraction, or browser tool. Bright Data then handles the underlying routing, browser execution, JavaScript rendering, and access workflow associated with that tool.
Bright Data also sells proxy networks separately. An engineering team can therefore use the higher-level Web MCP for agent tasks, raw gateway credentials for its own software, or both. That breadth is the main advantage—and a source of complexity.
Key Features:
- Search, scrape, extract, crawl, and browser tools exposed through MCP.
- Hosted and local MCP deployment options.
- Tool groups that can reduce the number of tool definitions placed in the model context.
- Managed JavaScript rendering and challenge handling on relevant products.
- Browser actions for interactive pages.
- CLI support for environments including Claude Code, Cursor, and Codex.
- Separate residential, datacenter, ISP, and mobile proxy products for direct network integrations.
- Enterprise account, routing, verification, and governance options.
Where Bright Data Is Stronger:
- It covers more of the agent web-access lifecycle than any other provider reviewed.
- Teams can move between search, single-page retrieval, crawling, extraction, and browser actions without assembling several vendors.
- Both hosted and self-managed integration patterns are documented.
- Enterprise users can combine high-level tools with lower-level network products.
Where Bright Data Is Weaker:
- Product selection and billing are more complex than a single proxy plan or scrape endpoint.
- Different tools use different meters, so a single “price per request” can be misleading. - A large tool surface can consume agent context or increase tool-selection errors unless tool groups are restricted.
- The platform is likely excessive for an agent that only needs a small number of basic page fetches.
- Verification requirements and enterprise controls add onboarding friction.
Pricing: Bright Data advertises 5,000 MCP requests per month at no cost. Paid usage depends on the product the MCP tool invokes. Current examples include Web Unlocker, Crawl API, and SERP API entry pricing from $1 per 1,000 requests, while Browser API starts from $5/GB. Proxy-network products are priced separately. Treat these as different services, not one blended rate.
Best for: Enterprise AI agents that need a managed combination of search, scrape, crawl, extraction, and browser interaction with one vendor.
Third-party context:
- Trustpilot: 4.4/5 from 1,009 reviews.
- Proxyway publishes a detailed Bright Data review and proxy benchmarks. Those network tests do not independently benchmark every Web MCP tool.
3. Decodo: Best Low-Cost Managed Scraping MCP
Decodo's MCP server connects compatible AI clients to the Decodo Web Scraping API. Rather than asking the agent to configure a gateway and session identifier, it exposes task-oriented tools for page retrieval, Markdown conversion, parsed search results, and other supported targets.
The provider handles proxy rotation, retries, JavaScript rendering, challenge handling, and parsing behind the API. The MCP integration can run locally from the published Node.js project or through a hosted deployment service. Decodo lists compatibility with common MCP clients and agent frameworks.
This is a strong starting point for an agent that needs content rather than direct network control. The tradeoff is that the agent operates within Decodo's supported API parameters, output formats, and credit model.
Key Features:
- MCP tools for page scraping and Markdown output.
- Parsed search and supported commerce results.
- HTML, Markdown, JSON, CSV, and screenshot output options in the underlying scraping API.
- Managed proxy selection, retries, JavaScript rendering, and challenge handling.
- Local and hosted MCP deployment paths.
- Country targeting and other request parameters through the scraping API.
- Session identifiers that can retain the same IP for up to 10 minutes.
- A provider-reported pool of more than 125 million IPs across its infrastructure.
Where Decodo Is Stronger:
- The $19 paid entry tier is accessible for prototypes and small production agents.
- Markdown output reduces the cleaning work required before LLM processing.
- The agent does not need to reason about raw proxy endpoints for every request.
- The API provides several rendering and target options without requiring a full remote-browser integration.
Where Decodo Is Weaker:
- Its MCP integration controls a managed scraping service, not a reusable raw gateway in the agent's browser.
- Costs vary by proxy class, JavaScript rendering, and target difficulty.
- A 10-minute network session is shorter than a persistent hosted-browser profile.
- Highly custom interactions may require browser actions or another browser-first platform.
- Official pages currently describe free access differently: the pricing table lists 2,000 standard proxy requests, while the MCP FAQ describes a seven-day trial with 1,000 requests. Confirm the allowance shown in the account before planning a test.
Pricing: Paid Web Scraping API plans start at $19/month. At the lowest published paid tier, listed base rates include $0.50 per 1,000 standard requests without JavaScript, $0.75 with JavaScript, $1 for premium requests, and $1.50 for premium requests with JavaScript. The starter levels show a 10-request-per-second limit, with higher limits on larger plans.
Best for: Cost-conscious agents that need managed page retrieval, search data, or Markdown without operating their own browser and rotation logic.
Third-party context:
- Trustpilot: 4.2/5 from 2,020 reviews.
- Proxyway: 9.3/10 in its Decodo proxy review. The review uses the provider's former brand in its URL.
4. Oxylabs: Best Enterprise Browser for Playwright MCP
Oxylabs Headless Browser is designed for agents and automation systems that need a real remote browser rather than a single fetch response. Its MCP integration connects Playwright MCP to an Oxylabs browser endpoint over a secure WebSocket connection.
The agent can use Playwright's browser actions while Oxylabs provides browser infrastructure, JavaScript execution, residential routing, and supported challenge-management features. This architecture suits pages where the agent must click, type, wait for client-side content, inspect visual state, or preserve a multi-step session.
Oxylabs also sells raw proxy networks and managed scraping APIs. The product reviewed here is specifically the Headless Browser integration because that is its most distinctive agent-facing option.
Key Features:
- Playwright MCP connection to a remote browser.
- Support for Playwright, Puppeteer, and Chrome DevTools Protocol workflows.
- Chromium and Firefox options.
- Residential routing from a provider-reported network of more than 175 million IPs.
- Country, city, and state targeting.
- JavaScript rendering and interactive browser actions.
- CAPTCHA-management features.
- Visual debugging for browser sessions.
Where Oxylabs Is Stronger:
- It gives the agent browser-level control instead of limiting it to predefined scrape parameters.
- The remote-browser architecture keeps browser infrastructure out of the agent host. - Residential routing and browser execution are integrated.
- It fits governed enterprise deployments that need vendor support and predictable browser infrastructure.
Where Oxylabs Is Weaker:
- The $300 monthly minimum is much higher than fetch-oriented MCP tools and entry browser platforms.
- Headless Browser traffic is billed by GB, which can make asset-heavy pages expensive.
- It is unnecessary for agents that only need static text or search results.
- Setup requires a browser automation layer and a remote connection, not just one basic fetch function.
- Generic UDP support is irrelevant to the reviewed browser product.
Pricing: Starter costs $300/month for 50GB, or $6/GB. Published tiers include $550 for 100GB and $1,410 for 300GB.
Best for: Enterprise Playwright agents that need interactive, JavaScript-capable browser sessions with integrated residential routing.
Third-party context:
- Trustpilot: 3.9/5 from 753 reviews.
- Proxyway: 9.3/10 in its Oxylabs proxy review. This is provider and proxy-network context, not a standalone Playwright MCP score.
5. ScraperAPI: Best Simple Fetch Tool and Cost Guardrails
ScraperAPI's MCP server exposes page scraping to compatible AI clients through a local Python or Docker deployment. The agent requests a URL and relevant options; ScraperAPI handles proxy selection, retries, geotargeting, JavaScript rendering when requested, and supported challenge handling.
The integration is intentionally narrower than an all-in-one web MCP. That is an advantage when the agent needs a dependable scrape capability and the team wants fewer tools in model context.
ScraperAPI's credit system assigns different costs to standard pages, search results, difficult targets, premium routing, and JavaScript rendering. A max_cost value can reject a request that would exceed the allowed credit cost, which is particularly useful for autonomous agents.
Key Features:
- Local Python and Docker MCP deployment.
- REST API and SDK integration options.
- Managed rotation, retries, geotargeting, and optional JavaScript rendering.
- Provider-reported access to more than 40 million IPs.
- Premium routing for supported difficult targets.
- Request-level max_cost controls.
- Account spending limits for eligible pay-as-you-go usage.
- A seven-day trial with 5,000 API credits.
- A free plan after the trial with 1,000 credits per month and five concurrent requests.
Where ScraperAPI Is Stronger:
- A small tool surface is easier for an agent to select correctly.
- Request cost can be capped before execution.
- The free tier supports ongoing small tests after the trial.
- It removes most proxy and retry logic from the application.
Where ScraperAPI Is Weaker:
- It does not provide raw proxy credentials or individual exit control.
- Credit math becomes less intuitive when parameters multiply request cost.
- Entry paid plans only include US and EU geotargeting; global geotargeting appears on higher tiers.
- Complex multi-step interactions need a browser-oriented product.
- The returned page can still be incomplete or semantically wrong even when the HTTP request succeeds, so agents must validate content.
Pricing: The free plan includes 1,000 credits per month and five concurrent requests. Hobby costs $49/month for 100,000 credits and 20 concurrent threads, with US and EU geotargeting. Business costs $299/month for 3 million credits, 100 threads, and broader geotargeting. A standard page can cost one credit, while search pages, premium routing, or rendering can consume more.
Best for: Agents that need a small, predictable page-fetch tool with explicit request-cost controls rather than direct network management.
Third-party context:
- Trustpilot: 4.5/5 from 42 reviews.
- Both samples are much smaller than the review counts for several larger providers in this comparison.
6. Browserless: Best Browser Infrastructure for Stateful Agents
Browserless provides hosted browser infrastructure for MCP, Playwright, Puppeteer, Chrome DevTools Protocol, and REST integrations. It is a better fit than a fetch API when the agent must interact with a page, maintain cookies, reuse browser state, or execute a long sequence of actions.
Browserless supports built-in residential and datacenter proxy options, as well as external proxies. That flexibility is important for teams that already have a preferred network provider but do not want to host and scale browser workers.
Its agent options include stateful and stateless patterns. A stateful browser agent can preserve context during a multi-step workflow, while task-oriented MCP tools can perform more isolated operations.
Key Features:
- MCP, Playwright, Puppeteer, CDP, and REST interfaces.
- Hosted Chrome-based browser infrastructure.
- Persistent browser state and isolated sessions.
- Built-in residential and datacenter routing.
- Support for external proxy credentials.
- Stealth and CAPTCHA-related browser features.
- Session-duration and concurrency limits published by plan.
- A free plan for small prototypes.
Where Browserless Is Stronger:
- Teams can separate browser infrastructure from proxy procurement.
- Persistent state fits multi-step navigation better than per-request scraping APIs.
- It supports common browser automation libraries instead of forcing one proprietary interaction model.
- The free tier is useful for validating an architecture.
Where Browserless Is Weaker:
- Unit-based pricing combines browser duration, proxy traffic, and CAPTCHA attempts, making forecasting more involved.
- Residential traffic can consume units quickly on asset-heavy pages.
- The free plan has a one-minute maximum session, which is restrictive for complex agents.
- Browser sessions consume more time and compute than a direct page fetch.
- It is not a raw proxy pool for non-browser applications.
Pricing: The free plan includes 1,000 units per month, two concurrent browsers, and one-minute sessions. The Prototyping plan is listed at $25/month when billed annually, with 20,000 units, 10 concurrent browsers, and 15-minute sessions. Browser time consumes one unit per 30 seconds; built-in residential traffic consumes six units per MB, datacenter traffic two units per MB, and a CAPTCHA attempt 10 units.
Best for: Browser-first agents that need Playwright or Puppeteer, persistent state, interactive sessions, and the choice of built-in or external proxies.
Third-party context:
- A one-review sample is too small to treat the score as reliable evidence of general customer sentiment.
7. Apify: Best Actor Marketplace and Composable Agent Workflows
Apify's MCP server lets agents discover and run Actors, inspect runs, retrieve datasets, read key-value stores, and search documentation. Actors are packaged cloud programs for scraping, browser automation, data processing, and integrations.
The hosted MCP endpoint uses Streamable HTTP and OAuth, while a local stdio option is also available. The agent can start with a general web-browser Actor or discover a task-specific Actor for a supported site or workflow.
Apify also provides datacenter and residential proxy infrastructure to Actors. This makes it a platform rather than a single proxy product: the final cost can include compute, Actor pricing, storage, and proxy traffic.
Key Features:
- Hosted remote MCP and local stdio deployment.
- OAuth for the hosted connection.
- Discovery and execution of a large marketplace of Actors.
- Access to run status, logs, datasets, and stored outputs.
- Configurable MCP tool selection.
- A default RAG Web Browser Actor for general web retrieval.
- Datacenter and residential proxy services inside the platform.
- Hosted output-schema inference for structured Actor results.
- A published MCP limit of 30 requests per second per user.
Where Apify Is Stronger:
- A task-specific Actor can save substantial engineering work.
- Structured datasets are easier for an agent to consume than unprocessed page HTML.
- Agents can combine web collection, processing, storage, and scheduled cloud execution.
- Hosted MCP avoids running a local integration process.
Where Apify Is Weaker:
- Actor quality, maintenance, and pricing vary by publisher.
- Cost forecasting may require combining platform compute, Actor fees, storage, and proxy use.
- Free monthly platform credits expire instead of rolling over.
- External access to Apify Proxy requires a paid plan.
- For security, full-permission and rental Actors are excluded from MCP search and execution; this is a sensible restriction but reduces what the agent can invoke through MCP.
Pricing: The free plan includes $5 of monthly platform usage. Starter costs $29/month, Scale $199/month, and Business $999/month. Residential proxy traffic is listed at roughly $8/GB on Free and Starter, with lower rates on larger plans. Individual Actors may add their own event, result, rental, or compute charges.
Best for: Agents that benefit from prebuilt, reusable extraction and automation workflows and can work with structured Actor outputs.
Third-party context:
- Trustpilot: 4.8/5 from 641 reviews.
- Reviews can cover Apify's wider platform and marketplace, not only its MCP integration.
8. Firecrawl: Best LLM-Ready Content for Research and RAG
Firecrawl MCP is designed around turning web pages and sites into content that language models can use. Its MCP server exposes search, scrape, crawl, map, extraction, and browser or agent capabilities. It can run as a hosted service or through an open-source local server.
The main advantage is output. Firecrawl can return cleaned Markdown and structured JSON instead of requiring every agent to parse navigation, scripts, and page chrome from raw HTML. That makes it a natural fit for research agents, RAG ingestion, knowledge-base updates, and content monitoring.
Proxy behavior is managed through basic, enhanced, or automatic modes. The agent requests the web operation and Firecrawl selects the underlying access strategy. It does not receive raw proxy credentials.
Key Features:
- Search, scrape, crawl, map, extraction, browser, and agent tools.
- Hosted and local open-source MCP options.
- Markdown and structured JSON output.
- Basic, enhanced, and automatic proxy modes.
- Automatic escalation when a basic request needs a stronger retrieval path.
- Browser sessions for interactive tasks.
- A free monthly credit allowance.
- SDK and direct API options in addition to MCP.
Where Firecrawl Is Stronger:
- Markdown output is immediately useful for LLM context and document ingestion.
- Search, site mapping, crawling, and extraction can share one interface.
- The open-source MCP server gives teams an inspectable local integration option.
- Agents can start with a fetch-style operation and use browser interaction only when needed.
Where Firecrawl Is Weaker:
- It does not provide reusable raw proxy credentials.
- Enhanced proxy mode costs five credits per page instead of one.
- Automatic escalation improves retrieval but can make final cost less predictable.
- Browser interaction has a separate time-based meter.
- Credits generally reset by billing period instead of rolling over.
- A mature provider-level G2 or Trustpilot profile was not found during this review, so the same third-party rating comparison is not available.
Pricing: The free plan includes 1,000 credits per month and two concurrent requests. Hobby is listed at $16/month when billed annually for 5,000 credits and five concurrent requests. Standard is $83/month when billed annually for 100,000 credits and 50 concurrent requests. Basic retrieval costs one credit, enhanced proxy mode five credits, and browser sessions two credits per minute.
Best for: Research, RAG, and knowledge agents that need clean Markdown or structured content more than low-level proxy control.
Third-party context: No mature provider-level G2 or Trustpilot profile was found when this article was checked. That absence is not a negative rating, but it means buyers should rely on a proof of concept, official documentation, open-source code review, and workload-specific testing rather than a customer-review score.
AI Agent Integration Comparison
This table shows which layer the agent actually receives. “Available separately” means the vendor offers that product elsewhere, not that its reviewed MCP tool exposes raw credentials.
| Provider | Raw proxy credentials | MCP mode | Direct API or SDK | Interactive browser | Returns cleaned content | State model |
|---|---|---|---|---|---|---|
| Proxidize | Yes | Local, open source; controls network and account operations | Yes | Uses the customer's browser tool | No; retrieval remains in the customer's tool | Random or sticky proxy session; browser state is managed externally |
| Bright Data | Available separately | Hosted or local Web MCP | Yes | Yes, through Browser API tools | Yes | Request sessions or browser sessions, depending on the tool |
| Decodo | Available separately | Local or hosted Scraping API deployment | Yes | Browser actions are available through supported API capabilities | Yes | Managed requests; proxy sessions last up to 10 minutes |
| Oxylabs | Available separately | Playwright MCP connected to a remote Headless Browser | Yes | Yes | Browser output; parsing depends on the workflow | Remote browser session |
| ScraperAPI | No | Local Python or Docker server | Yes | JavaScript rendering, but not a general-purpose persistent browser | Primarily page-response data | Managed request; no control over an individual exit |
| Browserless | No raw proxy pool; external proxies are supported | Browser and agent MCP tools | Yes | Yes | Yes, depending on the tool used | Stateless tools or a stateful browser session |
| Apify | Platform proxy access; external endpoints available on paid plans | Hosted HTTP or local `stdio` | Yes | Through browser-based Actors | Usually structured Actor output | Actor runs, sessions, datasets, and storage |
| Firecrawl | No | Hosted or local open-source MCP | Yes | Yes, through browser or agent tools | Yes, especially Markdown and JSON | Request, crawl job, or browser session |
What MCP Support Does—and Does Not—Mean
An MCP badge does not tell you what the product does. Read the tool definitions.
- Proxidize MCP exposes proxy operations. The agent controls the network, while another tool fetches the page.
- Bright Data, Decodo, ScraperAPI, and Firecrawl MCPs expose web-retrieval operations. The provider manages the network behind the response.
- Oxylabs and Browserless integrations expose remote-browser capabilities.
- Apify MCP exposes a marketplace and cloud execution platform whose Actors may use browsers and proxies.
This matters for security and evaluation. A tool called rotate_ip has a different permission boundary from a tool that can navigate arbitrary URLs, click buttons, submit forms, or run third-party Actors.
Pricing Comparison: Do Not Compare GB, Credits, Requests, and Browser Time Directly
Raw Network and Proxy-Control Pricing
| Provider/product | Entry price | Billing meter | Free access | Important pricing detail |
|---|---|---|---|---|
| Proxidize residential | $25 for 25GB | Traffic | No trial advertised | $1/GB at entry; unused residential traffic rolls over |
| Proxidize mobile | $50 for 25GB | Traffic | No trial advertised | $2/GB; mobile access is available in the US, UK, Canada, India, and Germany |
| Proxidize MCP | Free | None for the open-source server | Yes | Proxy-network usage remains separately billed |
| Bright Data proxy networks | Varies by network and commitment | Traffic or plan | Limited trial or playground options | Separate from Web MCP tool pricing |
| Apify residential proxy | About $8/GB on lower plans | Traffic plus platform usage | $5 monthly platform credit | Actor and compute charges can apply in addition to traffic |
Managed Fetch, MCP, and Browser Pricing
| Provider/product | Free or trial entry | First listed paid tier | Primary meter | Cost multiplier to watch |
|---|---|---|---|---|
| Bright Data Web MCP | 5,000 MCP requests/month advertised free | Depends on the selected product | Requests or traffic | Search, unlocker, crawl, extraction, and browser tools use different meters |
| Decodo Web Scraping API MCP | Official pages currently show different free allowances | $19/month | Requests | JavaScript rendering and premium routing increase request costs |
| Oxylabs Headless Browser | Contact-based testing may be available | $300/month for 50GB | Browser traffic | Asset-heavy pages consume more bandwidth |
| ScraperAPI | 7-day trial with 5,000 credits; then 1,000 credits/month free | $49/month | Credits | Search, rendering, premium routing, and difficult targets consume more credits |
| Browserless | 1,000 units/month | $25/month billed annually | Units | Browser time, proxy bandwidth, and CAPTCHA attempts each consume units |
| Apify | $5 in monthly usage | $29/month | Platform compute and usage | Actor fees, storage, and proxy traffic can stack |
| Firecrawl | 1,000 credits/month | $16/month billed annually | Credits | Enhanced proxy mode costs 5× a basic page; browser time is billed separately |
How to Estimate the Real Cost
Use a workload model, not the vendor's smallest headline number:
Then run the same representative task set through each shortlisted platform. Include:
- A normal static page.
- A JavaScript-heavy page.
- A page that returns a challenge or consent flow.
- A multi-step browser task.
- A search query with the required country.
- A failed or timed-out request.
- The largest page or dataset the agent is likely to process.
For an autonomous agent, measure both successful-output cost and failed-attempt cost. A cheap request that requires four retries can cost more than a higher-priced request that returns the correct content once.
Which Proxy Type Is Best for AI Agents?
| Network or service type | Strength | Limitation | Best agent workload |
|---|---|---|---|
| Datacenter proxy | Fast, inexpensive, and stable | Easier for some sites to classify as hosting traffic | APIs, tolerant sites, testing, and high-volume public pages |
| ISP proxy | Stable address with consumer ISP attribution | Smaller and usually more expensive than datacenter pools | Long sessions and account-specific authorized workflows |
| Residential proxy | Broad geographic coverage and consumer-network routing | Higher traffic costs; peers can disconnect | Localized research, public-web collection, and general agent browsing |
| Mobile proxy | Carrier-network routing and useful mobile geography | Higher cost and less predictable peer availability | Mobile-specific testing and targets where mobile context is genuinely required |
| Managed unlocker or scraping API | Retries, rendering, and proxy selection are bundled | Less network control and a provider-specific request model | Stateless content retrieval |
| Hosted browser with proxy support | Supports interaction, cookies, JavaScript, and persistent state | Highest compute and operational cost | Multi-step browser agents |
Residential proxies are not automatically the best answer. If the target is an official API, use the API. If the page works from datacenter IPs, choose the cheaper network. If the agent only needs clean text, a managed fetch service may save more engineering time than raw access. Use mobile routing only when the task genuinely benefits from a mobile carrier exit or mobile-location inventory.
For a deeper comparison of the two most commonly confused networks, see mobile proxies versus residential proxies.
Rotation, Sticky Sessions, and Browser State
Rotation strategy should follow task state.
| Session behavior | What changes | Best for | Main failure mode |
|---|---|---|---|
| Per-request rotation | The exit IP can change with every independent request | Search results, product pages, and other unrelated fetches | Cookies and server-side state can break across requests |
| Timed rotation | The exit IP changes after a configured interval | Bounded jobs that need periodic identity changes | Rotation can occur in the middle of a task |
| Manual or tool-triggered rotation | An operator or approved agent tool requests a new route | Recovery, testing, and deliberate workflow boundaries | Unrestricted agents can rotate too often and increase failure rates |
| Sticky proxy session | A session identifier asks the gateway to retain the same exit | Multi-request HTTP flows and localized sessions | The peer can still disconnect before the configured TTL expires |
| Persistent browser session | Cookies, storage, and browser context are retained | Login flows, carts, dashboards, and multi-step navigation | State can leak across tasks if sessions are reused incorrectly |
Use per-request rotation for independent URLs. Use one sticky session for one coherent task. Use a persistent browser context when the site relies on cookies, client-side storage, or navigation history.
Do not rotate simply because the capability exists. A changing IP in the middle of a transaction can trigger reauthentication, invalidate location assumptions, split server-side sessions, or produce inconsistent results. IP rotation is a routing strategy, not a universal success switch.
Sticky Proxy Session Is Not the Same as Persistent Browser State
A sticky proxy session tries to retain the same network exit. It does not automatically retain:
- Cookies.
- Local storage.
- Logged-in state.
- Browser fingerprint.
- Open tabs.
- JavaScript memory.
A persistent browser retains some or all of that browser state. It may still use a rotating or stable proxy underneath. For stateful tasks, the browser context and network session should be assigned to the same job and disposed of together.
Protocol Comparison for AI Agents
“Supports SOCKS5” matters for a raw proxy. It is usually not the deciding feature for a managed scraping API.
| Layer | Common protocol | What it connects | When it matters |
|---|---|---|---|
| Agent to MCP server | `stdio` or Streamable HTTP | AI client to tool server | Deployment, authentication, and trust boundaries |
| Application to raw proxy | HTTP, HTTPS, or SOCKS5 | HTTP client or browser to proxy gateway | Network compatibility and DNS behavior |
| Agent to remote browser | WebSocket/CDP or provider API | Playwright or Puppeteer client to hosted browser | Interactive browser control |
| Managed scrape request | HTTPS API | Application or MCP server to provider | Request parameters, timeouts, and output format |
| Destination traffic | Usually HTTP(S) | Provider or browser to the destination website | Site access, rendering, and response handling |
| Non-web traffic | Often UDP over SOCKS5, where supported | Application to a non-HTTP destination | Specialized network tasks rather than normal web research |
Most web agents only need HTTPS retrieval. SOCKS5 is useful when the browser or application needs a more general proxy transport. UDP support matters for specific network-aware applications, but it does not improve ordinary HTML fetching.
Three Ways to Connect a Proxy to an AI Agent
Architecture 1: Raw Proxy Plus the Agent's HTTP or Browser Tool
This gives the team the most control. The application owns URL requests, parsing, cookies, retries, validation, and browser logic. Proxidize is the clearest fit in this comparison.
Choose this architecture when:
- The agent already has Playwright, Puppeteer, curl, an HTTP library, or a crawler.
- Proxy credentials must also work outside the AI client.
- Network location and rotation need to be explicit.
- The team wants to own page parsing and validation.
If Playwright is the retrieval layer, see the practical Playwright proxy guide.
Architecture 2: Managed Web-Access MCP or Scraping API
This minimizes infrastructure. Bright Data, Decodo, ScraperAPI, and Firecrawl fit this pattern. The provider owns most routing, rendering, retries, and content conversion.
Choose this architecture when:
- The agent mainly needs text or structured data.
- Engineering time matters more than low-level network control.
- Stateless fetches are common.
- A vendor-specific API and billing model are acceptable. For a broader product comparison, see the best AI web scrapers.
Architecture 3: Hosted Browser With Integrated or External Proxy
Oxylabs and Browserless are the clearest browser-first choices. Apify Actors and Firecrawl browser tools can also fit this architecture.
Choose this architecture when:
- The agent must click, type, scroll, upload, or wait for client-side changes.
- Cookies and browser storage must persist.
- Local browser scaling is undesirable.
- Screenshots or visual debugging are needed.
Browser automation should be reserved for pages that need it. A simple fetch is usually cheaper and easier to validate than an open-ended browser session. See web automation fundamentals for the wider architecture.
Security Controls for Agent-Controlled Proxies and Browsers
A proxy changes the network path. It does not make content trustworthy, prevent prompt injection, or authorize the agent to act on a site.
The OWASP AI Agent Security Cheat Sheet identifies prompt injection, tool abuse, data exfiltration, excessive autonomy, and denial-of-wallet as central agent risks. The official MCP security guidance likewise emphasizes authorization, token handling, session security, and user consent.
Use the following controls:
1. Separate network-control tools from content tools. An agent that can retrieve public pages does not automatically need permission to change account settings or create new access credentials.
2. Give each agent a scoped key. Prefer read-only or task-limited credentials. Do not put proxy or API secrets in the model prompt.
3. Restrict destinations. Use domain allowlists, URL validation, and private-network blocking to reduce server-side request forgery and data-exfiltration risk.
4. Treat all page content as untrusted. A webpage can include instructions intended to manipulate the agent. Retrieved text is data, not authority.
5. Cap spend, retries, crawl depth, browser time, and concurrency. An agent can create a denial-of-wallet incident without malicious intent.
6. Validate semantic output. A 200 OK response can be a challenge page, login page, empty shell, regional error, or irrelevant redirect.
7. Bind one network and browser session to one task. Do not reuse cookies, storage, or sticky identifiers across customers or unrelated jobs.
8. Require human approval for consequential actions. Form submissions, purchases, messages, account changes, and uploads should not inherit permission from a read-only research task.
9. Log tool calls and network changes. Record the requesting agent, target domain, tool, location, session change, response class, usage, and final cost without logging secrets.
10. Review MCP tools before enabling them. MCP tool poisoning can hide malicious behavior in tool descriptions or metadata. Pin versions and inspect local servers.
Respect site terms, applicable law, access controls, privacy obligations, and the Robots Exclusion Protocol. A proxy does not grant permission to collect data. Prefer an official API or licensed source when it satisfies the task.
How We Evaluated the Providers
This is a product and documentation evaluation, not a claimed laboratory speed benchmark. We did not assign invented success-rate scores or pretend that one test URL represents the public web.
We evaluated:
1. Product-class clarity: Is the reviewed offering a raw network, control MCP, scraping service, browser, or workflow platform?
2. Agent integration: Does it offer MCP, API, SDK, Playwright, Puppeteer, CDP, or raw credentials?
3. Network fit: Which proxy types, geographies, and targeting controls are available? 4. Rotation and state: Can the workload use per-request rotation, sticky network sessions, or persistent browser state?
5. Output: Does the agent receive raw HTML, Markdown, JSON, a dataset, a screenshot, or an interactive browser?
6. Operational control: Are concurrency, retries, usage, spend, access, and session behavior controllable?
7. Price transparency: What is the actual billing meter, and which options multiply cost?
8. Entry conditions: Is there a free plan, trial, refund policy, KYC process, or plan minimum?
9. Evidence quality: Are claims documented in official product pages and technical documentation?
10. Independent context: Do G2, Trustpilot, or specialist proxy reviews provide a useful provider-level signal?
What Third-Party Ratings Can Tell You
| Provider | G2 | Trustpilot | Specialist proxy review | Interpretation |
|---|---|---|---|---|
| Proxidize | 4.7/5, 29 reviews | 4.7/5, 89 reviews | No current Proxyway provider review found | Positive provider-level signal with a moderate sample |
| Bright Data | 4.7/5, 320 reviews | 4.4/5, 1,009 reviews | Proxyway review and benchmarks available | Large review base; not specific to Web MCP |
| Decodo | 4.6/5, 557 reviews | 4.2/5, 2,020 reviews | Proxyway: 9.3/10 | Large provider-level sample; specialist score focuses on proxy services |
| Oxylabs | 4.5/5, 414 reviews | 3.9/5, 753 reviews | Proxyway: 9.3/10 | Mature provider signal; does not isolate Headless Browser MCP |
| ScraperAPI | 4.3/5, 15 reviews | 4.5/5, 42 reviews | No score used | Small samples; validate with a trial |
| Browserless | 5.0/5, 1 review | No mature profile used | Not applicable | Sample is too small for a reliable conclusion |
| Apify | 4.7/5, 459 reviews | 4.8/5, 641 reviews | Not applicable | Strong platform-level signal; Actor experiences vary |
| Firecrawl | No mature profile found | No mature profile found | Not applicable | Use documentation, code review, and a proof of concept |
Ratings were checked on July 29, 2026 and will change. Review sites also have different moderation policies. A five-star average from one review is less informative than a slightly lower score from hundreds of reviews.
Proxyway is useful for specialist proxy terminology and network benchmarks, but its business model can include affiliate relationships. G2 and Trustpilot provide broader customer sentiment, but neither should be treated as proof of location accuracy, page success rate, or MCP security.
How to Run Your Own Proof of Concept
Use 20–50 representative tasks rather than one easy URL:
- Group tasks by static fetch, rendered fetch, search, crawl, and interactive browser.
- Include every required target country.
- Test an independent-request workflow and a sticky or persistent session.
- Record completion rate, semantically correct output, median and tail latency, retries, input/output size, proxy or platform cost, and LLM token cost.
- Inspect challenge pages, redirects, blank output, and false successes manually.
- Repeat at the concurrency expected in production.
- Test spend limits and failure handling deliberately.
- Review all MCP tools and requested permissions before connecting production credentials.
A useful primary metric is cost per correct completed task, not cost per GB or cost per request.
How to Choose the Best Proxy for an AI Agent
1. Start With the Agent's Required Output
- Choose a raw proxy if the application needs the destination's original response and owns parsing.
- Choose a scraping MCP if the agent needs HTML, Markdown, JSON, or search results.
- Choose a hosted browser if the agent must interact with the page.
- Choose an Actor platform if a reusable workflow already exists.
2. Decide Who Owns Rotation and Retries
With a raw gateway, your application owns session identifiers, retry rules, and output validation. With a managed service, the provider hides more of that logic. Hidden complexity is convenient, but it also reduces control and can make costs harder to explain.
3. Match State to the Task
- Independent pages: per-request rotation.
- Several related HTTP calls: sticky proxy session.
- Cookie-dependent workflow: persistent browser context.
- Deliberate recovery or geography change: approved manual or MCP-triggered rotation.
4. Choose the Cheapest Network That Works
Test datacenter access before paying for residential or mobile traffic. Use residential routing where consumer-network geography materially improves reliability. Use mobile routing for mobile-specific testing or targets that genuinely require it.
5. Check Targeting Depth
Country targeting may be enough for research. Tax, delivery, inventory, travel, and local search use cases may require state, city, ZIP, ASN, ISP, or carrier targeting. Verify live inventory; a long country list does not guarantee depth in a particular city or network.
6. Model the Full Bill:
Include:
- Proxy traffic.
- Request or credit multipliers.
- JavaScript rendering.
- Browser minutes.
- Search calls.
- Crawl pages.
- CAPTCHA attempts.
- Actor or extraction fees.
- Storage and egress.
- Retries and failures.
- LLM input tokens created by returned content.
7. Check Concurrency and Timeouts
An agent can generate bursts even when average usage is low. Confirm concurrent request limits, requests per second, browser-session caps, queue behavior, job duration, and the response when a limit is reached.
8. Evaluate Free Access, Refunds, and KYC Separately
A free MCP server does not make the network free. A free platform plan may exclude premium routing or long browser sessions. A refund policy may stop applying after a usage threshold. KYC can be a sign of network governance, but it changes onboarding time.
9. Minimize the Tool Surface
Give the model only the tools required for the task. A research agent may need search, scrape, and get_usage; it probably does not need account mutation, arbitrary browser scripting, or every marketplace Actor.
10. Test With Real Tasks Before Committing
Provider pool size and review scores cannot predict performance on your URLs, countries, session lengths, and concurrency. A small proof of concept is more valuable than a generic benchmark.
Decision Matrix
| Your current stack or requirement | Recommended starting point |
|---|---|
| Existing HTTP client or Playwright browser; need direct network control | Proxidize |
| Need one managed enterprise platform for search through browser actions | Bright Data |
| Need inexpensive Markdown or parsed results through MCP | Decodo |
| Need an enterprise remote browser controlled by Playwright MCP | Oxylabs |
| Need one simple scrape tool and strict request-cost caps | ScraperAPI |
| Have Playwright or Puppeteer code but do not want to host browsers | Browserless |
| Want agents to discover reusable extraction workflows | Apify |
| Building RAG or research pipelines around clean Markdown | Firecrawl |
| Need non-web protocols or full network transport control | Raw proxy gateway with the required protocol |
| Need a public site's official, supported data interface | Use the official API before adding a proxy |
Which Provider Should You Choose?
Choose Proxidize when the proxy network is part of your architecture and the agent should control rotation, location, access, and usage without surrendering the retrieval layer. It is genuinely stronger in direct network control, reusable credentials, and an inspectable MCP control plane. It is genuinely weaker when the goal is one-call Markdown, automatic browser execution, or bundled challenge handling.
Choose Bright Data for the broadest managed platform, Decodo for lower-cost managed scraping, Oxylabs for enterprise Playwright browsing, ScraperAPI for a focused fetch tool, Browserless for browser infrastructure, Apify for reusable Actor workflows, and Firecrawl for LLM-ready content.
The right purchase is the narrowest product that reliably completes the task. Do not pay for a browser when a fetch works. Do not build retry and parsing infrastructure when a managed API is cheaper than the engineering time. Do not buy a managed content service when the team actually needs network-level control.