Agentic Index
Browser Use vs Manus (2026)
Browser Use and Manus sit at opposite ends of the browser agent stack: Browser Use is the open source framework developers embed to give their own agents a browser, free to self host with usage based cloud at about two cents a browser hour plus model tokens, while Manus is a finished consumer and prosumer agent that takes a whole task and executes it, with plans at 20, 40 and 200 dollars a month. That verdict is the Agentic Index coverage score, graded from each vendor's own published materials.
The split is who does the building: choose Browser Use to build browser automation into your product, Manus to hand tasks to an agent today.
This comparison is published by Agentic Index, an independent agentic AI vendor research platform. Browser Use and Manus are each graded against the same 14 capability Agentic Index taxonomy, from the vendor's own public materials under the Agentic Index verification standard, alongside 955 researched vendors. No vendor pays for placement and no vendor has reviewed this page. How this evidence is graded
Choose Browser Use if
- You are a developer embedding browser control into your own agent or product.
- Open source self hosting and usage based cloud pricing fit your architecture.
- You need programmatic control, not a finished consumer agent.
Choose Manus if
- You want a finished agent that takes a task and completes it end to end.
- Published plans from 20 dollars a month fit how you buy.
- Browser work is one part of broader tasks including research, design, and app building.
| Feature | B Browser Use |
M Manus |
|---|---|---|
| Action & orchestration | ||
|
Integrations & Tool Calling Ability to connect agents to real systems through native integrations, OAuth-authenticated actions, custom tools, APIs, webhooks, or MCP-compatible tools. |
||
|
Browser UseIntegrations & Tool Calling In the open source library, developers can add custom tools to the agent, and the Cloud API lists integrations by category and authorizes and disconnects connected accounts for agent runs. Sourcedocs.browser-use.com/open-source/customize/tools/addread 2026-09-27 |
||
|
ManusIntegrations & Tool Calling A catalog of MCP connectors (Gmail, Google Calendar, Notion, Slack, GitHub and others) lets the agent act in outside systems. Custom MCP servers add internal tools and proprietary APIs, and Zapier reaches further apps. In the API, connectors can be chosen per task. Sourcemanus.im/docs/integrations/custom-mcpread 2026-09-27 |
||
|
Workflow Orchestration Ability to sequence, branch, retry, route, and combine deterministic workflow nodes with autonomous agent steps. |
||
|
Browser UseWorkflow Orchestration Cloud runs chain as follow ups in one session with a message queue, and rerunnable scripts let a first run save tested code that later runs reuse deterministically and repair when the site changes. The open source library supports parallel agents, follow up tasks and Playwright steps mixed with agent steps. Sourcedocs.browser-use.com/cloud/agent/scriptsread 2026-09-27 |
||
|
ManusWorkflow Orchestration The agent plans and executes multi step tasks end to end, Wide Research runs a parallel multi agent system across many sub tasks, and custom agents run subtasks listed through the API. Sourcemanus.im/docs/features/wide-researchread 2026-09-27 |
||
|
Triggers & Channel Coverage How agents wake up and where they work: schedules, webhooks, message events, CRM events, inbox events, chat, email, voice, and collaboration tools. |
||
|
Browser UseTriggers & Channel Coverage Cloud agents take scheduled work as well as API, SDK, MCP and n8n requests, and an iMessage group can be linked to an agent (US beta). Schedules and webhooks are US features not offered in the EU deployment. Sourcedocs.browser-use.com/cloud/which-productread 2026-09-27 |
||
|
ManusTriggers & Channel Coverage Scheduled Tasks run work on a recurring schedule or at a set time (20 per paid plan), Mail Manus starts tasks from forwarded or CC'd email including dedicated workflow addresses, and tasks also arrive from Slack and the API with webhooks for task events. Sourcemanus.im/docs/features/scheduled-tasksread 2026-09-27 |
||
| Knowledge & context | ||
|
Knowledge Grounding & RAG Ability to ground agent behavior in company data through document ingestion, retrieval, external knowledge APIs, semantic search, or RAG layers. |
||
|
Browser UseKnowledge Grounding & RAG There is no retrieval index over the customer's knowledge. Workspaces hold files a run can read, and the hosted web search tool searches the web at run time. Sourcedocs.browser-use.com/cloud/agent/workspacesread 2026-09-27 |
||
|
ManusKnowledge Grounding & RAG Projects keep a knowledge base of uploaded files that every new task in the project inherits, and connectors pull from Notion, Drive and similar sources per run. Manus does not describe an index, embeddings layer or retrieval structure over that knowledge. Web research gathers context for each task as it runs. Sourcemanus.im/docs/features/projectsread 2026-09-27 |
||
|
Memory & State Persistence Ability to persist context across a run, conversation, workflow, user, team, or longer-term memory layer. |
||
|
Browser UseMemory & State Persistence A V4 session holds conversation history across follow up runs, and a workspace keeps files, including scripts the agent saved, across runs until they are deleted. Browser Use does not describe a memory layer with a set scope and lifetime, and saved browser profiles hold browser state, not memory. Sourcedocs.browser-use.com/cloud/agent/workspacesread 2026-09-27 |
||
|
ManusMemory & State Persistence Projects keep a master instruction and files that users maintain and every new task reads, so users keep this store and it carries across sessions. Stopped tasks resume with their state. There is no memory layer that the agent writes itself, with a set scope and lifetime. Sourcemanus.im/docs/features/projectsread 2026-09-27 |
||
| Control & trust | ||
|
Human Oversight & Guardrails Approval steps, consent checkpoints, escalation rules, structured guardrails, policy constraints, and pause/resume controls. |
||
|
Browser UseHuman Oversight & Guardrails A run can include a human checkpoint for approvals, authentication, payments or review. The run stops, a person acts in the live view, and a follow up run continues in the same session. The checkpoint is requested in the task, not enforced by policy. Sourcedocs.browser-use.com/cloud/agent/human-in-the-loopread 2026-09-27 |
||
|
ManusHuman Oversight & Guardrails The agent pauses and waits for the user to confirm supported actions, such as sending an email, before it goes on. The user answers in the app or through task.confirmAction. Plan Mode shows the approach as an editable document, and the user approves it before work starts. Sourceopen.manus.im/docs/v2/task-lifecycleread 2026-09-27 |
||
|
Security, Identity & Governance RBAC, SSO, auditability, encryption, least-privilege tool access, compliance posture, and data handling policy. |
||
|
Browser UseSecurity, Identity & Governance Browser Use is SOC 2 Type II audited by an independent firm, with the report under NDA, and offers a DPA with EU SCCs, HIPAA support and zero data retention on enterprise plans. Access is by project API keys and OAuth with a single mcp scope, and there are no roles, SSO or SCIM. Sourcebrowser-use.com/enterpriseread 2026-09-27 |
||
|
ManusSecurity, Identity & Governance The Team plan sets up SSO with the customer's own identity provider after domain verification. It has Team Owner and Super Admin roles and an admin dashboard with access control and granular sharing permissions. Manus holds SOC 2 Type II and ISO 27001, the SOC 2 attestation letters and the ISO certificate are listed on the security page, and a trust center sits at trust.manus.im. Sourcemanus.im/teamread 2026-09-27 |
||
|
Observability & Auditability Traces, logs, execution histories, metrics, audit events, and debugging detail for production agent behavior. |
||
|
Browser UseObservability & Auditability Each run exposes a paged event stream and status through the API, browser sessions carry live view and recordings for debugging and audit, network events can be captured, and the open source library supports tracing through Laminar and OpenLIT, plus cost tracking. Sourcedocs.browser-use.com/cloud/agent/observabilityread 2026-09-27 |
||
|
ManusObservability & Auditability Each task keeps a full event history of the agent's steps, readable in the app and through task.listMessages. The Team plan adds audit logs and an admin dashboard with usage tracking. Usage history is also shown per session and per member. Sourcemanus.im/teamread 2026-09-27 |
||
|
Deployment & Data Residency Deployment modes and options, including SaaS, dedicated cloud, VPC, on-prem, hybrid, local runtime, and self-hosting. |
||
|
Browser UseDeployment & Data Residency Customers choose the US deployment or the EU deployment in Frankfurt, each with its own API base URL and separate storage for runs, sessions, files and profiles, and the open source library self hosts on the customer's own machines. Sourcedocs.browser-use.com/cloud/eu-deploymentread 2026-09-27 |
||
|
ManusDeployment & Data Residency Manus runs only in its own cloud. Its data is stored in the US and Singapore, and the customer cannot choose a region. There is no self hosted, VPC or residency option. Sourcemanus.im/blog/a-note-to-our-usersread 2026-09-27 |
||
| Solution readiness | ||
|
Prebuilt Agents, Templates & Packs Ready-made workflows, packaged employees, templates, blueprints, industry solutions, and role-specific agents that reduce time-to-value. |
||
|
Browser UsePrebuilt Agents, Templates & Packs Example apps in the open source docs cover separate jobs such as an ad generator, automated QA, a news monitor and a WhatsApp sender, alongside code templates and agent skills that the customer clones and runs. The Cloud offers no packaged agents ready to adopt. Sourcedocs.browser-use.com/llms.txtread 2026-09-27 |
||
|
ManusPrebuilt Agents, Templates & Packs A categorized library of ready to use Skills, built by Manus and the community, includes Excel Generator, Financial Analysis, SEO Competitor Analysis and Listicle Blog Writer. Skills are added to a workspace from the official library, uploaded, or imported from GitHub, and each Skill does its own job. Sourcemanus.im/features/skillsread 2026-09-27 |
||
| Platform extensibility | ||
|
Model Flexibility & Routing Ability to work across multiple foundation models, route tasks to different models, or let buyers bring their own providers and keys. |
||
|
Browser UseModel Flexibility & Routing Each Cloud run takes a model ID from a published list spanning OpenAI, Anthropic, xAI and MiniMax models, with the customer's own OpenAI or Anthropic key as an option, and the open source library supports a list of providers that includes local models. Sourcedocs.browser-use.com/cloud/agent/modelsread 2026-09-27 |
||
|
ManusModel Flexibility & Routing The customer picks one of three agent profiles, standard, lite or max, and model versions cannot be chosen separately through the API. These are tiers of Manus's own agent, and Manus does not name the underlying model provider. Sourceopen.manus.im/docs/v2/task.createread 2026-09-27 |
||
|
APIs, SDKs & MCP Extensibility Composability layer: stable APIs, SDKs, MCP tool consumption/serving, custom tools, and integration into internal systems. |
||
|
Browser UseAPIs, SDKs & MCP Extensibility Developers get a REST API covering V4 runs, sessions, workspaces, profiles, browsers and integrations, with an OpenAPI 3.1 file, along with Python and TypeScript SDKs, a CLI and a hosted MCP server with OAuth. Sourcedocs.browser-use.com/cloud/api-v4-overviewread 2026-09-27 |
||
|
ManusAPIs, SDKs & MCP Extensibility The Manus API is a REST API with API key or OAuth2 authentication and published OpenAPI specifications. It creates, continues, stops and lists tasks, manages projects, files, webhooks and agents, and publishes websites built by the agent. Sourceopen.manus.im/docs/v2/introductionread 2026-09-27 |
||
|
Testing, Debugging & Optimization Testing, debugging, scoring, retries, fallbacks, quality gates, and optimization loops for improving agent workflows before and after deployment. |
||
|
Browser UseTesting, Debugging & Optimization A V4 run can request a judge, an LLM that evaluates the completed run against criteria the customer supplies and returns a verdict with the run, and sessions carry a feedback endpoint. There is no dataset or regression harness. Sourcedocs.browser-use.com/cloud/faqread 2026-09-27 |
||
|
ManusTesting, Debugging & Optimization The Skill Creator skill is a guided workflow for authoring Skills, and it includes a testing step. It does not report a verdict on agent behavior. There is no evaluation harness, scored test case or quality gate for the agent. Sourcemanus.im/docs/llms.txtread 2026-09-27 |
||
| Specialist automation | ||
|
Browser & Computer Use Browser, desktop, or remote/local computer control for workflows that cannot be handled through stable APIs alone. |
||
|
Browser UseBrowser & Computer Use Browser Use agents drive a real Chromium browser, either Browser Use's hosted stealth browsers with CAPTCHA handling, proxies, profiles and live view, or a local or remote browser through the open source library; hosted browsers also accept Playwright, Puppeteer, Selenium or CDP. Sourcedocs.browser-use.com/cloud/which-productread 2026-09-27 |
||
|
ManusBrowser & Computer Use The agent drives Manus's own cloud browser, which operates like a real person. The Browser Operator extension lets it navigate, click and fill forms in the user's local browser with existing logins, once the user grants control. Manus also has a desktop app. Sourcemanus.im/docs/features/browser-operatorread 2026-09-27 |
||
Pricing snapshot
Sourced from the Index pricing dataset · open each vendor's profile for full detail.
| Pricing | B Browser Use |
M Manus |
|---|---|---|
|
Entry price Lowest public entry point |
Usage based, at $0.02 per browser hour plus traffic and model tokens. New accounts get a one time $1 credit, and the open source library is free. | Paid from $20 a month for 4,000 credits, $40 for 8,000 and $200 for 40,000, each with 300 daily refresh credits. Team is $20 a seat a month, and a free account runs the lite agent. |
|
Pricing confidence How public the numbers are |
Public, exact | Public, exact |
|
Billing Primary billing axis |
Usage based, from a single credit balance in dollars that covers browser time, proxy traffic and model tokens. There are no subscriptions. | A credit based subscription. Every action consumes credits, and complex tasks consume many. |
|
Variable cost Workload / overage exposure |
High variable cost | High variable cost |
|
Free tier / trial Try before you buy |
Free tier
|
Free tierTrial
|
|
Buying motion Self-serve vs sales call |
Mixed | Self-serve |
Meta acquired Manus for about 2 billion dollars in December 2025; Chinese regulators blocked the deal in April 2026 and Meta began unwinding it in June 2026. The subscription service continues operating, but ownership and roadmap are genuinely uncertain until the separation completes.
More comparisons with Browser Use or Manus
Other matchups in browser and computer-use agents
Not the pairing you were after? These compare a different set of browser and computer-use agents on the same 14 capabilities.