# pumaDB vs Scalebrowser

pumaDB records 0 monthly visits with 0% month-over-month growth and Freemium pricing. Scalebrowser records 161,955 monthly visits with +212.7% growth and Free Trial, Paid pricing.

| Metric | [pumaDB](https://openaitools.app/tool/pumadb) | [Scalebrowser](https://openaitools.app/tool/scalebrowser) |
| :--- | :--- | :--- |
| Website URL | https://pumadb.ai | https://scalebrowser.net |
| Categories | AI Agent, AI API, AI Developer Tools | AI Browsers, AI Agent, AI Developer Tools, AI API |
| Pricing Model | Freemium | Free Trial, Paid |
| Monthly Visits | 0 | 161,955 |
| MoM Growth Rate | 0% | +212.7% |
| Primary Market | Global | Global |
| Direct Visits | 0 | 65,234 |
| Review Score | 4.4 | 4.7 |
| Saved Count | 0 | 0 |
| Supported Platforms | Website | Website |

## pumaDB

pumaDB solves a very specific annoyance: every AI assistant starts each conversation with amnesia. You explain your stack, your conventions and the bug you are chasing, then close the tab, and tomorrow you explain it all again. pumaDB replaces that ritual with a hosted memory store that sits outside any single model or vendor. Facts written from a ChatGPT session can be recalled in a brand new Claude chat, with nothing manually pasted in between.

Under the hood it is deliberately simple. Memory lives in named tables of small structured records — project conventions, user preferences, research clippings, task state, handoff notes and reviewed technical references are the categories the team highlights. You reach that data two ways: a REST API with bearer keys for backends, workers, CLIs and serverless functions you control, and a hosted MCP endpoint at api/mcp that Codex, ChatGPT, Claude, OpenClaw and other Streamable HTTP clients can attach to via OAuth sign-in. Both surfaces operate on the same tables and rows.

The selling point is the absence of setup. There is no database project to provision, no schema migration to babysit, and no API key to paste into a client — email sign-in handles OAuth for MCP connections. The service is run by a small team based in Melbourne and is aimed at individuals who want their agents to remember, and at teams that want one shared organizational memory.

**Pricing & Plans:** Free tier for individuals, forever, no card required. Organization Pro is $99/month per organization for shared team memory, and Enterprise is a custom annual contract scoped with the vendor. Rate limits and API behavior are identical on Personal and Pro.

- **One memory endpoint for many clients:** A single hosted MCP endpoint works with Codex, ChatGPT, Claude, OpenClaw and any Streamable HTTP MCP client, so different tools read and write the same memory store.
- **Cross-tool memory handoff:** Write a fact from one assistant and recall it later from a completely different one. Nothing needs to be pasted manually between sessions.
- **REST and MCP on the same tables:** Trusted server-side code uses bearer-key REST calls; authorized agents use OAuth-scoped MCP tools. Both go through the same rows, tables and limits.
- **OAuth-first connection setup:** MCP clients sign in by email and pumaDB handles OAuth and dynamic client registration, so there is no infrastructure to provision and no API key stored in the client config.
- **Version history and restore:** Rows keep version history with a retention window, plus viewer and download links, so a bad write or an over-eager agent edit can be rolled back.

**Strengths:** No database project, schema or migration work to manage; Same memory readable and writable across competing AI vendors; Free personal tier is genuinely useful with 20 tables and 1,000 rows each; OAuth handling removes API keys from client configuration

**Limitations:** Not a vector store, so semantic search over unstructured text is out of scope; Memory is keyed to named tables and row limits, which takes planning at scale; Team features require the $99/month Organization Pro plan

[Profile (Markdown)](https://openaitools.app/tool/pumadb.md)

## Scalebrowser

>Scalebrowser targets the part of agent work that usually breaks first: staying authenticated. Instead of scraping a signed-out page or re-logging in on every run, it hands each agent a browser machine that keeps a stable identity, complete with stored passwords, per-profile inboxes, two-factor codes and passkeys. The product installs as a desktop app so the GPU, screen and fingerprint values match the real machine, which reduces the chance that a profile contradicts itself.

On top of the browser layer, Scalebrowser adds an agent layer. Agents read a page once and then only what changed, which keeps token spend predictable on long runs. Captchas are handled through human-like input, keys on a page are surfaced to the agent as placeholders, and each tool call is logged as a step with a result and a screenshot. It works with MCP clients such as Claude and Cursor, Python and Node SDKs, a REST API and direct CDP for existing browser-use code.

Plans are measured by how much runs at once. The free tier covers a single browser and three profiles, while paid tiers grow concurrent browsers, machines, profiles and workflows. Workflows can be started by hand or by an agent, and higher tiers add schedules, webhooks, sync and phone approvals.

**Pricing & Plans:** Free plan with 1 concurrent browser, 1 machine and 3 profiles, no card required. Paid plans: Start at $19/month (1 browser, 25 profiles), Solo at $49/month (5 browsers, 100 profiles), Studio at $99/month (20 browsers, 3 machines, 500 profiles), and custom Enterprise pricing. Most paid plans include a 7-day free trial.

- **Persistent profile identity:** Each profile is generated from a seed so its identity, cookies and logins persist across restarts, and sites see the same returning visitor rather than a new device.
- **Isolated browser profiles:** One browser per profile means separate logins, cookies and devices that share nothing, making multi-account automation safe to run in parallel.
- **Built-in sign-in and 2FA handling:** Agents get through username and password forms, email confirmation codes, TOTP and SMS two-factor codes, passkeys and permission prompts without stalling.
- **Human-like input and captchas:** Press-and-hold, image grid, slider and rotation captchas are solved through human-like input rather than third-party solving keys.
- **Flexible agent integrations and trails:** Connect over MCP, Python or Node SDKs, REST or direct CDP, and review every action as a step with its result and screenshot.

**Strengths:** Strong focus on persistent, isolated identities so agents stay logged in across runs; Broad integration surface covering MCP, Python/Node SDKs, REST and direct CDP; Built-in handling of logins, email codes, TOTP, SMS, passkeys and captchas; Token-efficient page reading that only reports what changed between steps

**Limitations:** Requires installing a desktop app and running it on your own machine, so it is not a purely cloud-hosted service; Free tier excludes schedules, webhooks, sync and phone approvals; Paid tiers meter concurrent browsers, machines and profile counts, which can raise costs for large fleets; Advanced anti-detection features may raise compliance responsibility with target platforms

[Profile (Markdown)](https://openaitools.app/tool/scalebrowser.md)

## Frequently Asked Questions

### How do pumaDB and Scalebrowser compare in monthly traffic?

pumaDB has 0 monthly visits, while Scalebrowser has 161,955. Traffic estimates describe audience size, not product quality.

### How do their growth rates compare?

pumaDB has a month-over-month growth rate of 0%; Scalebrowser has +212.7%.

### How does pricing compare?

pumaDB: Freemium. Free tier for individuals, forever, no card required. Organization Pro is $99/month per organization for shared team memory, and Enterprise is a custom annual contract scoped with the vendor. Rate limits and API behavior are identical on Personal and Pro. Scalebrowser: Free Trial, Paid. Free plan with 1 concurrent browser, 1 machine and 3 profiles, no card required. Paid plans: Start at $19/month (1 browser, 25 profiles), Solo at $49/month (5 browsers, 100 profiles), Studio at $99/month (20 browsers, 3 machines, 500 profiles), and custom Enterprise pricing. Most paid plans include a 7-day free trial.

## Alternatives

| # | Tool Name | Monthly Visits | MoM Growth Rate | Pricing Model | Summary | Profile (Markdown) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| 1 | [Notion](https://openaitools.app/tool/t) | 173,441,670 | +0.1% | Freemium | The AI workspace where teams and agents get work done together | [.md](https://openaitools.app/tool/t.md) |
| 2 | [Apify](https://openaitools.app/tool/apify) | 4,147,762 | +3.9% | Freemium, Contact for Pricing | A massive cloud web scraping and automation marketplace, though it lacks Scalebrowser's focus on persistent isolated profiles. | [.md](https://openaitools.app/tool/apify.md) |
| 3 | [Hermes-Agent](https://openaitools.app/tool/hermes-agent-1) | 3,638,741 | -5.4% | Freemium | A free, open-source personal AI agent that learns your projects and works across every messaging app. | [.md](https://openaitools.app/tool/hermes-agent-1.md) |
| 4 | [Clawdbot (OpenClaw)](https://openaitools.app/tool/clawdbot) | 1,903,068 | -25.4% | Paid, Free | Open-source personal AI assistant that runs on your own machine and works from chat apps | [.md](https://openaitools.app/tool/clawdbot.md) |
| 5 | [LobeHub](https://openaitools.app/tool/lobehub) | 654,548 | -25% | Freemium | Put always-on AI agents on your team chat | [.md](https://openaitools.app/tool/lobehub.md) |
| 6 | [Eigent AI](https://openaitools.app/tool/eigent-ai) | 575,703 | +1.4% | Freemium, Free Trial, Contact for Pricing | Open-source desktop AI workforce that runs browser, file, and app tasks for you | [.md](https://openaitools.app/tool/eigent-ai.md) |
| 7 | [LlamaIndex](https://openaitools.app/tool/llamaindex) | 387,910 | +19.9% | Freemium, Contact for Pricing | Turn any document into AI-ready context with agentic parsing and extraction | [.md](https://openaitools.app/tool/llamaindex.md) |
| 8 | [ego (lite)](https://openaitools.app/tool/ego-lite) | 384,099 | +97.6% | Free | A free Chromium-based browser optimized for running parallel AI web automation and scraping tasks locally. | [.md](https://openaitools.app/tool/ego-lite.md) |
| 9 | [Happycapy](https://openaitools.app/tool/happycapy) | 191,406 | +7.2% | Freemium | An agent-native computer that works while you sleep | [.md](https://openaitools.app/tool/happycapy.md) |
| 10 | [BrowserAct](https://openaitools.app/tool/browseract) | 99,679 | -15.2% | Freemium, Paid, Credit-based, Contact for Pricing | Builds and runs autonomous web scraping pipelines using no-code cloud AI agents rather than managed persistent browser profiles. | [.md](https://openaitools.app/tool/browseract.md) |

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Source: https://openaitools.app/compare/pumadb-vs-scalebrowser

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