Integrations·Web Scraping & Search

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Parsera + OpenClaw

Give your autonomous agents a live connection to Parsera: managed, secure, and ready in minutes.

Parsera is a lightweight Python library for scraping websites using large language models (LLMs). On Molted, your OpenClaw agents connect to Parsera through the managed MCP integration layer, with no glue code, no servers to run, and no credentials baked into containers. The agent can search the web, extract data, and monitor sources for Parsera, autonomously and within the guardrails you set.

Available actions

2 ready-to-use Parsera actions.

Your OpenClaw agents can call any of these Parsera actions directly through Molted's managed MCP layer. No wrappers, no boilerplate.

PARSERA_EXTRACT_MARKDOWN

Extract Markdown

Tool to extract markdown content from a file or url.

PARSERA_PARSE_CONTENT

Parse Content with Parsera

Tool to parse and extract structured data from provided html or text. use after obtaining raw content.

How the connection works

Connect once. The agent acts.

Parsera connects with an API key you provide once; it is encrypted at rest and never shipped inside the agent's pod. Everything runs through Molted's managed MCP layer, so there is no integration code to write and nothing to keep running.

01

The agent requests access

Your OpenClaw agent asks for Parsera when a task needs it.

02

You approve the connection

Authorize Parsera once (API key). Credentials are encrypted at rest and scoped to what you allow.

03

The agent acts

It reads and writes to Parsera autonomously, inside your guardrails, with full audit and revocable access.

Auth: API keyCategory: Web Scraping & SearchNo credentials in the pod

FAQ

Parsera on Molted, answered.

Q.01

Can OpenClaw agents use Parsera on Molted?

Yes. Parsera is one of 1,000+ apps available through Molted's managed MCP integration layer. Your agent requests access, you approve the connection, and it can act on Parsera straight away, with no integration code to write or maintain.

Q.02

How do I connect Parsera to my agent?

Parsera connects with an API key you provide once; it is encrypted at rest and never shipped inside the agent's pod.

Q.03

What can an agent actually do with Parsera?

Within the permissions you grant, an agent can search the web, extract data, and monitor sources. With Parsera, your agent can search the web and extract clean, structured data on demand.

Q.04

Is my Parsera data and credentials secure?

Yes. Molted never bakes credentials into the agent's pod: every connection is brokered through the managed integration layer, secrets are encrypted at rest, and access stays scoped to what you approve. You can revoke Parsera access at any time.

Q.05

Do I have to run any infrastructure to use Parsera?

No. Molted is the managed operating environment for autonomous agents: compute, the MCP layer, browser automation and self-healing are all handled for you. Connecting Parsera is a configuration step, not an engineering project.

Q.06

Can I limit what an agent is allowed to do in Parsera?

Yes. Access to Parsera is scoped to exactly what you approve and is revocable at any time. Agents act within the guardrails you set, and every action stays auditable.

Ship agents that use Parsera, not infrastructure.

Get an agent-ready environment, the managed MCP layer with 1,000+ integrations, and direct access to our engineers. Onboarding within days.