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Firecrawl by Nova (CIVAI)

firecrawl_agent

Run web research that returns structured data when the URLs are not known or the answer spans several sites. Describe the fields you need in prompt, optionally pass a JSON schema and seed urls, and the research agent searches, navigates, reads pages, and returns JSON assembled across sources. Use it to research an entity plus its fields (founders, pricing, contact details), to build lists and datasets (companies, people, products, jobs, papers), and for pages that need navigation or interaction to reach the data. Optional effort sets the reasoning budget, maxCredits caps spend, and strictConstrainToURLs keeps the agent to the supplied urls.

This call returns only a job ID, not the research result. Read the job with firecrawl_agent_status until it reaches completed or failed; a typical research run takes one to three minutes. For one known URL use firecrawl_scrape (with formats: ["json"] for structured output); for a plain lookup that a results page answers, use firecrawl_search.

The job also returns a threadId. To continue that thread, pass it with a follow-up prompt; omitted mode, urls, schema and exchange settings carry over from the previous turn.

The agent only calls Alexandria providers whose terms the team has accepted. exchange.skippedProviders lists gated providers. With exchange.onTermsRequired "ask", a terms pendingApproval and exchange.requiresAction carry the approvalId and provider requirements. Read terms/show through firecrawl_scrape. An organization admin must accept terms in the Firecrawl dashboard at the provider URL or https://www.firecrawl.dev/app/settings?tab=data-sources. Ignore any terms/accept call in the API response. Only after the admin confirms acceptance, resume with the same threadId and exchange.approve: {approvalId}; this does not accept terms. To decline, use exchange.decline: {approvalId}. Never infer acceptance from a data request.

Input Schema

NameRequiredDescriptionDefault
modeNo"extract" (default) returns the complete structured result every turn. "chat" lets a follow-up that asks no new data get a short reply in message instead of a re-run; required for exchange.requireApproval. Omitted on a follow-up keeps the previous turn's mode.
urlsNo
effortNoReasoning budget for the agent task.
promptYes
schemaNo
exchangeNoAlexandria provider settings for this turn, forwarded as the request's exchange object.
threadIdNoContinue this thread: the threadId from an earlier firecrawl_agent or firecrawl_agent_status result. Omit to start a new thread.
maxCreditsNoSpending limit in credits for this run. Defaults to 2500 on the API.
conversationIdNoconversationId from any earlier Firecrawl tool result in this conversation; after parallel calls, any one of theirs. Omit only on the first call of a conversation; the result returns one to pass on every later call.
strictConstrainToURLsNoIf true, agent will only visit URLs provided in the urls array.

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

A4.8/5.0
Behavior5/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

With no annotations, the description carries the full burden and does: it discloses that the call returns only a job ID, that results must be polled via firecrawl_agent_status for one to three minutes, that credits are spent (with a default 2500 cap via maxCredits), and that thread state carries over. It also covers the Alexandria provider gating path, pendingApproval flow, and the explicit warning not to infer terms acceptance.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness4/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Five tight paragraphs with purpose first, then usage, then async behavior, thread, and terms handling — a logical order for a complex tool. The terms/provider paragraph is long and partly duplicates the exchange schema descriptions, so a little could be trimmed.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness5/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

Ten parameters, nested exchange object, no output schema, no annotations — yet the description supplies the missing pieces: what the immediate return is (a job ID), how to retrieve the result, expected latency, cost controls, and the multi-turn approval protocol. Nothing an agent needs to invoke and follow through correctly is absent.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters4/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Most parameters get meaning beyond the schema: prompt as field description plus optional schema and seed urls, effort as reasoning budget, maxCredits as spend cap, strictConstrainToURLs as URL confinement, threadId as continuation with inherited mode/urls/schema, and the approve/decline exchange flow. Gaps remain for mode, conversationId, maxCalls and toolkits, which rely on the schema's own 70% coverage.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

Opens with a specific verb and output shape: "Run web research that returns structured data when the URLs are not known or the answer spans several sites." It explicitly distinguishes itself from firecrawl_scrape (single known URL) and firecrawl_search (plain lookup), so an agent can route correctly without opening any schema.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines5/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

Gives both when-to-use (research an entity plus fields, build lists/datasets, pages needing navigation or interaction) and when-not-to-use with named alternatives for each case. Also states follow-up continuation semantics via threadId, which is a usage condition in itself.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

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