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firecrawl_find_tools
Read-onlyIdempotent

Discover Alexandria data providers and workflows, or read a selected contract when search results lack full details. Browse categories and capabilities to choose structured records before scraping.

Instructions

Browse Alexandria data providers and workflows or read a selected contract. Alexandria covers companies, people, jobs, finance and filings, public records and government spending, real estate, places and restaurants, retail and prices, package registries and developer data, news, research, and more: typed, sourced records through published contracts. Prefer normal firecrawl_search for a data task; it already returns matching providers. Use this tool when the contract you need was not returned in full, to browse a category when search found nothing, or before scraping the same fields from several pages. Discovery is free. Use query for semantic discovery or urls to find providers for a website. With no arguments, browse categories, then providers and tools. Contracts describe the inputs and outputs for execution through firecrawl_scrape. nextTool identifies further discovery or pagination. Discovery does not execute providers. Use firecrawl_search when you also need web results.

Input Schema

NameRequiredDescriptionDefault
urlsNo
levelNoUsually omit: it follows the arguments (tools for query, urls, providers, capabilities or groups; providers for categories; categories with none). Set providers or groups to list those within a category or url scope instead of tools. query, or a non-empty expand with any other argument, returns tools.
limitNo
queryNoSemantic lookup of tools for the data you need. Selectors constrain the search.
expandNoUse ["options", "response"] for inputs and output shape without example payloads; [] keeps results compact. Omit for full contracts on selected capabilities.
groupsNoOptional group IDs for explicit group browsing.
offsetNo
providersNoValues from each listed tool's `provider` field (e.g. "apps-apple-com"). Alone, lists that provider's compact tools; with capabilities, scopes them.
categoriesNoCategory IDs returned by an empty call. Lists providers by default.
capabilitiesNoValues from each listed tool's `capability` field (e.g. "apps/app"). Put the provider in `providers`: {"providers": ["apps-apple-com"], "capabilities": ["apps/app"]}. A selected capability expands its complete contract by default.
includeCostsNoInclude per-capability credit prices (creditsCost, perRecord) in tool results.

Output Schema

NameRequiredDescriptionDefault
dataNoDiscovery page in `data.alexandria[0].data`, with `level`, `items`, `total`, and an optional `nextTool`.
errorNoError message or error object when the call did not succeed.
messageNoGuidance that accompanies the result.
receiptNoBilling receipt for the execution.
successNoWhether the API call succeeded.
deliveryNo`retained` when the full result stayed server-side instead of being inlined.
nextToolNoA follow-up tool call (`{name, arguments}`) that continues or inspects this result.
requestIdNoIdentifier of this Alexandria execution.
scrape_idNoIdentifier of the underlying scrape.
creditsCostNoCredits this call consumed.
workspaceIdNoWorkspace holding a retained result, for inspection through virtual Bash.
feedbackToolNoPointer to the feedback tool for reporting how this result served the task.
responseBytesNoSize of the full result in bytes.
idleTtlSecondsNoSeconds a retained workspace stays available while idle.
estimatedTokensNoEstimated token cost of the full result.
inlineTokenBudgetNoToken budget above which a result is retained rather than inlined.
tokenEstimateMethodNoHow `estimatedTokens` was derived.

Schema Changelog

Changes observed during successful MCP inspections.

  1. Addedv1.0.2

TDQS

A4.6/5.0
Behavior4/5

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

Annotations already cover the safety profile (readOnly, idempotent, non-destructive), so the description's added value is in operational behavior: 'Discovery is free', 'Discovery does not execute providers', and that contracts must be run through firecrawl_scrape. Those are genuinely useful non-obvious facts. It doesn't spell out pagination semantics or result-size limits beyond a passing 'nextTool' mention, keeping it at a 4.

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?

Purpose is front-loaded and the prose is dense with actionable content. There is mild redundancy around firecrawl_search (mentioned as both the preferred default and the alternative for web results), and the middle 'Alexandria covers...' enumeration is long, but every sentence largely earns its place.

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?

For an 11-parameter discovery tool with an output schema, the description covers purpose, routing, the discovery-vs-execution distinction, free-cost note, and the nextTool handoff. An agent has everything needed to call it correctly and interpret the result without opening other tools.

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?

Schema coverage is 73%, so much is already documented, but the description adds real meaning: 'use query for semantic discovery or urls to find providers', and the implicit level progression ('With no arguments, browse categories, then providers and tools'). limit, offset, and includeCosts are not elaborated in the description, leaving minor gaps for a schema that already names them.

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?

States precise verbs (browse providers/workflows, read a contract) on a specific resource ('Alexandria data providers'), and immediately operationalizes the jargon with a domain list (companies, people, jobs, finance, etc.). It also distinguishes itself from the sibling firecrawl_search, so an agent can tell the two apart without opening either 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?

Names the default alternative explicitly ('Prefer normal firecrawl_search for a data task') and gives three concrete when-to-use conditions: contract not returned in full, browse a category when search found nothing, before scraping the same fields across pages. It closes with an explicit exclusion ('Use firecrawl_search when you also need web results'). This is textbook routing guidance.

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