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Analog-Labs

Firestarter MCP Server

by Analog-Labs

firestarter_import

Import a seller's existing listing from any marketplace into Firestarter as a draft. Send the source URL or pasted text plus photo URLs; for bot-blocking platforms, include both URL and raw_text to succeed.

Instructions

Import a seller's EXISTING listing from another marketplace (Craigslist, Gumtree, their own site) into Firestarter. Give it the listing URL, or pasted listing text plus photo URLs, and it creates a DRAFT listing for the seller to review - not live, not buyable, no share link yet. Amazon, Walmart, eBay, Etsy, Facebook Marketplace, OfferUp, Mercari and Shopee usually block server fetches: a fetch is still attempted, but for these platforms a call carrying BOTH source_url (for provenance) AND raw_text + photo_urls succeeds in one round trip where the fetch alone rarely does. Other sites that fail return PLATFORM_BLOCKED or EXTRACTION_EMPTY - a retry with the seller's pasted listing text in raw_text (plus photo_urls) recovers the import. Activation (firestarter_update_listing, status 'active') requires a positive price (firestarter_reprice if the import found none) and at least one photo.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
raw_textNoPasted listing text (title, price, description - at least 10 characters). Send this alongside source_url up front for known bot-blocking platforms (Amazon, eBay, etc.) - a fetch will still be tried but is unlikely to succeed. Required whenever source_url is omitted or a fetch fails; also fills gaps URL extraction missed.
photo_urlsNoPhoto URLs for the listing, e.g. image links the seller pasted in chat. Seller photos lead the images array.
source_urlNoURL of the seller's existing listing (e.g. a Craigslist post). For known bot-blocking platforms (Amazon, eBay, Etsy, Facebook, OfferUp, Mercari, Walmart, Shopee), still include this for provenance, but pair it with raw_text up front.
Behavior5/5

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

The description discloses important behavioral details beyond annotations: the result is a non-live draft, fetches are attempted but often blocked, specific error codes (PLATFORM_BLOCKED, EXTRACTION_EMPTY) are documented, and activation conditions are stated. This significantly exceeds what readOnlyHint=false and destructiveHint=false convey.

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

Conciseness5/5

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

The description is long but every sentence carries operational value. It front-loads the core purpose and draft outcome, then methodically covers fetch behavior, failure recovery, and activation requirements without redundancy.

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 a tool with no output schema and three interrelated optional parameters, the description covers the full workflow: input modes, platform-specific behavior, error handling, retry guidance, and downstream activation prerequisites. Nothing needed for correct invocation is left unexplained.

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

Parameters5/5

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

Despite 100% schema coverage, the description adds real semantic value: it explains the strategic relationship between source_url, raw_text, and photo_urls, identifies known-blocking platforms, and clarifies when each parameter is required or should be sent preemptively. This goes well beyond the schema's individual parameter descriptions.

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?

The description states a specific verb ('Import'), the resource ('a seller's EXISTING listing from another marketplace'), and the concrete outcome ('creates a DRAFT listing'). It clearly distinguishes itself from listing-creation siblings by emphasizing EXISTING listings and the draft status.

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?

It explains exactly when to use it (importing from Craigslist, Gumtree, own site) and how to handle blocked platforms by pairing source_url with raw_text and photo_urls. It also names alternatives for follow-up actions (firestarter_update_listing, firestarter_reprice), giving explicit when-to-use context.

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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