Categories › AI & Agents › Models, LLM APIs, routing, serving, training & GPUs
Dated plan prices, cost traps with evidence and hands-on results for 540 business-software tools.
Remote server: your requests and data go to api.aibuildermarketplace.com. Claude Code: claude mcp add --transport http aibuilder-marketplace-software-pricing-d https://api.aibuildermarketplace.com/mcp · Claude app: Settings → Connectors → Add custom connector.
The tools this server listed when we connected to it, in its own words.
search_products — Find software products by task or name, with optional filters. Returns compact rows (id, entry price, cost-trap ids, pricing date). Ranking get_product — The full record for one product: plans, every cost trap with its full evidence sentence, pricing date, unknowns, own hands-on observations icompare_products — Compare 2 to 6 products side by side. Every requested id is returned, found or not. With units, adds the cheapest fitting plan's cost where get_evidence — The evidence behind a product's cost traps and free-plan flag: the exact sentences from our pricing notes, the date they were read and the sestimate_cost — Cost of each plan at a team size (or companies/orders, per the product's axis) on monthly or annual billing: monthly equivalent, amount billcost_at_growth — Cost as a team grows: the cheapest fitting plan at each size and the points where the best plan changes.check_choice — Check a software choice against requirements before buying. requirements (all optional): units, billing ('monthly'|'annual'), plan_id, budgeget_task_evidence — What we observed when we ran products ourselves. Search by task words, product id or result (passed_in_this_test, partial_in_this_test, failbuild_purchase_dossier — Build a purchase file for 1 to 6 candidate products against the same requirements (same fields as check_choice). Returns per candidate the crecheck_dossier — Re-check a purchase file built earlier: pass the whole dossier back. Reports which underlying facts changed (entry price, plans, cost traps,search_offers — Find reader offers and vendor offers on our deal pages (discounts, extra credits, longer trials, conditional pilots). Each row has the evideget_offer — The full record of one offer: type, benefit and its structure, eligibility as recorded (null = the vendor did not say), claim steps, code, lcheck_offer_eligibility — Check whether an offer fits a buyer's situation: {customer: new|existing, plan, billing: monthly|annual|biennial}. Returns matches, does_notcompare_offer_costs — Compare 1 to 3 offers on the same billing term and period. prices maps offer_id to the monthly price the buyer would pay for that product wilist_categories — All categories with their product counts.Not tested by KitScout yet. When our harness runs it, pros, cons and the tasks we tried appear here, with the date and evidence.