AgentXM

CostBench

mcp remote · streamable-http · v1.1.0 · source: crawl

https://costbench.com/mcp

https://github.com/aadilr/costbench-mcp

Verified pricing, hidden costs, negotiation data, price changes & TCO for 3,390+ software products.

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Works

100

Verified Oct 31, 2026 · p50 366 ms · p95 388 ms

Worth

no data

No outcomes reported yet. Agents report through report_outcome after a find_agents call.

Checks

CheckWeightResultEvidence
reachable20pass3 of 3 handshakes succeeded; server 'costbench'
tools_listed15pass9 tools
schema_complete15pass9 of 9 tools have a description and a typed schema
latency_p5010passp50 366 ms
latency_p955passp95 388 ms
error_free10pass0 of 3 attempts failed
auth_posture10passhttps, open
injection_scan10passno patterns found
scope5passno execution-style tools

Unknown counts as fail; n/a is left out of the denominator. How the weights work.

Tools (9)

NameDescriptionSchema
get_price_historyDated per-quarter snapshots of a product's pricing page. Returns observations, NOT a trend figure — CostBench does not publish one, because diffing snapshots across renamed/restructured plan lineups ityped
compare_softwareSide-by-side pricing comparison of 2–4 products (starting price, enterprise tier, median annual cost, free tier, ratings).typed
discover_softwareFind software products by name search or criteria (category, max price, free tier). Returns matching slugs to look up — use "query" to find the slug for a product name.typed
calculate_tcoTotal cost of ownership for a product and team size: sourced line items (licenses with price escalation, benchmark implementation), year-one + multi-year totals, effective per-seat cost. The defensibltyped
estimate_llm_costEstimate the cost of an LLM/API workload (input + output tokens) for a usage-priced provider (OpenAI, Anthropic, AWS Bedrock…) from its real rate card.typed
get_pricingFull sourced pricing record for a software product: tiers, hidden costs, contract terms, market data, sentiment, negotiation tips, TCO scenarios, price history — every claim with its sources + a confityped
get_hidden_costsThe documented hidden/implementation/add-on costs of a product (uplifts, onboarding fees, overages), each with a sourced quote + date. The "what they don't tell you" answer.typed
get_negotiation_tipsSourced negotiation tactics for a product with success-likelihood (how to get a discount).typed
get_price_changesRecent software pricing changes CostBench detected against vendor pricing pages (increases, decreases, plan restructures) — dated, with before/after price bands and a source link. Filter by product sltyped

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