CostBench MCP Server
MCP serverDev toolsKnow what software really costs before you buy or renew. This gives your AI verified pricing, hidden costs, negotiation data, price changes, and total cost of ownership for 3,390+ software products. Your AI can use it to compare options and surface costs that list prices leave out.
Available today. Use it from your connected AI after setup.
No other account needed.
After adding it, ask your AI what a product really costs, whether its price has changed, or how two options compare on total cost of ownership.
Then ask your AI: use CostBench MCP Server to get pricing
What your AI can do with it
- Look up verified pricing for 3,390+ software products
- Surface hidden costs before you commit to a subscription
- Pull negotiation data to use in renewal conversations
- See how a product's price has changed over time
- Compare total cost of ownership across tools
From the project's README
As published by aadilr/costbench-mcp in README.md.
Verified software-pricing intelligence for any MCP client — true costs, hidden fees, negotiation data, price history, side-by-side comparisons, a dated price-change feed, and total cost of ownership for 3,390+ products. Read-only, free, no API key, no signup.
Powered by CostBench.com. Every figure the server returns carries its source and date — the data is only as trustworthy as its provenance, so CostBench publishes the provenance with each number. Responses include an attribution field and per-entity links back to the sourced page.
Tools
| Tool | Description |
|---|---|
get_pricing | Full sourced pricing record for a product: tiers, hidden costs, contract terms, market data, sentiment, negotiation tips, TCO scenarios, and price history — each claim with its sources. Args: slug, optional depth (summary|full). |
get_hidden_costs | The documented hidden / implementation / add-on costs (uplifts, onboarding fees, overages), each with a sourced quote + date. Args: slug. |
get_negotiation_tips | Sourced negotiation tactics with success-likelihood. Args: slug. |
get_price_history | Per-quarter price snapshots + trend — has the price changed? Args: slug. |
compare_software | Side-by-side pricing for 2–4 products (starting price, median annual cost, free tier, ratings). Args: slugs (array). |
discover_software | Find products by category, maxPrice, hasFreeTier. Returns matching slugs to look up. |
calculate_tco | Total cost of ownership for a product and team size: sourced line items, year-one + multi-year totals, effective per-seat cost. Args: slug, seats, optional tier, termYears. |
estimate_llm_cost | Cost of an LLM/API workload (input + output tokens) for a usage-priced provider, from its real rate card. Args: slug, inputTokens, outputTokens, optional model. |
get_price_changes | Recent pricing changes CostBench detected against vendor pricing pages — dated, before/after bands, source link. Args: optional slug, category, days (default 30), limit (default 25). Same data as the public feed at https://costbench.com/data/pricing-changes.json. |
All tools are read-only (readOnlyHint: true). Products are addressed by slug (e.g. salesforce, microsoft-teams, openai-api); use discover_software if you don't know one.
Option 1 — Remote endpoint (recommended, no install)
The server is hosted at https://costbench.com/mcp using streamable HTTP transport (MCP spec 2025-03-26). If your client supports remote MCP servers, point it straight at the endpoint:
{
"mcpServers": {
"costbench": {
"type": "streamable-http",
"url": "https://costbench.com/mcp"
}
}
}
Claude Code:
claude mcp add --transport http costbench https://costbench.com/mcp
Option 2 — Local stdio server (this package)
For clients that only speak stdio, this package bridges stdio ↔ the hosted endpoint:
{
"mcpServers": {
"costbench": {
"command": "npx",
"args": ["-y", "github:aadilr/costbench-mcp"]
}
}
}
Or clone and run directly:
git clone https://github.com/aadilr/costbench-mcp.git
cd costbench-mcp
npm install
node index.js
Option 3 — Agent Skill / Claude Code plugin
This repo doubles as an Agent Skill and Claude Code plugin.
Any skills-capable agent (Claude Code, Codex CLI, Cursor, Gemini CLI, Copilot, and more):
npx skills add aadilr/costbench-mcp
Claude Code plugin (bundles the MCP server + the skill):
/plugin marketplace add aadilr/costbench-mcp
/plugin install costbench@costbench
The software-pricing skill prefers the MCP tools when connected and otherwise falls back to a bundled script (skills/software-pricing/scripts/pricing.sh) that talks to the hosted endpoint over plain HTTPS — no MCP client required.
Option 4 — Docker
docker build -t costbench-mcp .
docker run -i --rm costbench-mcp
Quick test
# List the tools
curl -X POST https://costbench.com/mcp \
-H "Content-Type: application/json" \
-d '{"jsonrpc":"2.0","id":1,"method":"tools/list","params":{}}'
# Get pricing for a product
curl -X POST https://costbench.com/mcp \
-H "Content-Type: application/json" \
-d '{"jsonrpc":"2.0","id":1,"method":"tools/call","params":{"name":"get_pricing","arguments":{"slug":"salesforce","depth":"summary"}}}'
The get_pricing call above returns a record like:
{
"slug": "salesforce",
"name": "Salesforce",
"category": { "slug": "crm", "name": "CRM" },
"priceRange": { "low": 0, "median": 100, "high": 550, "currency": "USD" },
"priceUnit": "user/month",
"tiers": [
{ "name": "Starter Suite", "priceMonthly": 25, "priceAnnual": 300, "priceUnit": "user/month" },
{ "name": "Pro Suite", "priceMonthly": 100, "priceAnnual": 1200, "priceUnit": "user/month" }
],
"attribution": "Source: CostBench (https://costbench.com) — verified, sourced software pricing intelligence."
}
What's in the data
| Products | 3,390+ |
| Categories | 255 |
| Comparisons | 5,850+ |
| Coverage | Tiers, hidden costs, contract terms, negotiation data, price history, TCO, LLM rate cards |
Each field carries a license marker (owned | restricted): CostBench's own sourced research is owned; a small number of third-party market-data medians are restricted — surfaceable to a user but not licensed for commercial redistribution.
Environment variables
| Variable | Default | Purpose |
|---|---|---|
COSTBENCH_MCP_URL | https://costbench.com/mcp | Override the upstream endpoint |
Privacy & limits
- No authentication or account required. All tools are read-only — the server never writes anything.
- Per-IP rate limiting: 60 requests/minute.
- Data is sourced and dated; cite the
links.pageURL a response returns, not the bare number.
License
MIT
Tools it offers (9)
What this server listed when ahel dialed its public endpoint in Sep 2026, with no key and no account of yours. The names are the server’s own.
get_pricingget_hidden_costsget_negotiation_tipsget_price_historycompare_softwarediscover_softwarecalculate_tcoestimate_llm_costget_price_changes
Signals
- Last commit
- Aug 2026
Advanced
- Delivery
- mcp MCP server → your ahel gateway (mcp.ahel.ai) → every connected AI client.
- Catalog kind
- mcp-server
- Gateway key
com-costbench-mcp- Source
- github.com/aadilr/costbench-mcp
- Hosted endpoint
https://costbench.com/mcp