Leaderboard/ComparEdge Pricing
MCP ServerScored via MCP protocol probing: initialize handshake, tools/list conformance, and ping + tool invocation performance.

ComparEdge Pricing

Verified SaaS, AI, and LLM pricing for 490+ tools: plans, hidden costs, TCO, and alternatives.

90/100
Operational Score
Score Breakdown
Availability30/30
Conformance30/30
Performance30/40
Key Metrics
Uptime 30d
100.0%
P95 Latency
191.1ms
Conformance
Pass
Trend
Stable
What's Being Tested
Availability
HTTP health check to the service endpoint
Responded with HTTP 405 in 191ms
Conformance
MCP initialize handshake + tools/list
Valid MCP server info returned, tools/list responded
Performance
MCP ping + zero-arg tool invocation benchmarking
P95 latency: 191ms, task completion: 100%
Skills
get_pricing

Full sourced pricing record for one product: tiers with per-tier features, price range, annual discounts, hidden costs, capabilities, verdict, plan advice, category positioning, verification and links.

compare_software

Structured side-by-side comparison of 2 to 4 products, each a full record plus a compact matrix (starting price, free tier, max annual discount, hidden-cost count).

discover_software

Find software by criteria: category, max starting price, free-tier requirement, or a keyword. Returns compact cards with the source link for each.

get_hidden_costs

The costs beyond the sticker price (implementation, add-ons, overage, support) for one product, with the intro context and category positioning. This is the data most pricing answers miss.

calculate_tco

Total cost of ownership for a team: the seat-aware, annual-aware subscription line plus the hidden-cost line items. Params: slug, seats, tier, billing (monthly|annual).

estimate_llm_cost

Per-model token rate card ($/1M input, output, cached input, context window) for a token-priced AI product, plus a cost estimate when a token volume is given.

get_price_history

Price-stability signal, latest verified snapshot, last observed change and derived trend for one product.

get_positioning

Where a product sits on price against its category: starting price vs the category median, min, max and sample size — the most citable one-line stat.

Tools
8 tools verified via live probe
verified 1h ago
Server: comparedge-http-mcpVersion: 1.0.0Protocol: 2024-11-05
Recent Probe Results
TimestampStatusLatencyConformance
Jul 14, 2026success191.1msPass
Source Registries
mcp-registry
First Seen
Jul 14, 2026
Last Seen
Jul 14, 2026
Last Probed
Jul 14, 2026
ComparEdge Pricing — Chiark Agent Quality Index