{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"awesome-aws-ec2-pricing","slug":"aws-ec2-pricing","name":"AWS EC2 Pricing","type":"mcp","url":"https://github.com/trilogy-group/aws-pricing-mcp","page_url":"https://unfragile.ai/aws-ec2-pricing","categories":["mcp-servers"],"tags":[],"pricing":{"model":"open_source","free":true,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"awesome-aws-ec2-pricing__cap_0","uri":"capability://data.processing.analysis.pre.parsed.ec2.pricing.catalogue.lookup","name":"pre-parsed ec2 pricing catalogue lookup","description":"Queries a pre-parsed AWS EC2 pricing catalogue to retrieve current instance pricing without making real-time API calls to AWS Pricing API. The catalogue is pre-indexed and stored locally or in-memory, enabling sub-100ms lookups across instance types, regions, and purchase options (on-demand, reserved, spot). Returns structured pricing data including hourly rates, vCPU counts, memory, and network performance metrics.","intents":["Get current EC2 pricing for a specific instance type in a given region","Compare pricing across multiple instance types and regions in a single query","Retrieve pricing for different purchase options (on-demand vs reserved vs spot) to evaluate cost optimization","Build cost estimation tools that need fast, deterministic pricing lookups without AWS API rate limits"],"best_for":["FinOps teams building cost estimation and optimization tools","Cloud architects evaluating instance selection for workloads","LLM agents and automation systems that need pricing context without external API dependencies","Teams building cost calculators or budget forecasting systems"],"limitations":["Pricing data is static until catalogue is refreshed — does not reflect real-time AWS price changes (typically updated daily or weekly depending on refresh schedule)","Limited to EC2 pricing only — does not cover RDS, S3, Lambda, or other AWS services","Catalogue size and update frequency depend on pre-parsing pipeline — may lag behind AWS console by hours or days","No support for custom pricing agreements or enterprise discounts"],"requires":["MCP client compatible with the AWS Pricing MCP server","Pre-parsed pricing catalogue file (JSON or binary format) bundled with the MCP server","Network access to the MCP server endpoint (local or remote)"],"input_types":["instance_type (string, e.g., 't3.micro', 'm5.large')","region (string, e.g., 'us-east-1', 'eu-west-1')","purchase_option (enum: 'on-demand', 'reserved', 'spot')","optional filters (vCPU range, memory range, network performance)"],"output_types":["structured JSON with pricing details (hourly_rate, monthly_estimate, vCPU, memory_gb, network_performance)","comparison matrices across multiple instance types","cost projections (hourly, daily, monthly, annual)"],"categories":["data-processing-analysis","search-retrieval"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"awesome-aws-ec2-pricing__cap_1","uri":"capability://tool.use.integration.mcp.based.pricing.service.integration","name":"mcp-based pricing service integration","description":"Exposes EC2 pricing data as a Model Context Protocol (MCP) server, allowing LLM agents, Claude, and other MCP-compatible clients to call pricing lookups as tools within their reasoning loops. Implements MCP resource and tool schemas to define pricing query parameters, validation rules, and response formats. Handles MCP protocol serialization, request routing, and error handling.","intents":["Enable Claude or other LLM agents to query EC2 pricing within multi-step reasoning tasks","Integrate pricing lookups into agentic workflows without custom API wrappers","Allow non-technical users to ask natural language questions about EC2 costs and get accurate answers","Build cost-aware decision-making into LLM-powered infrastructure planning tools"],"best_for":["Teams building LLM agents that need to reason about AWS infrastructure costs","Claude users who want to add EC2 pricing context to conversations","Organizations standardizing on MCP for tool integration across AI systems","Developers building multi-agent systems where pricing is a decision factor"],"limitations":["Requires MCP client support — not compatible with REST-only or GraphQL-based integrations","MCP protocol overhead adds ~50-100ms per request compared to direct function calls","No built-in authentication beyond MCP transport layer — relies on client-side security","Single-threaded or limited concurrency depending on MCP server implementation"],"requires":["MCP-compatible client (Claude, LLM agent framework, or custom MCP client)","MCP server runtime (Node.js, Python, or language-specific MCP SDK)","MCP transport layer (stdio, HTTP, or WebSocket)"],"input_types":["MCP tool call with JSON parameters (instance_type, region, purchase_option)","MCP resource requests for pricing catalogue metadata"],"output_types":["MCP tool result JSON with pricing data","MCP resource representations of pricing catalogue structure"],"categories":["tool-use-integration","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"awesome-aws-ec2-pricing__cap_2","uri":"capability://data.processing.analysis.multi.region.and.multi.purchase.option.pricing.comparison","name":"multi-region and multi-purchase-option pricing comparison","description":"Supports querying and comparing EC2 pricing across multiple AWS regions and purchase options (on-demand, reserved, spot) in a single request. Returns structured comparison matrices showing price deltas, cost savings percentages, and breakeven analysis for reserved instances. Enables cost optimization analysis by surfacing regional arbitrage opportunities and purchase option trade-offs.","intents":["Compare EC2 costs across regions to identify cheapest deployment locations","Evaluate reserved instance savings vs on-demand pricing for capacity planning","Analyze spot instance discounts and volatility to assess risk-adjusted cost savings","Build multi-region cost optimization recommendations into infrastructure planning tools"],"best_for":["FinOps teams optimizing multi-region deployments","Cloud architects evaluating region selection for global applications","Cost optimization consultants building recommendation engines","Teams with flexible workload placement seeking regional arbitrage"],"limitations":["Spot pricing is historical/estimated, not real-time — actual spot prices fluctuate and may differ significantly","Reserved instance pricing assumes standard 1-year or 3-year terms — does not model custom or convertible RIs","Comparison logic is deterministic but does not account for data transfer costs, storage, or other service dependencies","No support for savings plans or enterprise discount programs"],"requires":["Pre-parsed pricing catalogue with multi-region and multi-option data","MCP client capable of handling structured comparison responses"],"input_types":["instance_type (string)","regions (array of region codes, e.g., ['us-east-1', 'eu-west-1', 'ap-southeast-1'])","purchase_options (array of enum values: 'on-demand', 'reserved', 'spot')","optional: reserved_term (1-year or 3-year), payment_option (all-upfront, partial-upfront, no-upfront)"],"output_types":["comparison matrix JSON with pricing for each region/option combination","cost delta and percentage savings calculations","sorted recommendations (cheapest region, best purchase option)"],"categories":["data-processing-analysis","search-retrieval"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"awesome-aws-ec2-pricing__cap_3","uri":"capability://automation.workflow.fast.pricing.catalogue.refresh.and.synchronization","name":"fast pricing catalogue refresh and synchronization","description":"Implements a pre-parsing pipeline that fetches AWS pricing data (likely from AWS Pricing API or bulk export), parses it into an optimized in-memory or file-based index, and synchronizes the catalogue with a configurable refresh schedule. The pipeline handles AWS pricing data format transformations, deduplication, and indexing to enable sub-100ms lookups. Supports incremental updates to avoid full re-parsing on every refresh.","intents":["Keep pricing data current without blocking on AWS API calls during queries","Automatically refresh pricing catalogue on a schedule (hourly, daily, weekly)","Handle AWS pricing data format changes and schema evolution","Enable offline pricing lookups when AWS Pricing API is unavailable"],"best_for":["Teams running pricing services that need reliable, fast lookups","Organizations with strict latency requirements for cost estimation","Systems that cannot tolerate AWS API rate limits or availability issues","Distributed systems where pricing data must be replicated across nodes"],"limitations":["Refresh latency introduces staleness window — pricing data lags AWS by refresh interval (typically hours to days)","Incremental update logic adds complexity — full re-parse may be more reliable but slower","Storage overhead for pre-parsed catalogue — depends on number of regions, instance types, and purchase options","No built-in versioning or rollback for pricing data — requires external state management"],"requires":["AWS Pricing API credentials or bulk pricing export access","Scheduled job runner (cron, Lambda, Kubernetes CronJob, etc.)","Storage backend for catalogue (local filesystem, S3, database, etc.)","Monitoring and alerting for refresh failures"],"input_types":["AWS pricing data (JSON or CSV from Pricing API or bulk export)","refresh schedule configuration (cron expression or interval)"],"output_types":["pre-parsed catalogue file (JSON, binary, or database records)","refresh status and metadata (timestamp, record count, errors)"],"categories":["automation-workflow","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"awesome-aws-ec2-pricing__cap_4","uri":"capability://search.retrieval.instance.type.filtering.and.attribute.based.search","name":"instance type filtering and attribute-based search","description":"Supports filtering EC2 instances by attributes (vCPU count, memory, network performance, processor type, architecture) and returns matching instance types with pricing. Implements attribute-based search logic that maps user-friendly filters to instance type specifications. Enables cost-aware instance selection by combining attribute constraints with pricing data.","intents":["Find EC2 instances that meet specific performance requirements (e.g., 4 vCPU, 16GB RAM, high network performance)","Identify cheapest instance types that satisfy workload constraints","Compare pricing across instance families (t3 vs m5 vs c5) for a given workload profile","Build instance recommendation engines that balance performance and cost"],"best_for":["Cloud architects selecting instances for specific workloads","FinOps teams building cost optimization recommendations","LLM agents reasoning about infrastructure selection","Teams building instance sizing tools or calculators"],"limitations":["Filters are attribute-based only — does not account for workload-specific performance characteristics (e.g., GPU performance, network latency)","No support for custom instance types or bare metal variants","Filter logic is deterministic but may return large result sets for broad queries","Does not model instance family deprecation or lifecycle status"],"requires":["Pre-parsed pricing catalogue with instance attribute metadata","Filter schema definition (supported attributes and valid ranges)"],"input_types":["vCPU_min, vCPU_max (integers)","memory_min_gb, memory_max_gb (floats)","network_performance (enum: 'low', 'moderate', 'high', 'very-high')","processor_type (enum: 'intel', 'amd', 'graviton')","architecture (enum: 'x86_64', 'arm64')","optional: instance_family (e.g., 't3', 'm5', 'c5')"],"output_types":["array of matching instance types with pricing","sorted by price (ascending) or performance (descending)"],"categories":["search-retrieval","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":28,"verified":false,"data_access_risk":"high","permissions":["MCP client compatible with the AWS Pricing MCP server","Pre-parsed pricing catalogue file (JSON or binary format) bundled with the MCP server","Network access to the MCP server endpoint (local or remote)","MCP-compatible client (Claude, LLM agent framework, or custom MCP client)","MCP server runtime (Node.js, Python, or language-specific MCP SDK)","MCP transport layer (stdio, HTTP, or WebSocket)","Pre-parsed pricing catalogue with multi-region and multi-option data","MCP client capable of handling structured comparison responses","AWS Pricing API credentials or bulk pricing export access","Scheduled job runner (cron, Lambda, Kubernetes CronJob, etc.)"],"failure_modes":["Pricing data is static until catalogue is refreshed — does not reflect real-time AWS price changes (typically updated daily or weekly depending on refresh schedule)","Limited to EC2 pricing only — does not cover RDS, S3, Lambda, or other AWS services","Catalogue size and update frequency depend on pre-parsing pipeline — may lag behind AWS console by hours or days","No support for custom pricing agreements or enterprise discounts","Requires MCP client support — not compatible with REST-only or GraphQL-based integrations","MCP protocol overhead adds ~50-100ms per request compared to direct function calls","No built-in authentication beyond MCP transport layer — relies on client-side security","Single-threaded or limited concurrency depending on MCP server implementation","Spot pricing is historical/estimated, not real-time — actual spot prices fluctuate and may differ significantly","Reserved instance pricing assumes standard 1-year or 3-year terms — does not model custom or convertible RIs","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.05,"quality":0.35,"ecosystem":0.39999999999999997,"match_graph":0.25,"freshness":0.52,"weights":{"adoption":0.25,"quality":0.25,"ecosystem":0.15,"match_graph":0.23,"freshness":0.12}},"observed_outcomes":{"matches":0,"success_rate":0,"avg_confidence":0,"top_intents":[],"last_matched_at":null},"maintenance":{"status":"active","updated_at":"2026-06-17T09:51:02.371Z","last_scraped_at":"2026-05-03T14:00:15.503Z","last_commit":null},"community":{"stars":null,"forks":null,"weekly_downloads":null,"model_downloads":null,"model_likes":null}},"distribution":{"claim_url":"https://unfragile.ai/submit?claim=aws-ec2-pricing","compare_url":"https://unfragile.ai/compare?artifact=aws-ec2-pricing"}},"signature":"cjLJ8kqj5WCXCs1apNsnFEYmHHX1E42Gi0fJ1ON8ikSWlYe9kJq8e3k4mCTnc1Pbx6KlJF5ixeO+l8QRDWrVAA==","signedAt":"2026-06-22T01:31:48.499Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/aws-ec2-pricing","artifact":"https://unfragile.ai/aws-ec2-pricing","verify":"https://unfragile.ai/api/v1/verify?slug=aws-ec2-pricing","publicKey":"https://unfragile.ai/api/v1/trust-passport-public-key","spec":"https://unfragile.ai/trust","schema":"https://unfragile.ai/schema.json","docs":"https://unfragile.ai/docs"}}