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Returns structured bid metadata including notice ID, tender amount, deadline, and procurement agency, enabling developers to build procurement monitoring applications without direct API credential management.","intents":["I need to find recent government procurement bids matching specific criteria for my business","I want to monitor bid opportunities in real-time and get notified of new tenders","I need to analyze bid trends across different procurement types and agencies"],"best_for":["Korean B2B vendors and contractors building bid-tracking systems","Procurement consultants automating opportunity discovery","Researchers analyzing government spending patterns"],"limitations":["API rate limits from Korean government service may throttle high-frequency queries","Data freshness depends on upstream Nara Market update frequency (typically daily)","Search filters limited to fields exposed by official API — custom date ranges may require client-side filtering","Korean language content requires UTF-8 handling and may need translation for non-Korean users"],"requires":["MCP client compatible with Claude or other LLM supporting MCP protocol","Network access to Korean government OPEN API endpoints","Understanding of Korean procurement terminology (입찰, 공고 등)"],"input_types":["text query parameters (date range, procurement type, agency name)","structured filters (business category codes, tender amount range)"],"output_types":["JSON structured bid records with metadata","Aggregated bid statistics and summaries"],"categories":["search-retrieval","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"smithery_alphago2580-naramarketmcp__cap_1","uri":"capability://search.retrieval.procurement.contract.and.award.history.retrieval","name":"procurement contract and award history retrieval","description":"Fetches completed procurement contracts and award records from Nara Market, including winning bidder information, final contract amounts, and award dates. Implements pagination and filtering to handle large result sets, allowing developers to build historical analysis tools and vendor performance tracking systems without manual data scraping.","intents":["I need to see which vendors won government contracts and their contract values","I want to analyze historical procurement patterns to understand market dynamics","I need to verify a vendor's past government contract wins for due diligence"],"best_for":["Procurement analysts researching vendor track records","Market researchers studying Korean government spending","Compliance teams verifying vendor credentials"],"limitations":["Historical data availability varies by procurement agency — some agencies have limited archives","Award records may lag actual contract execution by 1-2 weeks","Pagination required for large datasets; no bulk export capability","Sensitive contract details (pricing, terms) may be redacted for certain procurement types"],"requires":["MCP client with support for paginated result handling","Ability to parse Korean company names and registration numbers","Network connectivity to Nara Market API"],"input_types":["text filters (vendor name, procurement agency, date range)","structured parameters (contract amount range, procurement category)"],"output_types":["JSON award records with bidder, amount, and date fields","Aggregated vendor statistics (total contracts, average value)"],"categories":["search-retrieval","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"smithery_alphago2580-naramarketmcp__cap_2","uri":"capability://data.processing.analysis.procurement.statistics.and.trend.aggregation","name":"procurement statistics and trend aggregation","description":"Computes and retrieves aggregated procurement statistics from Nara Market including yearly spending totals, procurement volume by business type, and category-level trends. Implements server-side aggregation to reduce data transfer and client-side processing, enabling rapid dashboard and reporting integrations without requiring developers to implement complex ETL pipelines.","intents":["I need to understand total government procurement spending by year and category","I want to see which business types receive the most government contracts","I need to generate procurement market reports for stakeholder presentations"],"best_for":["Business intelligence teams building procurement dashboards","Market researchers quantifying government spending trends","Strategic planners assessing market opportunities by sector"],"limitations":["Statistics are pre-computed snapshots; real-time aggregation across all agencies may be delayed","Granularity limited to yearly and business-type dimensions — custom time periods require client-side filtering","Historical statistics may not be available for all years or categories","Aggregations exclude confidential or restricted procurement categories"],"requires":["MCP client capable of handling large JSON arrays","Basic data visualization capability for meaningful interpretation"],"input_types":["text parameters (year, business type, procurement category)","structured filters (date range, agency type)"],"output_types":["JSON arrays of aggregated statistics","Numeric summaries (total spending, contract count, average value)"],"categories":["data-processing-analysis","search-retrieval"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"smithery_alphago2580-naramarketmcp__cap_3","uri":"capability://search.retrieval.nara.market.shopping.mall.product.catalog.search","name":"nara market shopping-mall product catalog search","description":"Queries the Nara Market shopping-mall product database to retrieve government-approved supplier products with pricing, specifications, and availability. Implements keyword and category-based search with filtering by supplier and price range, enabling procurement teams to discover approved products without manual catalog browsing across multiple supplier websites.","intents":["I need to find approved government suppliers for specific products or services","I want to compare pricing and specifications across government-approved vendors","I need to verify product availability and lead times from authorized suppliers"],"best_for":["Government procurement officers sourcing approved products","Corporate procurement teams using government-approved supplier lists","Vendors managing their product listings in Nara Market"],"limitations":["Product catalog limited to items listed by registered Nara Market suppliers","Pricing may not reflect real-time discounts or volume-based rates","Product specifications vary in detail depending on supplier data quality","Search limited to Korean product names and descriptions"],"requires":["MCP client with text search capability","Understanding of Korean product categories and naming conventions"],"input_types":["text product keywords or category names","structured filters (price range, supplier name, availability status)"],"output_types":["JSON product records with pricing, specs, and supplier info","Aggregated product availability summaries"],"categories":["search-retrieval","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"smithery_alphago2580-naramarketmcp__cap_4","uri":"capability://tool.use.integration.mcp.tool.use.integration.for.procurement.workflows","name":"mcp tool-use integration for procurement workflows","description":"Exposes all Nara Market capabilities as MCP tools with standardized schemas, enabling LLM agents to autonomously chain procurement queries (e.g., search bids → retrieve award history → aggregate statistics) without explicit user orchestration. Implements request validation and error handling to ensure robust agent execution across multiple sequential API calls.","intents":["I want my AI agent to autonomously monitor bids and alert me when relevant opportunities appear","I need an agent to gather comprehensive market intelligence by combining bid search, award history, and statistics","I want to automate procurement research workflows that currently require manual multi-step queries"],"best_for":["AI agent developers building autonomous procurement assistants","Teams implementing multi-step procurement workflows with LLM orchestration","Enterprises automating procurement intelligence gathering"],"limitations":["Agent reliability depends on LLM's ability to correctly sequence tool calls — complex workflows may require explicit prompting","No built-in state persistence between agent runs; requires external session management for multi-turn workflows","Tool schemas expose only Nara Market API capabilities — custom business logic requires agent-side implementation","Rate limiting from upstream API may cause agent retries and increased latency"],"requires":["MCP-compatible LLM client (Claude, etc.)","Understanding of MCP tool schema specification","Agent framework capable of handling tool-use responses (e.g., Claude API with tool_use blocks)"],"input_types":["natural language procurement queries","structured tool parameters (filters, date ranges)"],"output_types":["tool-use responses with procurement data","agent-generated summaries and recommendations"],"categories":["tool-use-integration","planning-reasoning"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"smithery_alphago2580-naramarketmcp__cap_5","uri":"capability://data.processing.analysis.structured.data.extraction.from.procurement.documents","name":"structured data extraction from procurement documents","description":"Parses and extracts structured fields from Nara Market procurement notices and contracts, converting unstructured Korean government text into normalized JSON schemas with fields like tender amount, deadline, procurement type, and agency. Implements regex and pattern-matching extraction to handle variations in government document formatting across different agencies.","intents":["I need to extract key bid details from procurement notices for database ingestion","I want to normalize procurement data across different agency formats for analysis","I need to automatically populate procurement tracking systems from government notices"],"best_for":["Data engineering teams building procurement data pipelines","Procurement platforms normalizing data from multiple government sources","Researchers standardizing Korean government procurement data"],"limitations":["Extraction accuracy depends on document format consistency — non-standard notices may require manual correction","Regex-based extraction may fail on edge cases or newly introduced government format variations","Sensitive fields (pricing, terms) may be intentionally redacted in source documents","Requires Korean language processing for accurate field identification"],"requires":["MCP client with document parsing capability","Access to raw procurement notice text or HTML","Understanding of Korean procurement document structure"],"input_types":["raw procurement notice text","HTML-formatted government documents"],"output_types":["JSON structured records with normalized fields","Extraction confidence scores per field"],"categories":["data-processing-analysis","search-retrieval"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"smithery_alphago2580-naramarketmcp__cap_6","uri":"capability://automation.workflow.real.time.bid.notification.and.filtering","name":"real-time bid notification and filtering","description":"Enables developers to set up persistent filters on bid searches and receive structured notifications when new bids matching criteria appear. Implements polling or webhook-based monitoring of Nara Market updates, abstracting the complexity of maintaining persistent queries and change detection from client applications.","intents":["I want to be notified immediately when new bids matching my business type are posted","I need to monitor specific procurement agencies for relevant opportunities","I want to set up automated alerts for bids above a certain value threshold"],"best_for":["Procurement teams automating opportunity discovery","Vendors building bid-alert systems for their customers","Procurement platforms offering real-time notification features"],"limitations":["Notification latency depends on polling interval — real-time updates may lag by minutes to hours","No built-in persistence for filter configurations; requires external state store for multi-session management","Webhook delivery not guaranteed if client is offline; requires retry logic","High-frequency polling may hit rate limits on upstream Nara Market API"],"requires":["MCP client with persistent connection capability","External message queue or notification service for delivery","Webhook endpoint or polling mechanism for change detection"],"input_types":["filter criteria (procurement type, agency, amount range)","notification preferences (frequency, delivery method)"],"output_types":["structured bid notifications with new opportunity details","filter match summaries and statistics"],"categories":["automation-workflow","search-retrieval"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":31,"verified":false,"data_access_risk":"high","permissions":["MCP client compatible with Claude or other LLM supporting MCP protocol","Network access to Korean government OPEN API endpoints","Understanding of Korean procurement terminology (입찰, 공고 등)","MCP client with support for paginated result handling","Ability to parse Korean company names and registration numbers","Network connectivity to Nara Market API","MCP client capable of handling large JSON arrays","Basic data visualization capability for meaningful interpretation","MCP client with text search capability","Understanding of Korean product categories and naming conventions"],"failure_modes":["API rate limits from Korean government service may throttle high-frequency queries","Data freshness depends on upstream Nara Market update frequency (typically daily)","Search filters limited to fields exposed by official API — custom date ranges may require client-side filtering","Korean language content requires UTF-8 handling and may need translation for non-Korean users","Historical data availability varies by procurement agency — some agencies have limited archives","Award records may lag actual contract execution by 1-2 weeks","Pagination required for large datasets; no bulk export capability","Sensitive contract details (pricing, terms) may be redacted for certain procurement types","Statistics are pre-computed snapshots; real-time aggregation across all agencies may be delayed","Granularity limited to yearly and business-type dimensions — custom time periods require client-side filtering","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.05,"quality":0.39,"ecosystem":0.48999999999999994,"match_graph":0.25,"freshness":0.6,"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":"2026-05-24T12:16:25.635Z","last_scraped_at":"2026-05-03T15:19:24.052Z","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=alphago2580-naramarketmcp","compare_url":"https://unfragile.ai/compare?artifact=alphago2580-naramarketmcp"}},"signature":"AFD9O8cJUILQp85wNrsALVYSPGcAJDHeE0OGMRGsUDz4I5NJyLeGyfxGQEeG4h2MR4WEFBfCDP+9t6egQHH7AQ==","signedAt":"2026-06-21T03:02:04.266Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/alphago2580-naramarketmcp","artifact":"https://unfragile.ai/alphago2580-naramarketmcp","verify":"https://unfragile.ai/api/v1/verify?slug=alphago2580-naramarketmcp","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"}}