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Implements MCP server architecture that exposes MaKo knowledge as callable resources, allowing client applications to integrate regulatory intelligence into decision-making workflows.","intents":["Query current MaKo compliance requirements for energy market participants","Retrieve regulatory deadlines and reporting obligations for specific market roles","Integrate German energy market regulations into LLM-powered compliance tools","Build chatbots or agents that answer questions about MaKo requirements"],"best_for":["German energy companies building compliance automation systems","LLM application developers integrating regulatory knowledge into agents","Compliance teams building internal knowledge systems for energy market regulations","Consultants and legal tech firms serving German energy sector clients"],"limitations":["Limited to German Energy Market Communications (MaKo) regulations — does not cover other EU energy directives or non-German frameworks","Knowledge freshness depends on service update frequency — regulatory changes may lag actual implementation","MCP protocol integration requires compatible client implementations — not directly usable via REST or GraphQL","No built-in caching or persistence layer — repeated queries incur full lookup overhead"],"requires":["MCP-compatible client application or framework","Network connectivity to mcp.stromhaltig.de endpoint","Understanding of MaKo regulatory framework or domain expertise to interpret results"],"input_types":["text queries","regulatory keywords","market role identifiers","date ranges for deadline queries"],"output_types":["structured regulatory text","compliance requirement summaries","deadline schedules","obligation mappings"],"categories":["memory-knowledge","regulatory-compliance"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"awesome-willi-mako-knowledge-service__cap_1","uri":"capability://memory.knowledge.energy.market.role.based.regulation.mapping","name":"energy market role-based regulation mapping","description":"Maps specific obligations, deadlines, and compliance requirements to distinct energy market participant roles (e.g., generators, suppliers, grid operators) within the MaKo framework. Implements role-based filtering logic that returns only applicable regulations for a queried market role, reducing information overload and enabling targeted compliance workflows. Likely uses a relational model linking market roles to regulatory requirements with temporal validity windows.","intents":["Determine which MaKo obligations apply to my company's specific market role","Retrieve role-specific reporting deadlines and submission requirements","Build role-aware compliance checklists for different energy market participants","Automate compliance task assignment based on organizational market roles"],"best_for":["Multi-role energy companies needing to segment compliance obligations across business units","Compliance automation platforms serving diverse energy market participant types","Energy consultants building role-specific compliance guidance systems"],"limitations":["Requires accurate market role classification — misclassified roles return incorrect obligation sets","Does not handle hybrid or transitional roles that span multiple market categories","No temporal reasoning for role changes — assumes static role assignment throughout query period","Limited to predefined market roles in the MaKo framework — cannot handle custom or emerging role types"],"requires":["Correct identification of company's market role(s) in German energy market","MCP client capable of passing role parameters in queries"],"input_types":["market role identifier","date or time period","regulatory area or topic filter"],"output_types":["role-specific obligation list","filtered deadline schedule","applicable regulation excerpts","compliance requirement mappings"],"categories":["memory-knowledge","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"awesome-willi-mako-knowledge-service__cap_2","uri":"capability://memory.knowledge.temporal.deadline.and.obligation.tracking","name":"temporal deadline and obligation tracking","description":"Tracks and retrieves time-sensitive MaKo compliance deadlines, reporting periods, and obligation effective dates with temporal validity windows. Implements date-aware queries that return only currently applicable obligations and upcoming deadlines, supporting both point-in-time and range-based queries. Enables compliance systems to proactively alert users to approaching deadlines and identify obligations that have become effective or expired.","intents":["Get all MaKo deadlines and reporting dates for the next quarter","Identify which obligations are currently active vs. future-effective","Build deadline reminder systems that alert teams to approaching compliance dates","Determine historical applicability of regulations for audit trail purposes"],"best_for":["Compliance teams managing multiple overlapping MaKo deadlines","Automation systems building deadline-triggered compliance workflows","Energy companies building internal compliance calendars and alert systems"],"limitations":["Temporal queries depend on accurate effective date metadata — missing or incorrect dates reduce reliability","Does not account for regulatory amendments or deadline extensions announced mid-period","No timezone handling — assumes German local time without explicit timezone support","Cannot predict future regulatory changes — only tracks currently known deadlines"],"requires":["Date/time parameters in queries (ISO 8601 format recommended)","Understanding of MaKo reporting cycles and deadline structures"],"input_types":["date or date range","market role identifier","obligation type or category"],"output_types":["deadline schedule with dates","obligation effective date ranges","temporal validity windows","deadline alert metadata"],"categories":["memory-knowledge","planning-reasoning"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"awesome-willi-mako-knowledge-service__cap_3","uri":"capability://tool.use.integration.mcp.protocol.integration.for.llm.agent.access","name":"mcp protocol integration for llm agent access","description":"Exposes MaKo knowledge through the Model Context Protocol (MCP), enabling LLM agents and AI applications to query regulatory information as native MCP resources without custom API implementations. Implements MCP server endpoints that translate natural language or structured queries into regulatory knowledge lookups, allowing agents to incorporate compliance reasoning into multi-step workflows. Supports MCP client libraries across multiple programming languages and LLM frameworks.","intents":["Enable LLM agents to answer MaKo compliance questions in conversational interfaces","Integrate regulatory knowledge into multi-step agent workflows that combine reasoning and compliance checking","Build compliance copilots that augment human decision-making with current regulatory requirements","Create autonomous compliance monitoring systems that query regulations as part of agent loops"],"best_for":["AI application developers building LLM-powered compliance tools","Teams deploying agentic systems in regulated energy market environments","Enterprises integrating regulatory knowledge into existing LLM application stacks"],"limitations":["Requires MCP-compatible client — not directly accessible via REST, GraphQL, or other standard APIs","MCP protocol overhead adds latency compared to direct database queries — typical round-trip ~200-500ms","Limited to MCP protocol capabilities — cannot support streaming responses or real-time subscriptions","Depends on client-side MCP implementation quality — poor client implementations may not fully utilize service capabilities"],"requires":["MCP-compatible client library or framework (e.g., Claude SDK with MCP support, custom MCP client)","Understanding of MCP protocol and resource definitions","Network connectivity to mcp.stromhaltig.de"],"input_types":["natural language queries","structured MCP resource requests","market role and date parameters"],"output_types":["regulatory text and summaries","structured compliance data","deadline information","obligation mappings"],"categories":["tool-use-integration","memory-knowledge"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"awesome-willi-mako-knowledge-service__cap_4","uri":"capability://search.retrieval.regulatory.text.search.and.retrieval","name":"regulatory text search and retrieval","description":"Enables keyword and semantic search across MaKo regulatory documents, returning relevant regulation excerpts, full text sections, and cross-references. Implements search indexing that supports both exact phrase matching and broader topic-based retrieval, allowing users to find regulations by keyword, obligation type, or regulatory area. Likely uses inverted indexing or vector embeddings for semantic search capabilities.","intents":["Search for MaKo regulations related to specific keywords or compliance areas","Find all regulations affecting a particular business process or reporting requirement","Retrieve full text of specific MaKo sections or articles","Discover related regulations and cross-references for comprehensive compliance understanding"],"best_for":["Compliance professionals researching specific MaKo requirements","Legal teams building compliance documentation and guidance","Developers building search functionality into compliance applications"],"limitations":["Search quality depends on indexing completeness — missing or poorly indexed sections reduce discoverability","Keyword search may return false positives without semantic understanding of regulatory context","No full-text search across related EU directives or non-MaKo regulations — limited to MaKo scope","Search result ranking may not reflect regulatory importance or applicability to specific use cases"],"requires":["Search query in German language (MaKo regulations are German-language documents)","Understanding of MaKo regulatory terminology for effective keyword searches"],"input_types":["keyword or phrase","regulatory area or topic","regulation section identifier","obligation type"],"output_types":["search result list with relevance scores","regulation excerpts","full text sections","cross-reference links"],"categories":["search-retrieval","memory-knowledge"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":25,"verified":false,"data_access_risk":"high","permissions":["MCP-compatible client application or framework","Network connectivity to mcp.stromhaltig.de endpoint","Understanding of MaKo regulatory framework or domain expertise to interpret results","Correct identification of company's market role(s) in German energy market","MCP client capable of passing role parameters in queries","Date/time parameters in queries (ISO 8601 format recommended)","Understanding of MaKo reporting cycles and deadline structures","MCP-compatible client library or framework (e.g., Claude SDK with MCP support, custom MCP client)","Understanding of MCP protocol and resource definitions","Network connectivity to mcp.stromhaltig.de"],"failure_modes":["Limited to German Energy Market Communications (MaKo) regulations — does not cover other EU energy directives or non-German frameworks","Knowledge freshness depends on service update frequency — regulatory changes may lag actual implementation","MCP protocol integration requires compatible client implementations — not directly usable via REST or GraphQL","No built-in caching or persistence layer — repeated queries incur full lookup overhead","Requires accurate market role classification — misclassified roles return incorrect obligation sets","Does not handle hybrid or transitional roles that span multiple market categories","No temporal reasoning for role changes — assumes static role assignment throughout query period","Limited to predefined market roles in the MaKo framework — cannot handle custom or emerging role types","Temporal queries depend on accurate effective date metadata — missing or incorrect dates reduce reliability","Does not account for regulatory amendments or deadline extensions announced mid-period","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.05,"quality":0.2,"ecosystem":0.25,"match_graph":0.25,"freshness":0.75,"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":"2026-06-17T09:51:04.689Z","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=willi-mako-knowledge-service","compare_url":"https://unfragile.ai/compare?artifact=willi-mako-knowledge-service"}},"signature":"FPXfcBJhdkXZpB8Hm/12QqI5u4cVmgyyBbaxnDT5K3lcThUnI6Dyrutuex1AwEo73CC3QPlja/4964E2JzJ/Ag==","signedAt":"2026-06-19T17:18:01.504Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/willi-mako-knowledge-service","artifact":"https://unfragile.ai/willi-mako-knowledge-service","verify":"https://unfragile.ai/api/v1/verify?slug=willi-mako-knowledge-service","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"}}