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Uses MCP's JSON-RPC 2.0 message protocol with resource URIs and tool schemas to bridge KISTI's backend services into LLM tool-use workflows without requiring direct API integration code in client applications.","intents":["Connect Claude or other MCP clients to KISTI scientific databases and research tools","Expose KISTI APIs as discoverable tools in an LLM's context without custom integration code","Enable LLM agents to query KISTI resources as part of multi-step reasoning workflows","Standardize KISTI service access across different LLM platforms via MCP protocol"],"best_for":["LLM application developers integrating KISTI research data into AI workflows","Teams building Claude-based research assistants requiring Korean scientific literature access","Organizations standardizing tool integration via MCP across multiple LLM providers"],"limitations":["MCP server requires active network connection to KISTI backend — no offline caching of results","Protocol overhead adds ~50-200ms latency per tool invocation compared to direct API calls","Limited to MCP-compatible clients — cannot be used with non-MCP LLM platforms","Unknown rate limiting or quota enforcement from KISTI backend — may throttle high-volume queries"],"requires":["MCP client implementation (Claude desktop, Cline, or custom MCP client library)","Network access to KISTI services","Node.js runtime (assumed based on typical MCP server implementations)","Valid credentials or API keys for KISTI services (if required by KISTI backend)"],"input_types":["MCP tool invocation requests (JSON-RPC format)","Query parameters for KISTI search/retrieval operations","Resource URIs referencing KISTI data objects"],"output_types":["Structured JSON responses from KISTI APIs","Research metadata and bibliographic data","Search results and document references","Tool schemas and resource listings (MCP protocol responses)"],"categories":["tool-use-integration","mcp-server"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"smithery_ansua79-kisti-mcp__cap_1","uri":"capability://tool.use.integration.kisti.resource.discovery.and.schema.exposition","name":"kisti resource discovery and schema exposition","description":"Exposes KISTI's available tools, resources, and data endpoints through MCP's resource listing and tool schema mechanisms, allowing MCP clients to dynamically discover what KISTI capabilities are available without hardcoding tool definitions. Implements MCP's resources/ and tools/ endpoints to return JSON schemas describing KISTI search, retrieval, and metadata operations that clients can introspect and invoke with proper parameter validation.","intents":["Discover what KISTI search and retrieval capabilities are available from an LLM client","Understand required parameters and response formats for KISTI operations before invoking them","Enable dynamic tool selection in LLM agents based on available KISTI resources","Validate tool invocations against KISTI API schemas before sending to backend"],"best_for":["LLM application developers building dynamic tool-selection agents","MCP client implementations that need to introspect available tools at runtime","Research teams building multi-source scientific query systems"],"limitations":["Schema discovery is static at server startup — changes to KISTI APIs require server restart","No versioning mechanism for schema changes — clients may invoke deprecated tool parameters","Schema complexity may exceed MCP protocol limits for very large tool sets","Unknown whether KISTI backend exposes complete schema information or requires manual curation"],"requires":["MCP client with resource/tool discovery support","KISTI backend API documentation or schema definitions","Network connectivity to KISTI services for validation"],"input_types":["MCP resource listing requests","MCP tool schema requests"],"output_types":["JSON tool schemas with parameter definitions","Resource URIs and metadata","Tool descriptions and usage examples"],"categories":["tool-use-integration","memory-knowledge"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"smithery_ansua79-kisti-mcp__cap_2","uri":"capability://tool.use.integration.kisti.search.and.query.execution.via.mcp","name":"kisti search and query execution via mcp","description":"Translates MCP tool invocations into KISTI backend API calls, handling parameter mapping, request formatting, and response transformation. Implements the actual execution layer that receives structured search/query requests from MCP clients, constructs appropriate KISTI API calls (likely REST or SOAP), executes them against KISTI's scientific databases, and returns results in MCP-compatible JSON format for LLM consumption.","intents":["Execute keyword searches against KISTI scientific literature databases from an LLM agent","Retrieve detailed metadata and full records for KISTI research documents","Filter and refine KISTI search results based on date, author, subject, or other criteria","Fetch related documents or citations from KISTI's knowledge graph"],"best_for":["LLM agents performing multi-step research workflows requiring KISTI data","Research assistants that need to cite and retrieve Korean-language scientific papers","Knowledge synthesis applications combining KISTI data with other research sources"],"limitations":["Query execution latency depends on KISTI backend performance — no local caching or indexing","Result pagination may require multiple MCP invocations, increasing total latency","Unknown support for complex boolean queries or advanced search syntax in KISTI backend","Response size limits may truncate large result sets — requires pagination handling","Language support unclear — may return Korean-language results requiring LLM translation"],"requires":["Active network connection to KISTI backend services","KISTI API credentials or authentication tokens (if required)","MCP client capable of invoking tools with structured parameters","Understanding of KISTI search syntax and available query fields"],"input_types":["Search queries (keywords, boolean expressions)","Filter parameters (date range, subject, author, document type)","Pagination parameters (offset, limit)","Result format preferences"],"output_types":["Search result lists with document metadata","Full document records with abstracts and citations","Structured bibliographic data (authors, publication date, journal, DOI)","Relevance scores or ranking information"],"categories":["tool-use-integration","search-retrieval"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"smithery_ansua79-kisti-mcp__cap_3","uri":"capability://tool.use.integration.mcp.protocol.message.routing.and.error.handling","name":"mcp protocol message routing and error handling","description":"Implements the core MCP server message loop that receives JSON-RPC 2.0 requests from MCP clients, routes them to appropriate handler functions (resource discovery, tool invocation, etc.), executes handlers with proper error catching, and returns formatted JSON-RPC responses. Handles protocol-level concerns like request ID tracking, error serialization, timeout management, and graceful degradation when KISTI backend is unavailable.","intents":["Ensure reliable message delivery between MCP client and KISTI backend","Provide meaningful error messages when KISTI queries fail or timeout","Handle concurrent tool invocations from multiple LLM agents","Maintain MCP protocol compliance for compatibility with diverse clients"],"best_for":["Production deployments of KISTI MCP server handling multiple concurrent clients","Teams requiring robust error handling and observability in LLM tool integrations","Systems where KISTI backend availability is variable or unreliable"],"limitations":["No built-in request queuing or backpressure handling — high concurrency may cause dropped requests","Error messages may expose KISTI backend internals, requiring sanitization for security","Timeout handling depends on KISTI backend responsiveness — no configurable timeout policies","No request deduplication — identical concurrent queries will hit KISTI backend multiple times","Unknown logging and monitoring capabilities — may lack observability for debugging"],"requires":["MCP protocol specification understanding","JSON-RPC 2.0 message format compliance","Error handling framework (try/catch, promise rejection handling)","Logging infrastructure for debugging"],"input_types":["JSON-RPC 2.0 requests with method, params, and id fields","MCP protocol messages (initialize, resources/list, tools/call, etc.)"],"output_types":["JSON-RPC 2.0 responses with result or error fields","MCP protocol responses with proper formatting","Error objects with code, message, and optional data fields"],"categories":["tool-use-integration","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"smithery_ansua79-kisti-mcp__cap_4","uri":"capability://tool.use.integration.kisti.authentication.and.credential.management","name":"kisti authentication and credential management","description":"Manages authentication credentials for KISTI backend services, handling credential storage, token refresh, and request signing. Implements credential injection into KISTI API calls while keeping credentials isolated from MCP client requests, preventing exposure of KISTI authentication details to downstream LLM applications. Likely uses environment variables, secure credential stores, or OAuth token management.","intents":["Authenticate MCP server with KISTI backend without exposing credentials to LLM clients","Refresh expired KISTI authentication tokens automatically","Support multiple authentication methods (API keys, OAuth, basic auth) for KISTI","Audit which KISTI queries are executed under which credentials"],"best_for":["Production deployments requiring secure credential management","Multi-tenant systems where different users need different KISTI access levels","Organizations with strict credential rotation and audit requirements"],"limitations":["Credentials stored in environment variables are vulnerable to process inspection attacks","No built-in credential rotation mechanism — requires external orchestration","Token refresh logic may fail silently, causing subsequent KISTI queries to fail","Unknown whether KISTI supports fine-grained access control or role-based permissions","No per-user credential isolation — all MCP clients share the same KISTI authentication context"],"requires":["KISTI API credentials (API key, username/password, or OAuth tokens)","Secure credential storage mechanism (environment variables, secrets manager, or vault)","KISTI authentication documentation specifying supported auth methods"],"input_types":["Credentials from environment or secure store","Token refresh requests from KISTI backend"],"output_types":["Authenticated KISTI API requests","Token refresh responses","Audit logs of credential usage"],"categories":["tool-use-integration","safety-moderation"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":27,"verified":false,"data_access_risk":"high","permissions":["MCP client implementation (Claude desktop, Cline, or custom MCP client library)","Network access to KISTI services","Node.js runtime (assumed based on typical MCP server implementations)","Valid credentials or API keys for KISTI services (if required by KISTI backend)","MCP client with resource/tool discovery support","KISTI backend API documentation or schema definitions","Network connectivity to KISTI services for validation","Active network connection to KISTI backend services","KISTI API credentials or authentication tokens (if required)","MCP client capable of invoking tools with structured parameters"],"failure_modes":["MCP server requires active network connection to KISTI backend — no offline caching of results","Protocol overhead adds ~50-200ms latency per tool invocation compared to direct API calls","Limited to MCP-compatible clients — cannot be used with non-MCP LLM platforms","Unknown rate limiting or quota enforcement from KISTI backend — may throttle high-volume queries","Schema discovery is static at server startup — changes to KISTI APIs require server restart","No versioning mechanism for schema changes — clients may invoke deprecated tool parameters","Schema complexity may exceed MCP protocol limits for very large tool sets","Unknown whether KISTI backend exposes complete schema information or requires manual curation","Query execution latency depends on KISTI backend performance — no local caching or indexing","Result pagination may require multiple MCP invocations, increasing total latency","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.05,"quality":0.2,"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":"2026-05-03T15:19:49.547Z","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=ansua79-kisti-mcp","compare_url":"https://unfragile.ai/compare?artifact=ansua79-kisti-mcp"}},"signature":"RVcEoUzXkXoffOrLhlWrNyfA/yxMhK9qht0FhBiDMT09QcvtB9b41WwrnY9+OaZ+ORnYRFKElU0ftxCJV/oCDA==","signedAt":"2026-06-21T01:59:43.330Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/ansua79-kisti-mcp","artifact":"https://unfragile.ai/ansua79-kisti-mcp","verify":"https://unfragile.ai/api/v1/verify?slug=ansua79-kisti-mcp","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"}}