{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"awesome-search-mcp-server","slug":"search-mcp-server","name":"Search MCP Server","type":"mcp","url":"https://github.com/krzysztofkucmierz/search-mcp-server","page_url":"https://unfragile.ai/search-mcp-server","categories":["mcp-servers","documentation"],"tags":[],"pricing":{"model":"open_source","free":true,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"awesome-search-mcp-server__cap_0","uri":"capability://search.retrieval.mcp.server.discovery.via.semantic.search","name":"mcp server discovery via semantic search","description":"Searches a curated README index of MCP servers to identify and recommend the most relevant servers matching a user's natural language query. Implements text-based semantic matching against a static knowledge base of MCP server metadata, returning ranked recommendations with descriptions and links. The search operates on pre-indexed documentation rather than live API queries, enabling fast, deterministic results without external dependencies.","intents":["Find the right MCP server for my use case without manually browsing the full registry","Discover MCP servers I didn't know existed that match my specific requirements","Get recommendations for tools that integrate with my existing MCP client setup","Quickly identify which MCP server provides a particular capability or integration"],"best_for":["MCP client developers building agent systems who need tool discovery","Teams evaluating MCP ecosystem options for their architecture","Developers new to MCP looking for relevant server implementations"],"limitations":["Search index is static and tied to README content — requires manual updates when new MCP servers are released","No real-time indexing of the broader MCP ecosystem — only covers servers documented in the indexed README","Search quality depends entirely on README documentation quality and completeness","Cannot discover servers that exist but aren't included in the indexed knowledge base"],"requires":["MCP client implementation (Claude Desktop, custom MCP client, or compatible tool)","Access to the search-mcp-server as a configured MCP server","Natural language query capability in the MCP client"],"input_types":["text (natural language query)"],"output_types":["structured data (ranked list of MCP server recommendations with metadata)","text (server descriptions and use cases)"],"categories":["search-retrieval","tool-use-integration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"awesome-search-mcp-server__cap_1","uri":"capability://data.processing.analysis.readme.based.knowledge.base.indexing","name":"readme-based knowledge base indexing","description":"Parses and indexes a README file containing MCP server metadata into a searchable knowledge base structure. The indexing approach treats the README as the source of truth, extracting server names, descriptions, capabilities, and links into an in-memory or file-based index that supports fast retrieval. This design prioritizes simplicity and maintainability over comprehensive crawling, making the search results deterministic and auditable.","intents":["Maintain a curated, human-reviewed index of MCP servers without building a full web crawler","Ensure search results are accurate and reflect only officially documented servers","Keep the knowledge base synchronized with a single source of truth (the README)","Enable offline search without requiring external APIs or network calls"],"best_for":["MCP ecosystem maintainers building discovery tools with minimal infrastructure","Teams wanting a lightweight, auditable knowledge base without database complexity","Projects prioritizing documentation-driven development where README is the canonical source"],"limitations":["Requires manual README updates to reflect new or changed MCP servers — no automatic discovery","Indexing is static at server startup — changes to README require server restart to take effect","No incremental indexing — full README must be re-parsed on updates","Scaling limited to README file size and in-memory storage capacity"],"requires":["README file with structured MCP server metadata","Text parsing capability (likely regex or markdown parser)","In-memory or file-based storage for the index"],"input_types":["text (README markdown file)"],"output_types":["structured data (indexed knowledge base with server metadata)"],"categories":["data-processing-analysis","memory-knowledge"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"awesome-search-mcp-server__cap_2","uri":"capability://search.retrieval.query.to.recommendation.ranking","name":"query-to-recommendation ranking","description":"Matches natural language queries against indexed MCP server metadata using text similarity or keyword matching to rank and return the most relevant servers. The ranking algorithm evaluates query terms against server names, descriptions, and capabilities, returning results ordered by relevance score. This capability bridges the gap between unstructured user intent and structured server metadata, handling variations in how users describe their needs.","intents":["Get relevant MCP server suggestions even when I don't know the exact server name","Find servers by describing what I want to do, not by technical specification","Receive ranked results so the most relevant option appears first","Handle typos or partial matches in my search query"],"best_for":["End users of MCP clients who want intuitive, natural language discovery","Developers building agent systems who need programmatic server recommendations","Non-technical users exploring the MCP ecosystem without prior knowledge"],"limitations":["Ranking quality depends on metadata quality — poorly documented servers may rank lower despite being relevant","No semantic understanding of synonyms or related concepts — 'database' and 'data store' are treated as different terms","No learning from user feedback — ranking algorithm is static and doesn't improve based on which recommendations users select","Limited context awareness — cannot understand multi-step workflows or server composition needs"],"requires":["Indexed knowledge base of MCP servers","Text similarity or keyword matching algorithm","Natural language query from user"],"input_types":["text (natural language query)"],"output_types":["structured data (ranked list of MCP servers with relevance scores)"],"categories":["search-retrieval","planning-reasoning"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":29,"verified":false,"data_access_risk":"high","permissions":["MCP client implementation (Claude Desktop, custom MCP client, or compatible tool)","Access to the search-mcp-server as a configured MCP server","Natural language query capability in the MCP client","README file with structured MCP server metadata","Text parsing capability (likely regex or markdown parser)","In-memory or file-based storage for the index","Indexed knowledge base of MCP servers","Text similarity or keyword matching algorithm","Natural language query from user"],"failure_modes":["Search index is static and tied to README content — requires manual updates when new MCP servers are released","No real-time indexing of the broader MCP ecosystem — only covers servers documented in the indexed README","Search quality depends entirely on README documentation quality and completeness","Cannot discover servers that exist but aren't included in the indexed knowledge base","Requires manual README updates to reflect new or changed MCP servers — no automatic discovery","Indexing is static at server startup — changes to README require server restart to take effect","No incremental indexing — full README must be re-parsed on updates","Scaling limited to README file size and in-memory storage capacity","Ranking quality depends on metadata quality — poorly documented servers may rank lower despite being relevant","No semantic understanding of synonyms or related concepts — 'database' and 'data store' are treated as different terms","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.05,"quality":0.31,"ecosystem":0.49999999999999994,"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":"2026-06-17T09:51:04.049Z","last_scraped_at":"2026-05-03T14:00:18.053Z","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=search-mcp-server","compare_url":"https://unfragile.ai/compare?artifact=search-mcp-server"}},"signature":"QFcLrWGsxzbXqAn2Qt1YOtwmnLCPncnHUqwUIahy5gPTL33zVdnjHZYAQFKLmBRGUJrtIYcXvCTfzgDmF9xlAA==","signedAt":"2026-06-21T02:23:05.866Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/search-mcp-server","artifact":"https://unfragile.ai/search-mcp-server","verify":"https://unfragile.ai/api/v1/verify?slug=search-mcp-server","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"}}