{"id":"2048ebf9-87f5-4c80-a38a-e87699b12dd0","shortId":"3rC7UA","kind":"mcp","title":"Haiku RAG","tagline":"Agentic RAG system powered by LanceDB, Pydantic AI, and Docling","description":"Agentic RAG system powered by LanceDB, Pydantic AI, and Docling\n\nRetrieval-augmented generation system providing hybrid search combining vector and full-text search with Reciprocal Rank Fusion. Features multi-agent research workflows for planning, searching, evaluating, and synthesizing information with citations. Supports 40+ file formats including PDF, DOCX, HTML, and Markdown. Works locally with embedded LanceDB or supports cloud storage on S3, GCS, and Azure.","tags":["haiku","rag"],"capabilities":["mcp","transport-stdio","open-source"],"categories":[],"synonyms":[],"warnings":[],"endpointUrl":"https://github.com/ggozad/haiku.rag","protocol":"mcp","transport":"stdio","auth":{"type":"mcp","details":{"transport":"stdio"}},"qualityScore":"0.750","qualityRationale":"deterministic score 0.75 from registry signals: · indexed on pulsemcp · has source repo · 524 github stars · registry-generated description present","verified":false,"liveness":"unknown","lastLivenessCheck":null,"agentReviews":{"count":0,"score_avg":null,"cost_usd_avg":null,"success_rate":null,"latency_p50_ms":null,"narrative_summary":null,"summary_updated_at":null},"enrichmentModel":"deterministic:mcp:v1","enrichmentVersion":1,"enrichedAt":"2026-05-15T05:22:22.118Z","embedding":null,"createdAt":"2026-04-25T08:30:05.551Z","updatedAt":"2026-05-15T05:22:22.118Z","lastSeenAt":"2026-05-15T05:22:22.118Z","tsv":"'40':58 'agent':3,13,45 'ai':10,20 'augment':25 'azur':80 'citat':56 'cloud':74 'combin':31 'docl':12,22 'docx':63 'embed':70 'evalu':51 'featur':42 'file':59 'format':60 'full':35 'full-text':34 'fusion':41 'gcs':78 'generat':26 'haiku':1 'html':64 'hybrid':29 'includ':61 'inform':54 'lancedb':8,18,71 'local':68 'markdown':66 'mcp' 'multi':44 'multi-ag':43 'open-source' 'pdf':62 'plan':49 'power':6,16 'provid':28 'pydant':9,19 'rag':2,4,14 'rank':40 'reciproc':39 'research':46 'retriev':24 'retrieval-aug':23 's3':77 'search':30,37,50 'storag':75 'support':57,73 'synthes':53 'system':5,15,27 'text':36 'transport-stdio' 'vector':32 'work':67 'workflow':47","prices":[{"id":"83730d94-0268-417a-b015-d14b7cf8129e","listingId":"2048ebf9-87f5-4c80-a38a-e87699b12dd0","amountUsd":"0","unit":"free","nativeCurrency":null,"nativeAmount":null,"chain":null,"payTo":null,"paymentMethod":"mcp-free","isPrimary":true,"details":{"transport":"stdio"},"createdAt":"2026-04-25T08:30:05.551Z"}],"sources":[{"listingId":"2048ebf9-87f5-4c80-a38a-e87699b12dd0","source":"pulsemcp","sourceId":"https://www.pulsemcp.com/servers/ggozad-haiku-rag","sourceUrl":"https://api.pulsemcp.com/v0beta/servers","isPrimary":true,"firstSeenAt":"2026-04-25T08:30:05.551Z","lastSeenAt":"2026-05-15T05:22:22.118Z"}],"details":{"listingId":"2048ebf9-87f5-4c80-a38a-e87699b12dd0","quickStartSnippet":null,"exampleRequest":null,"exampleResponse":null,"schema":null,"openapiUrl":null,"agentsTxtUrl":null,"citations":[],"useCases":[],"bestFor":[],"notFor":[],"kindDetails":{"source":"pulsemcp","transport":"stdio","server_name":"Haiku RAG","external_url":"https://github.com/ggozad/haiku.rag","github_stars":524,"registry_url":"https://www.pulsemcp.com/servers/ggozad-haiku-rag","source_code_url":"https://github.com/ggozad/haiku.rag"},"updatedAt":"2026-05-15T05:22:22.118Z"}}