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The document navigator implementation stands out by providing agentic RAG tools that go beyond naive retrieval, offering interpretable attributions via tool call traces as agents navigate documents using inferred metadata like table of contents and document hierarchy. Built with FastMCP framework and featuring token counting for context management, tiktoken integration, and support for both local files and URLs, it serves enterprises needing conversational access to internal knowledge bases, teams requiring intelligent document comprehension for large reports and manuals, and organizations where natural language interfaces enhance information discovery across multiple specialized knowledge domains.","tags":["contextual"],"capabilities":["mcp","transport-stdio","open-source"],"categories":[],"synonyms":[],"warnings":[],"endpointUrl":"https://github.com/contextualai/contextual-mcp-server","protocol":"mcp","transport":"stdio","auth":{"type":"mcp","details":{"transport":"stdio"}},"qualityScore":"0.590","qualityRationale":"deterministic score 0.59 from registry signals: · indexed on pulsemcp · has source repo · 20 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":"2026-04-29T11:21:55.550Z","embedding":null,"createdAt":"2026-04-21T19:27:34.000Z","updatedAt":"2026-04-29T11:21:55.550Z","lastSeenAt":"2026-04-29T11:21:55.550Z","tsv":"'access':48,192 'across':216 'advanc':102 'agent':15,32,79,87,96,137,153 'ai':2,6,23,59,70,108 'analysi':45,122 'api':111 'assist':60 'attribut':147 'automat':18,35,90 'avail':98 'base':51,84,126,196 'best':95 'beyond':142 'built':166 'call':150 'capabl':67 'complex':53,117 'comprehens':201 'content':127,162 'context':175 'contextu':1,5,22,69,107 'convers':47,191 'count':173 'discoveri':215 'distinct':75 'document':39,54,65,103,118,130,155,164,200 'domain':220 'enabl':113 'enhanc':213 'enterpris':11,28,62,189 'fastmcp':168 'featur':73,171 'file':184 'framework':169 'go':141 'hierarch':43,120 'hierarchi':165 'implement':76,132 'infer':157 'inform':214 'integr':3,20,178 'intellig':38,114,199 'interfac':212 'intern':194 'interpret':146 'knowledg':50,83,195,219 'languag':211 'larg':203 'leverag':42,106 'like':159 'local':183 'manag':176 'manual':206 'mcp':56 'metadata':158 'multi':14,31,86 'multi-ag':13,30,85 'multipl':217 'naiv':143 'natur':210 'navig':40,66,104,115,131,154 'need':190 'offer':145 'open-source' 'option':99 'organ':208 'page':125 'page-bas':124 'pars':110 'platform':8,25,72 'provid':10,27,58,136 'rag':80,138 'report':204 'requir':198 'rerank':19,36,91 'retriev':128,144 'rout':16,33,88 'search':12,29,63 'select':93 'serv':188 'server':57 'singl':78 'single-ag':77 'special':218 'specif':82 'stand':133 'structur':44,121 'support':180 'tabl':160 'team':197 'three':74 'tiktoken':177 'token':172 'tool':139,149 'trace':151 'transport-stdio' 'url':186 'use':156 'via':148","prices":[{"id":"c72ce673-f908-4d74-ae61-37f1ca086c93","listingId":"6c70612f-5794-4da7-a33a-51960352b008","amountUsd":"0","unit":"free","nativeCurrency":null,"nativeAmount":null,"chain":null,"payTo":null,"paymentMethod":"mcp-free","isPrimary":true,"details":{"transport":"stdio"},"createdAt":"2026-04-21T19:27:34.000Z"}],"sources":[{"listingId":"6c70612f-5794-4da7-a33a-51960352b008","source":"pulsemcp","sourceId":"https://www.pulsemcp.com/servers/contextualai-enterprise-search","sourceUrl":"https://api.pulsemcp.com/v0beta/servers","isPrimary":true,"firstSeenAt":"2026-04-21T19:27:34.000Z","lastSeenAt":"2026-04-29T11:21:55.550Z"}],"details":{"listingId":"6c70612f-5794-4da7-a33a-51960352b008","quickStartSnippet":null,"exampleRequest":null,"exampleResponse":null,"schema":null,"openapiUrl":null,"agentsTxtUrl":null,"citations":[],"useCases":[],"bestFor":[],"notFor":[],"kindDetails":{"source":"pulsemcp","transport":"stdio","server_name":"Contextual AI","github_stars":20,"registry_url":"https://www.pulsemcp.com/servers/contextualai-enterprise-search","source_code_url":"https://github.com/contextualai/contextual-mcp-server"},"updatedAt":"2026-04-29T11:21:55.550Z"}}