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First-party pitch: build a hierarchical tree index per document, then let an LLM reason through that tree (human-like section navigation) instead of embedding chunks into a vector database.","kind":"app","homepage":"https://pageindex.ai","repoUrl":"https://github.com/VectifyAI/PageIndex","docsUrl":"https://docs.pageindex.ai","publisher":"","license":"MIT","hasMcp":true,"hasApi":false,"costRange":"unknown","composabilityRationale":"","functions":["index","reason","embed","memory","retrieve"],"functionProbabilities":[{"functionId":"index","value":0.8,"source":"06 Knowledge Library/Resources/coding/2026-09-29-vectifyai-pageindex.md","method":"lexical","observedAt":"2026-09-29T00:00:00.000Z"},{"functionId":"reason","value":0.8,"source":"06 Knowledge Library/Resources/coding/2026-09-29-vectifyai-pageindex.md","method":"lexical","observedAt":"2026-09-29T00:00:00.000Z"},{"functionId":"embed","value":0.72,"source":"06 Knowledge Library/Resources/coding/2026-09-29-vectifyai-pageindex.md","method":"lexical","observedAt":"2026-09-29T00:00:00.000Z"},{"functionId":"memory","value":0.72,"source":"06 Knowledge Library/Resources/coding/2026-09-29-vectifyai-pageindex.md","method":"lexical","observedAt":"2026-09-29T00:00:00.000Z"},{"functionId":"retrieve","value":0.72,"source":"06 Knowledge Library/Resources/coding/2026-09-29-vectifyai-pageindex.md","method":"lexical","observedAt":"2026-09-29T00:00:00.000Z"}],"slices":[{"functionId":"index","label":"Index","note":"PageIndex (MIT, Python) is VectifyAI’s vectorless, reasoning-based RAG engine. 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First-party pitch: build a hierarchical tree index per document, then let an LLM reason through that tree (human-like section navigation) instead of embedding chunks into a vector database.","cost":"unknown"},{"functionId":"embed","label":"Embed","note":"PageIndex (MIT, Python) is VectifyAI’s vectorless, reasoning-based RAG engine. First-party pitch: build a hierarchical tree index per document, then let an LLM reason through that tree (human-like section navigation) instead of embedding chunks into a vector database.","cost":"unknown"},{"functionId":"memory","label":"Memory","note":"PageIndex (MIT, Python) is VectifyAI’s vectorless, reasoning-based RAG engine. 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Can fill the same function slot."},{"from":"pageindex","to":"local-faiss-mcp-server","kind":"fills-same-slot-as","note":"Shared functions embed, index, memory, retrieve. Can fill the same function slot."},{"from":"pageindex","to":"alibaba-model-studio","kind":"fills-same-slot-as","note":"Shared functions embed, reason. Can fill the same function slot."},{"from":"pageindex","to":"octen","kind":"fills-same-slot-as","note":"Shared functions embed, retrieve. Can fill the same function slot."},{"from":"pageindex","to":"build-software-better-together","kind":"fills-same-slot-as","note":"Shared functions index, memory, retrieve. Can fill the same function slot."},{"from":"pageindex","to":"turbopuffer","kind":"fills-same-slot-as","note":"Shared functions embed, memory. Can fill the same function slot."},{"from":"pageindex","to":"local-office","kind":"fills-same-slot-as","note":"Shared functions memory, retrieve. Can fill the same function slot."}],"signals":[{"key":"has_license","value":1,"source":"component-record","method":"declared-license","observedAt":"2026-09-29T00:00:00.000Z"},{"key":"has_docs","value":1,"source":"component-record","method":"declared-docs","observedAt":"2026-09-29T00:00:00.000Z"}],"claimVerification":[],"explain":{"score":12,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"value":0.3,"contribution":0.054,"why":"A licence is declared. 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Cost is unknown. 1 of 3 checklist fields are complete.","sources":[],"evidence":"observed"},{"id":"evidence_quality","label":"Evidence quality","weight":0.14,"value":0.22849520230941842,"contribution":0.031989328323318585,"why":"2 sources cover 1 evidence types. The latest dated evidence is 2026-09-29. Freshness is omitted unless observed as a signal.","sources":[{"kind":"human","label":"Catalogue resource card","excerpt":"06 Knowledge Library/Resources/coding/2026-09-29-vectifyai-pageindex.md\nPageIndex (MIT, Python) is VectifyAI’s vectorless, reasoning-based RAG engine. 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Source review does not establish integration success or observed usage.","interfaces":[{"kind":"http","specUrl":"https://docs.typesafe.ai/llms.txt"}],"origin":"intake","tweets":[],"notes":[],"sources":[{"kind":"docs","label":"TypeSafe Jev official documentation","url":"https://docs.typesafe.ai/llms.txt","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"},{"kind":"docs","label":"TypeSafe Jev official documentation","url":"https://docs.typesafe.ai/images","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"},{"kind":"docs","label":"TypeSafe Jev official documentation","url":"https://docs.typesafe.ai/primitives/box","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"slices":[{"functionId":"classify","label":"Classify","note":"Images and Box localization are experimental, off by default and require the documented danger-zone header; request format and accuracy may change.","cost":"unknown"},{"functionId":"evaluate","label":"Evaluate","note":"Images and Box localization are experimental, off by default and require the documented danger-zone header; request format and accuracy may change.","cost":"unknown"},{"functionId":"reason","label":"Reason","note":"Images and Box localization are experimental, off by default and require the documented danger-zone header; request format and accuracy may change.","cost":"unknown"}],"claims":{"name":"TypeSafe Jev","summary":"Returns typed judgments and probabilities from software state and narrowly defined questions.","kind":"model","publisher":"TypeSafe","homepage":"https://typesafe.ai/","docsUrl":"https://docs.typesafe.ai/llms.txt","costRange":"unknown","costNotes":"Images and Box localization are experimental, off by default and require the documented danger-zone header; request format and accuracy may change.","functions":["classify","evaluate","reason"],"slices":[{"functionId":"classify","label":"Classify","note":"Images and Box localization are experimental, off by default and require the documented danger-zone header; request format and accuracy may change.","cost":"unknown"},{"functionId":"evaluate","label":"Evaluate","note":"Images and Box localization are experimental, off by default and require the documented danger-zone header; request format and accuracy may change.","cost":"unknown"},{"functionId":"reason","label":"Reason","note":"Images and Box localization are experimental, off by default and require the documented danger-zone header; request format and accuracy may change.","cost":"unknown"}],"interfaces":[{"kind":"http","specUrl":"https://docs.typesafe.ai/llms.txt"}],"composabilityRationale":"Use its declared http surface for the listed capability slices. Source review does not establish integration success or observed usage."},"relations":[{"from":"typesafe-jev","to":"toloka","kind":"fills-same-slot-as","note":"Shared functions classify, evaluate. Can fill the same function slot."},{"from":"typesafe-jev","to":"41-open-source-llms-evaluated-on-19-benchmarks","kind":"fills-same-slot-as","note":"Shared functions evaluate, reason. Can fill the same function slot."}],"signals":[],"functionProbabilities":[],"claimVerification":[],"explain":{"score":7,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"agent_use","label":"Agent use","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"human_notes","label":"Human notes","weight":0.14,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"composability","label":"Composability","weight":0.16,"why":"insufficient evidence","sources":[{"kind":"docs","label":"TypeSafe Jev official documentation","url":"https://docs.typesafe.ai/llms.txt","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"},{"kind":"docs","label":"TypeSafe Jev official documentation","url":"https://docs.typesafe.ai/images","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"},{"kind":"docs","label":"TypeSafe Jev official documentation","url":"https://docs.typesafe.ai/primitives/box","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"evidence":"insufficient"},{"id":"checklist","label":"Checklist","weight":0.1,"value":0.3333333333333333,"contribution":0.03333333333333333,"why":"No MCP surface is declared. An API is declared. Cost is unknown. 1 of 3 checklist fields are complete.","sources":[{"kind":"docs","label":"TypeSafe Jev official documentation","url":"https://docs.typesafe.ai/llms.txt","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"},{"kind":"docs","label":"TypeSafe Jev official documentation","url":"https://docs.typesafe.ai/images","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"},{"kind":"docs","label":"TypeSafe Jev official documentation","url":"https://docs.typesafe.ai/primitives/box","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"evidence":"observed"},{"id":"evidence_quality","label":"Evidence quality","weight":0.14,"value":0.26214289265639185,"contribution":0.036700004971894865,"why":"3 sources cover 1 evidence types. The latest dated evidence is undated. 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Source review does not establish integration success or observed usage.","interfaces":[{"kind":"http","specUrl":"https://www.alibabacloud.com/help/en/model-studio/what-is-model-studio"},{"kind":"sdk","specUrl":"https://www.alibabacloud.com/help/en/model-studio/what-is-model-studio"}],"origin":"intake","tweets":[],"notes":[],"sources":[{"kind":"docs","label":"Alibaba Cloud Model Studio official documentation","url":"https://www.alibabacloud.com/help/en/model-studio/what-is-model-studio","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"slices":[{"functionId":"generate","label":"Generate","note":"Model, region, access and billing support vary; review the selected model and compatible API contract.","cost":"unknown"},{"functionId":"reason","label":"Reason","note":"Model, region, access and billing support vary; review the selected model and compatible API contract.","cost":"unknown"},{"functionId":"embed","label":"Embed","note":"Model, region, access and billing support vary; review the selected model and compatible API contract.","cost":"unknown"}],"claims":{"name":"Alibaba Cloud Model Studio","summary":"Model APIs for text, vision, speech and embeddings, with compatible developer interfaces.","kind":"app","publisher":"Alibaba Cloud","homepage":"https://www.alibabacloud.com/","docsUrl":"https://www.alibabacloud.com/help/en/model-studio/what-is-model-studio","costRange":"unknown","costNotes":"Model, region, access and billing support vary; review the selected model and compatible API contract.","functions":["generate","reason","embed"],"slices":[{"functionId":"generate","label":"Generate","note":"Model, region, access and billing support vary; review the selected model and compatible API contract.","cost":"unknown"},{"functionId":"reason","label":"Reason","note":"Model, region, access and billing support vary; review the selected model and compatible API contract.","cost":"unknown"},{"functionId":"embed","label":"Embed","note":"Model, region, access and billing support vary; review the selected model and compatible API contract.","cost":"unknown"}],"interfaces":[{"kind":"http","specUrl":"https://www.alibabacloud.com/help/en/model-studio/what-is-model-studio"},{"kind":"sdk","specUrl":"https://www.alibabacloud.com/help/en/model-studio/what-is-model-studio"}],"composabilityRationale":"Use its declared http, sdk surface for the listed capability slices. Source review does not establish integration success or observed usage."},"relations":[{"from":"alibaba-model-studio","to":"minimax","kind":"alternative-to","note":"Shared functions generate, reason. Same kind and overlapping capability."},{"from":"alibaba-model-studio","to":"byteplus-modelark","kind":"alternative-to","note":"Shared functions generate, reason. Same kind and overlapping capability."},{"from":"alibaba-model-studio","to":"41-open-source-llms-evaluated-on-19-benchmarks","kind":"fills-same-slot-as","note":"Shared functions generate, reason. Can fill the same function slot."},{"from":"alibaba-model-studio","to":"pageindex","kind":"fills-same-slot-as","note":"Shared functions embed, reason. Can fill the same function slot."},{"from":"alibaba-model-studio","to":"grok-xai","kind":"fills-same-slot-as","note":"Shared functions generate, reason. Can fill the same function slot."}],"signals":[],"functionProbabilities":[],"claimVerification":[],"explain":{"score":6,"formula":"100 × sum(weight × value) over observed factors only. Unobserved factors are omitted, not zeroed.","factors":[{"id":"github_health","label":"GitHub health","weight":0.18,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"agent_use","label":"Agent use","weight":0.16,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"human_notes","label":"Human notes","weight":0.14,"why":"insufficient evidence","sources":[],"evidence":"insufficient"},{"id":"composability","label":"Composability","weight":0.16,"why":"insufficient evidence","sources":[{"kind":"docs","label":"Alibaba Cloud Model Studio official documentation","url":"https://www.alibabacloud.com/help/en/model-studio/what-is-model-studio","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"evidence":"insufficient"},{"id":"checklist","label":"Checklist","weight":0.1,"value":0.3333333333333333,"contribution":0.03333333333333333,"why":"No MCP surface is declared. An API is declared. 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The documented cloud MCP feature consumes tools; no public ModelArk MCP server was verified. Quality and throughput claims were not measured.","composabilityRationale":"Use its declared http, sdk surface for the listed capability slices. Source review does not establish integration success or observed usage.","interfaces":[{"kind":"http","specUrl":"https://docs.byteplus.com/docs/ModelArk/product-overview"},{"kind":"sdk","specUrl":"https://docs.byteplus.com/docs/ModelArk/product-overview"}],"origin":"intake","tweets":[],"notes":[],"sources":[{"kind":"docs","label":"BytePlus ModelArk official documentation","url":"https://docs.byteplus.com/docs/ModelArk/product-overview","checkedAt":"2026-11-07T13:46:44.976Z","basis":"vendor-claim"}],"slices":[{"functionId":"generate","label":"Generate","note":"Model, region, access and billing rules vary. The documented cloud MCP feature consumes tools; no public ModelArk MCP server was verified. Quality and throughput claims were not measured.","cost":"unknown"},{"functionId":"reason","label":"Reason","note":"Model, region, access and billing rules vary. The documented cloud MCP feature consumes tools; no public ModelArk MCP server was verified. Quality and throughput claims were not measured.","cost":"unknown"},{"functionId":"transform","label":"Transform","note":"Model, region, access and billing rules vary. The documented cloud MCP feature consumes tools; no public ModelArk MCP server was verified. Quality and throughput claims were not measured.","cost":"unknown"}],"claims":{"name":"BytePlus ModelArk","summary":"Model APIs and SDKs for reasoning, multimodal understanding, and image and video generation or editing.","kind":"app","publisher":"BytePlus","homepage":"https://www.byteplus.com/en/product/modelark","docsUrl":"https://docs.byteplus.com/docs/ModelArk/product-overview","costRange":"unknown","costNotes":"Model, region, access and billing rules vary. The documented cloud MCP feature consumes tools; no public ModelArk MCP server was verified. Quality and throughput claims were not measured.","functions":["generate","reason","transform"],"slices":[{"functionId":"generate","label":"Generate","note":"Model, region, access and billing rules vary. The documented cloud MCP feature consumes tools; no public ModelArk MCP server was verified. Quality and throughput claims were not measured.","cost":"unknown"},{"functionId":"reason","label":"Reason","note":"Model, region, access and billing rules vary. The documented cloud MCP feature consumes tools; no public ModelArk MCP server was verified. Quality and throughput claims were not measured.","cost":"unknown"},{"functionId":"transform","label":"Transform","note":"Model, region, access and billing rules vary. The documented cloud MCP feature consumes tools; no public ModelArk MCP server was verified. 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