Product · larkscout

LarkScout

LarkScout is an enterprise-grade knowledge platform for AI Agents: building upon multi-source ingestion, document parsing, and preview to perform Claim extraction, knowledge view compilation, contradiction scanning, and experience feedback. It compiles enterprise knowledge into traceable, consumable assets—preventing context window pollution and hallucination caused by dumping raw documents into RAG.

LarkScout

Knowledge & Skill CompilationEnterprise knowledge platform for AI Agents

Delivering compiled, traceable knowledge to Agents—not raw search hits.

Compilation: Compiled knowledge, not raw search hits
Traceable: Claim-level citations
Closed Loop: Contradiction scan + human-verified feedback
Skill: Aligned with agentskills.io

Typical pains

Low-quality RAG recall floods Agent context windows with irrelevant noise

Tacit project lessons fail to persist, causing Agents to repeat identical mistakes

Agents continue executing on stale SOPs after corporate knowledge updates

Capabilities

Claim ExtractionExtracts structured Claims (subject-predicate-object) from documents and web pages, linking entities and relations as atomic, citable knowledge units

Knowledge View CompilationCompiles multi-document Claims by topic into citable knowledge views; search hits serve only as candidate inputs

Contradiction ScanningScans conflicting Claims sharing identical subject-predicates with differing objects, marking them as contradicted or uncertain for human review

Experience Feedback LoopIngests Agent learning records and human-verified Claim correction proposals into versioned knowledge

Multi-Format Document ParsingPDF, DOCX, PPTX, XLSX, CSV, HTML, Markdown, and image OCR

Document PreviewProvides Markdown rendered views for AULO preview (LarkScout does not serve artifact downloads)

Data Source ConnectorsWeb pages, files, Yuque, WeCom Drive/Docs, and Feishu Wiki

Site Curation IngestionDiscovers candidate URLs across large domains, scores by path/topic with title/summary extraction, and imports human-selected subsets

Knowledge InterfaceExposes knowledge search and correction proposals to governed NodalOS Agents via official MCP; disabled by default, accessible only over secure mTLS

Agent Content CompilationPackages knowledge views into Skills, SOPs, and Rules; SKILL files align with agentskills.io. Distribution is pulled by HarnessServer under sync contracts

SKILL Bundle Batch IngestUploads a ZIP / Tar.gz archive of SKILL directories, up to 20 per package; each directory must include SKILL.md. Aligned with agentskills.io, with automated frontmatter and permission parsing. Public GitHub-repo import has been retired

Three-Layer Ingest GateArchive structural safety (zip bombs / Zip-Slip / symlink escape), SKILL.md and directory checks, and a process-isolated YARA scanner. Default intercept is critical/high matches; Layer 2 needs the scanner binary, and prompt-injection rules are not hard-blocks by default

Protected Sections & Fork LineageSOPs, Rules, and SKILLs may declare protected_sections; forks inherit declared parent spans and verify digests. Undeclared spans are outside this mechanism

Does / does not

Does

Claim extraction and knowledge view compilation
Contradiction scanning and experience feedback loops
Multi-format document parsing and preview
Enterprise content source connectors and site curation
Agent content (Skill / SOP / Rule) compilation
SKILL Bundle batch ingest (ZIP / Tar.gz, up to 20 SKILL directories per archive) with agentskills.io validation
Three-layer ingest gate (archive structure / SKILL.md format / process-isolated YARA)
Protected sections and fork lineage records
Official MCP knowledge search and correction proposals (opt-in, mTLS)

Does not

Does not replace corporate Wiki or document systems
Does not act as a generic parsing service for arbitrary third-party systems

Integrations

NodalOS runtime and mTLSHarnessServer content synchronization and deliveryAULO knowledge panels and document previewPrismCouncil standalone delivery manages council SKILLs independently without registering here

Related products

HarnessServerContext delivery and capability distribution component for Agent host environments NodalOSHeterogeneous multi-Agent hosting platform and governance substrate (OS layer)PrismCouncilStrategic decision council for Agent governance AULOOne workspace for human–Agent work: inbox, conversations, council, and governance actions

Next steps

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