knowledge-graph-skill以JSON持久化存储结构化知识，支持查询、合并、可视化及参数配置，优化知识图谱管理与自动化工作流程。
Install via ClawdBot CLI:
clawdbot install xnohat/knowledge-graph-skillGrade Fair — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Potentially destructive shell commands in tool definitions
eval (Calls external URL not in known-safe list
https://example.com/articleAI Analysis
The skill's primary function is local knowledge graph management with CLI scripts, posing minimal inherent risk. The flagged external URL appears to be a generic example placeholder ('example.com'), not evidence of active data exfiltration. The main concern is the 'eval' command in shell scripts, which could be exploited if script inputs are not properly sanitized, but this requires local execution context.
Audited Apr 16, 2026 · audit v1.0
Generated Mar 9, 2026
IT teams use the Knowledge Graph to map and track all infrastructure components, dependencies, and ownership. It automatically logs new servers, services, and credentials, enabling proactive monitoring and reducing incident resolution time by providing structured context for troubleshooting.
R&D departments leverage the skill to store and link research papers, insights, and experimental procedures. It captures recurring concepts and lessons learned, facilitating knowledge discovery and preventing duplication of effort across projects.
Sales and support teams integrate the Knowledge Graph to record client preferences, interactions, and milestones. It helps personalize engagements by recalling past decisions and opinions, improving customer satisfaction and retention.
Project managers and architects use it to document decisions, workflows, and dependencies between entities like people and projects. This ensures accountability and provides a historical record for future reference during audits or scaling.
Individuals employ the skill to track habits, routines, and life events such as birthdays and trips. It stores knowledge artifacts and procedures, helping users recall information and optimize daily patterns for better time management.
Offer the Knowledge Graph as a cloud service with tiered plans based on storage, query limits, and advanced features like visualization. Revenue comes from monthly or annual subscriptions, targeting businesses needing persistent structured knowledge management.
Sell perpetual licenses for on-premise deployment with optional support and maintenance contracts. This model appeals to large organizations with strict data privacy requirements, generating revenue from upfront sales and ongoing service fees.
Provide a free basic version with limited features, such as small graph size, and charge for premium add-ons like advanced query commands, vault encryption, or custom integrations. This attracts individual users and small teams, converting them to paid plans as needs grow.
💬 Integration Tip
Run the install script first to auto-patch agent instructions, and use the depth-check tool to assess content complexity before extraction to avoid under-representing rich knowledge.
Scored Apr 19, 2026
Structured reasoning through sequential thinking — break complex problems into steps, solve each independently, verify consistency, synthesize conclusions wi...
Loads and manages company context for all C-suite advisor skills. Reads ~/.claude/company-context.md, detects stale context (>90 days), enriches context duri...
Automatically prune and compact agent memory files to prevent unbounded growth. Circular buffer for logs, importance-based retention for state, and configura...
Founder onboarding interview that captures company context across 7 dimensions. Invoke with /cs:setup for initial interview or /cs:update for quarterly refre...
Ultimate AI agent memory system for Cursor, Claude, ChatGPT & Copilot. WAL protocol + vector search + git-notes + cloud backup. Never lose context again. Vib...
Expert skill for memory-lancedb-pro — a production-grade LanceDB-backed long-term memory plugin for OpenClaw agents with hybrid retrieval, cross-encoder rera...