context-hawkPure Python memory manager for preserving and retrieving multi-layered AI memories across sessions, topics, and time without external dependencies.
Install via ClawdBot CLI:
clawdbot install relunctance/context-hawkGrade Fair — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Accesses sensitive credential files or environment variables
${OPENAICalls external URL not in known-safe list
https://api.minimaxi.com/anthropicUses known external API (expected, informational)
api.openai.comAudited Apr 17, 2026 · audit v1.0
Generated May 5, 2026
AI Agent 使用 Context Hawk 自动存储和检索跨会话的用户偏好、决策和实体信息，实现长期记忆。无需外部 API 即可在本地运行，适用于个人或企业级 Agent。
通过 Extractor 从客服对话中提取关键信息（如问题、解决方案），存入 MemoryManager，并利用 VectorRetriever 提供语义检索，快速回答相似问题，减少人工响应时间。
用户通过 MarkdownImporter 导入笔记或文档，利用 ContextCompressor 压缩长文本，SelfImproving 反思错误习惯，构建个性化记忆库，提升日常生产力。
开发团队将技术选型、架构决策等存入 MemoryManager，通过 recall 快速回溯历史原因，Governance 监控提取和检索性能，避免重复讨论。
在线教育平台利用 Context Hawk 记录学生学习偏好、弱点和进度，通过四层记忆衰减动态调整复习策略，实现因材施教。
提供免费的 Python 包（开源），对需要高级功能（如多用户管理、云同步、自定义 embedding）的企业收取许可费。收入来自企业授权和技术支持。
推出云托管版本，免去用户本地部署成本，提供自动备份、高可用和性能优化。按月或按年订阅，按存储量和 API 调用次数计费。
作为插件集成到主流 AI Agent 框架（如 LangChain、AutoGPT），收取集成授权费或提供定制化开发服务。收入来自插件授权和定制开发项目。
💬 Integration Tip
无需任何 API Key 即可快速开始：pip install lancedb 后直接 import 使用；若需向量检索和导入功能，额外安装 LanceDB 即可。
Scored Jun 20, 2026
Meta-skill for AI agent self-improvement. Analyzes runtime logs to detect error patterns, regressions, and inefficiencies, then generates structured improvem...
Stop waiting for prompts. Keep working.
Turn OpenClaw into a learning-loop agent with seeded workspace rules, skill promotion, reflective memory, and proactive maintenance.
Meta-agent skill for orchestrating complex tasks through autonomous sub-agents. Decomposes macro tasks into subtasks, spawns specialized sub-agents with dynamically generated SKILL.md files, coordinates file-based communication, consolidates results, and dissolves agents upon completion. MANDATORY TRIGGERS: orchestrate, multi-agent, decompose task, spawn agents, sub-agents, parallel agents, agent coordination, task breakdown, meta-agent, agent factory, delegate tasks
Complete toolkit for creating autonomous AI agents and managing Discord channels for OpenClaw. Use when setting up multi-agent systems, creating new agents, or managing Discord channel organization.
Billions decentralized identity for agents. Link agents to human identities using Billions ERC-8004 and Attestation Registries. Verify and generate authentic...