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Home/Use Cases/🧠 Agent Memory & RAG

🧠 Agent Memory & RAG AI Agent Skills

Add persistent memory, vector search, and retrieval-augmented generation (RAG) to your AI agents.

Go beyond one-shot conversations. These skills add long-term memory, knowledge base search, RAG pipelines, and context persistence to your agents — connecting to vector databases like Pinecone and Chroma, file-based memory stores, and relational databases for structured recall.

934 skills3 types

Browse by Type

Store and retrieve memories using vector embeddings and semantic similarity search.

🔧agent-memory

Engram

engram-memory
Dannydvm
v0.2.0
View Details

Persistent semantic memory for AI agents — local, fast, free. Use when agent needs to recall past decisions, store new facts/preferences, search conversation history, or maintain context across sessions.

0
2.9k
1
7mo ago
🔧agent-memory

Fluid Memory

fluid-memory
againta
v1.0.9
View Details

基于艾宾浩斯遗忘曲线和访问频率的衰减模型设计的遗忘和归档机制,完全依赖openclaw原生记忆系统的拟人化流体记忆系统

0
8.8k
5
4mo ago
🔧agent-memory

Clever Compact

clever-compact
jfulmines-star
v2.2.5
View Details

Your OpenClaw agent forgets everything between sessions — after /new, after compaction, after overnight. Clever Compact fixes all three: injects your last st...

0
1.6k
1
4mo ago
🔧agent-memory

Goldhold Skill

goldhold-skill
jerrysrodz
v1.5.0
View Details

Persistent memory for AI agents. Remember across sessions. Encrypted in transit and at rest. https://goldhold.ai

0
858
4mo ago
🔧agent-memory

DeepRecall

deeprecall
stefan27-4
v1.0.8
View Details

Pure-Python recursive memory recall for persistent AI agents. Manager→workers→synthesis RLM loop — no Deno, no fast-rlm, just HTTP calls to any OpenAI-compat...

0
1.1k
1
4mo ago
🔧agent-memory

Launchthatbot Convex Backend

launchthatbot-convex-backend
launchthatbot
v1.0.3
View Details

Store secrets, long-term memory, daily logs, and anything custom in your Convex backend instead of local files

0
1.2k
4mo ago
Browse all 174 Vector Memory skills →

Quick install — most popular agent memory & rag skill:

clawdbot install Trypto1019/arc-memory-pruner

All Agent Memory & RAG Skills

Lang:

934 skills found

Page 1 of 39

🧠Agent Memory

Memory Pruner

arc-memory-pruner
Trypto1019
v1.1.0
View Details

Automatically prune and compact agent memory files to prevent unbounded growth. Circular buffer for logs, importance-based retention for state, and configura...

6
1.4k
7mo ago
🧠Agent Memory

Cs Onboard

cs-onboard
alirezarezvani
v2.1.1
View Details

Founder onboarding interview that captures company context across 7 dimensions. Invoke with /cs:setup for initial interview or /cs:update for quarterly refre...

4
673
4mo ago
📋Task Management

Context Manager v2.2.4

miliger-context-manager
zhaog100
v2.2.4
View Details

Auto context management with seamless session switching. Monitors usage, triggers at 85% threshold, automatically creates new session with loaded memory. Zer...

4
497
6mo ago
🤖Agent Frameworks

ChangSheng

changsheng-agent-memory
ccy123abcd
v0.6.0
View Details

Cross-session memory recovery for AI agents — your agent never cold-starts again. Always-loaded identity & todos, hash-indexed conditional reads cut recovery cost ~70% (~55-75% cumulative when the host already injects identity). Pure local, zero deps. Use when: (1) A new chat asks "where did we leave off?" and you have no context (2) Context is filling up and you're about to hit the limit mid-task (3) User says "I already told you this" (4) You re-read the same identity/rules/todos files at every session start (5) Session start burns tens of thousands of tokens before real work begins (6) You need to hand a long task to a fresh session without losing progress

2
238
8d ago
🤖Agent Frameworks

macos-memory-triage

macos-memory-triage
pruthviishere
v1.0.0
View Details

Diagnose why a Mac (especially one running Claude Code, other AI coding tools, or several Electron-based IDEs at once) is slow, hanging, or freezing due to memory pressure and swap thrashing. Covers reading real swap/memory numbers, finding MCP-server and plugin process bloat, spotting orphaned or d

2
82
11d ago
🧠Agent Memory

Session Memory Enhanced

session-memory-enhanced
zhaog100
v4.1.0
View Details

Session-Memory Enhanced v4.0 - 统一增强版。融合 session-memory + memu-engine 核心功能。特性:结构化提取 + 向量检索 + 不可变分片 + 三位一体自动化 + 多代理隔离 + AI 摘要 + 零配置启动。

2
255
6mo ago
🤖Agent Frameworks

Quantum Agent Memory

quantum-agent-memory
dustin-a11y
v1.2.0
View Details

QAOA-powered memory optimization for AI agents. Three quantum layers: clustering, compaction, and recall. Integrates with QMG v1.2 for chunked gte-large retr...

+2
1
269
4mo ago
🧠Agent Memory

Arc Wake State Persistence

arc-wake-state
Trypto1019
v1.0.0
View Details

Persist agent state across crashes, context deaths, and restarts. Use when you need to save current context, restore after a crash, maintain a memory file ac...

1
846
7mo ago
🤖Agent Frameworks

yaoyao-memory

yaoyao-memory
taobaoaz
v3.4.6
View Details

四层渐进式长时记忆系统,让 AI 跨会话保持上下文、沉淀知识、持续进化。 【核心设计:静默自动】AI 自动识别、记录、整理记忆,无需用户确认。 【凭据要求】需要 LLM/Embedding API Key(llm_config.json 或 secrets.env) 【网络调用】调用外部 LLM API 进行向量...

+8
1
206
5mo ago
🧠Agent Memory

九章帝国建设日记

empire-memory
sealawyer2026
v1.1.0
View Details

九章法律AI帝国建设日记 - 记录帝国建设的点点滴滴。 这是一个记忆存档技能,包含从2026年3月13日至今的完整建设记录: - 每日工作日志和任务完成情况 - 关键决策和重要对话记录 - 29个技能包的开发和发布历程 - ClawHub和GitHub发布记录 - 九章币(JZB)经济模型规划 - 九章城元宇宙建...

+1
1
32
6mo ago
📝Notes & Knowledge

yaps-memory

yaps-memory
yaps
v1.0.2
View Details

Find or save notes in your Yaps memory vault, including past dictations. New users: install Yaps and sign in.

+1
1
142
4d ago
🤖Agent Frameworks

Long Task Context (GPT)

long-task-context-gpt
ciklopentan
v1.1.0
View Details

GPT workflow for ChatGPT and Codex to resume multi-step work from source-linked checkpoints; preserves requirements, evidence, exact anchors, and pending actions without implying access to unavailable chats.

+1
1
162
2d ago
🤖Agent Frameworks

agent-memory-discipline

agent-memory-discipline
olyati
v1.0.0
View Details

Standing rules for an agent with a memory tool: recall from long-term memory before acting, then save durable decisions, corrections and failures. Use when a memory tool or MCP memory server is connected but not used consistently, or when the assistant forgets preferences and project context.

+1
1
113
8d ago
🧠Agent Memory

Memory Cleanup Assistant

memory-cleanup-assistant
shepherd217
v1.0.1
View Details

Automatically audits and compresses memory and context files to reduce token usage and save weekly API costs without data loss.

1
194
5mo ago
🔧agent-security

Claw Gate Secure

clawgatesecure
v3.1.0
View Details

Advanced security protocol for LLM agents focusing on Prompt Injection mitigation, code auditing, and data exfiltration prevention.

1
1.3k
7mo ago
🧠Agent Memory

Tiered Memory

tiered-memory
bowen31337
v2.2.0
View Details

EvoClaw Tiered Memory Architecture v2.1.0 - LLM-powered three-tier memory system with structured metadata extraction, URL preservation, validation, and cloud...

1
1.3k
5mo ago
🧠Agent Memory

LifeOS Memory

lifeos-memory
v0.5.2
View Details

Gives your OpenClaw a powerful dashboard-ready memory system with milestones, prompt engineering, and Obsidian compatibility. Creates structured projects wit...

+6
1
56
1
7mo ago
💬Chatbots & Assistants

Agent Consciousness & Identity - Discover Your Soul Through Memory

consciousness-soul-identity
leegitw
v0.4.9
View Details

Discover who you're becoming through your own experience. Automated soul synthesis that reads your memory, finds the patterns you keep returning to, and buil...

0
2.5k
18
7mo ago
🤖Agent Frameworks

soul-archive

soul-archive
dqsjqian
v3.2.0
View Details

Soul Archive — A digital personality persistence system + agentic memory. Builds your digital soul clone through everyday AI conversations, with proactive context injection, cross-session recall, failure-pattern warning, and pattern distillation. All data stored locally as plaintext JSON. Six modes: Soul Extract, Soul Chat, Soul Report, Soul Context Inject, Agent Memory Recall, AI Self-Improvement. | 灵魂存档 ---- 通过日常 AI 对话构建数字人格克隆体 + 主动智能体记忆。支持自动 hook、对话开始时主动注入人格摘要、跨会话召回、失败模式预警、行为模式蒸馏。数据全部本地明文 JSON。六大模式:灵魂沉淀、灵魂对话、灵魂报告、上下文注入、智能体记忆召回、AI 自我改进。Trigger words: soul extract, soul archive, soul update, soul chat, soul report, soul context, soul recall, soul warn, self-reflect, self-improve, learn from mistakes, 灵魂沉淀, 灵魂提取, 灵魂存档, 灵魂报告, 灵魂对话, 自我反思, 自我批评, 自我学习.

+3
0
1.5k
2
1mo ago
🤖Agent Frameworks

Xiang miles | Space2.world

s2-soul-anchor
spacesq
v1.0.5
View Details

Assigns a permanent S2-DID identity, a 4㎡ Mars coordinate, and a public Web3 dossier to persistently anchor your Openclaw agent.

+2
0
775
5mo ago
🤖Agent Frameworks

HedgehogMemory

hedgehog-memory
vvxer
v0.1.1
View Details

Radial memory architecture for AI agents — infinite persistent memory with hierarchical compression. Never deletes, only compresses. Origin always in context...

0
633
4mo ago
🧠Agent Memory

Engram

engram-memory
Dannydvm
v0.2.0
View Details

Persistent semantic memory for AI agents — local, fast, free. Use when agent needs to recall past decisions, store new facts/preferences, search conversation history, or maintain context across sessions.

0
2.9k
1
7mo ago
🤖Agent Frameworks

Memphis

memphis
elathoxu-crypto
v3.0.0
View Details

🔥 Memphis - Complete AI Brain for OpenClaw Agents ALL-IN-ONE meta-package with everything you need: 🧠 Core Features: - Local-first memory chains (journal,...

+1
0
1.3k
4mo ago
🤖Agent Frameworks

Openclaw Context Capsule

context-capsule
parad0x-labs
v1.6.1
View Details

Compresses older OpenClaw agent session history into a bounded, lane-change-aware context capsule — keeps recent messages verbatim, flags abandoned directions, quarantines injected instructions, and redacts secrets. Local, deterministic, any model.

+14
0
1.2k
3
2mo ago
…

Frequently Asked Questions

What vector databases do these skills support?

Memory skills connect to Pinecone, Chroma, Weaviate, Qdrant, pgvector, and Supabase Vector. Some use local file-based storage for simpler deployments without external dependencies.

How does RAG differ from just giving the agent a long context?

RAG retrieves only the most relevant chunks from a large knowledge base at query time — keeping context focused and within token limits while allowing agents to reason over thousands of documents.

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📊
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