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Describe what you need. We answer with the repositories developers are actually choosing for it right now, ranked by adoption and momentum. The present-tense pick a trained model cannot make.

best agentic memory systemvector database for ragtui frameworkllm observabilityweb framework in rustself-hosted analytics

top matches for "best agentic memory system" · catalog of 2026-10-29

  1. 01affaan-m/ECCJavaScriptThe agent harness performance optimization system. Skills, instincts, memory, security, and research-first development for Claude Code, Codex, Opencode, Cursor 292K ★▲ 865/day
  2. 02thedotmack/claude-memTypeScriptPersistent Context Across Sessions for Every Agent – Captures everything your agent does during sessions, compresses it with AI, and injects relevant context b104K ★▲ 273/day
  3. 03mem0ai/mem0PythonThe Memory Layer for AI Agents - Drop-in memory infrastructure for AI agents and apps. Context that persists. Built for production.68K ★▲ 58/day
  4. 04MemPalace/mempalacePythonThe best-benchmarked open-source AI memory system. And it's free.60K ★▲ 12/day
  5. 05NousResearch/hermes-agentPythonThe agent that grows with you258K ★▲ 318/day
  6. 06666ghj/MiroFishPythonA Simple and Universal Swarm Intelligence Engine, Predicting Anything. 简洁通用的群体智能引擎，预测万物83K ★▲ 211/day
  7. 07bytedance/deer-flowPythonAn open-source long-horizon SuperAgent harness that researches, codes, and creates. With the help of sandboxes, memories, tools, skill, subagents and message ga85K ★▲ 49/day
  8. 08HKUDS/nanobotPythonUltra-lightweight, open-source, self-hosted personal AI agent framework in Python with WebUI, tools, memory, MCP, multi-agent workflows, automation, and chat ap50K ★▲ 49/day
  9. 09zhayujie/CowAgentPythonOpen-source personal AI assistant & Agent Harness. Plans tasks, runs tools and skills, self-evolves with memory and knowledge. Multi-agent, multi-model, multi-c48K ★▲ 22/day
  10. 10vectorize-io/hindsightPythonHindsight: Agent Memory That Learns56K ★▲ 461/day
  11. 11bojieli/ai-agent-bookPython《深入理解 AI Agent：设计原理与工程实践》（李博杰 著）开源主仓库：全书正文、编译版 PDF 与按章配套代码56K ★▲ 155/day
  12. 12xerj-org/xerjRustAI search engine and MCP server for bots and agents. One Rust binary indexes code, docs, logs, JSONL/CSV and PDFs for BM25 full-text, vector and hybrid search, 17K ★▲ 181/day
  13. 13volcengine/OpenVikingPythonSelf-evolving Context Database for AI Agents. Unify Agent Memory, Knowledge RAG and Skills.41K ★▲ 76/day
  14. 14topoteretes/cogneePythonCognee is the open-source AI memory platform for agents. Give your AI agents persistent long-term memory with small models for free33K ★▲ 30/day
  15. 15pingcap/tidbGoTiDB is built for agentic workloads that grow unpredictably, with ACID guarantees and native support for transactions, analytics, and vector search. No data sil41K ★▲ 2/day
  16. 16TencentCloud/TencentDB-Agent-MemoryTypeScriptTencentDB Agent Memory is a team-level memory hub for AI Agents — turning conversations, docs, and code into four reusable memory assets (Chat Memory, Skill, LL30K ★▲ 28/day
  17. 17supermemoryai/supermemoryTypeScriptMemory and context engine + app that is extremely fast, scalable, and can be run fully locally. The Memory API for the AI era.31K ★▲ 11/day
  18. 18humanlayer/12-factor-agentsTypeScriptWhat are the principles we can use to build LLM-powered software that is actually good enough to put in the hands of production customers?27K ★▲ 9/day
  19. 19screenpipe/screenpipeRustYC (S26) | Open Computer History | Continuously record your company computer work, map your workflows, help you find work worth automating, and power your agent22K ★▲ 30/day
  20. 20dolthub/doltGoDolt – Git for Data25K ★▲ 8/day
  21. 21xming521/WeClonePythonBuild a portrait of your life. Assistants that know you. Clones that talk like you.18K ★▲ 3/day
  22. 22MemoriLabs/MemoriPythonMemori is agent-native memory infrastructure. A LLM-agnostic layer that turns agent execution and conversation into structured, persistent state for production 17K ★▲ 1/day
  23. 23DeusData/codebase-memory-mcpCLocal code intelligence for developers and AI agents. Connect code, docs and infrastructure in a persistent graph, with CBM Lens, MCP tools, agent integrations 48K ★▲ 87/day
  24. 24rohitg00/agentmemoryTypeScript#1 Persistent memory for AI coding agents based on real-world benchmarks30K ★▲ 23/day
  25. 25gastownhall/beadsGoBeads - A memory upgrade for your coding agent28K ★▲ 20/day