智能体记忆

让智能体持续学习的长期记忆。

红海 · 数据分类

智能体记忆：近期回调，仍高于去年同期

“ai agent memory”的搜索关注度回落。当前审核范围内有 12 个同类开源项目。近期搜索关注度回调，水平仍高于去年同期。结合用户访谈与产品使用情况，进一步验证需求。

报告日期 2026-10-15 · 方法版本 2.0.0 · 中证据置信度

实际测量的搜索词: ai agent memory · 最近 8 个完整周与此前 8 周对比

在公开的 GitHub 检索范围内，匹配到 2609 个活跃项目。
关键词“ai agent memory”有 91 个完整周，其中 1% 的周数据被报告为零。

开源竞争程度: ≥67 / 100 · 竞争已有规模
同类开源项目: 12
判断依据: 近期多窗口趋势
匹配的活跃 GitHub 项目: 2,609
搜索热度增速: -46% · 最近 8 个完整周与此前 8 周对比
关键词与地区: ai agent memory · 全球
完整周观测数: 91

判断依据

近期搜索关注度回落，水平仍高于去年同期。两个时间尺度可共同参考。
相邻两个 8 周窗口的搜索热度中位数下降 46%。
当前检索范围内匹配到 2,609 个活跃仓库。可结合具体产品与用户场景继续研究。
4 周搜索变化：7%；13 周变化：-71%。这两个周期用于核对 8 周比较的方向。
项目角色：直接替代 12 个、周边项目 0 个、资源资料 5 个、待核对 83 个。
竞争压力：67–100/100；独立替代项目 26 分、成熟替代项目 25 分、头部项目实力 16 分。

原始证据

GitHub 仓库搜索 · topic:agent-memory fork:false archived:false stars:>=1 pushed:>=2025-10-15

采集于 2026-10-15T05:45:57.667Z

Google Trends 搜索热度 · 采集于 2026-10-15T05:45:57.667Z

主要仓库

仓库	Star 数	简介
666ghj/MiroFish	79,281	A Simple and Universal Swarm Intelligence Engine, Predicting Anything. 简洁通用的群体智能引擎，预测万物
bojieli/ai-agent-book	54,288	《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
pingcap/tidb	40,642	TiDB is built for agentic workloads that grow unpredictably, with ACID guarantees and native support for transactions, analytics, and vector search. No data silos. No noisy neighbors. No infrastructure ceiling.
volcengine/OpenViking	39,949	Self-evolving Context Database for AI Agents. Unify Agent Memory, Knowledge RAG and Skills.
topoteretes/cognee	32,312	Cognee is the open-source AI memory platform for agents. Give your AI agents persistent long-term memory with small models for free
supermemoryai/supermemory	31,229	Memory and context engine + app that is extremely fast, scalable, and can be run fully locally. The Memory API for the AI era.
dolthub/dolt	24,640	Dolt – Git for Data
MemoriLabs/Memori	17,147	Memori is agent-native memory infrastructure. A LLM-agnostic layer that turns agent execution and conversation into structured, persistent state for production systems. Built for enterprise, Memori works with the data infrastructure you already run, no rip-and-replace, and deploys across managed cloud, single-tenant cloud, VPC, and on-premises.
NevaMind-AI/memU	14,546	Personal memory across agents
semantica-agi/semantica	14,044	Graph-Native Infrastructure for Context and Accountable AI Systems

结果的适用范围

Google Trends 衡量相对搜索关注度。客户、收入和付费意愿可通过直接研究验证。
供给统计覆盖当前 GitHub 查询匹配的活跃仓库。进一步的竞争研究可结合其他仓库与商业产品。
仓库密度与搜索关注度提供互补线索。结合用户与产品证据，可进一步判断竞争与需求。
竞争压力是已观察开源替代项目的研究指标。Star 与 Fork 反映开发者关注和代码复用；实际用户采用和商业产品需进一步研究。
展示项目为按 Star 排序的样本，竞争压力代表下限；扩展覆盖可进一步完善判断。
部分项目角色待进一步核对，压力区间已计入其可能影响。

搜索热度衡量关注度，客户需求通过用户研究验证；分类门槛为公开经验规则，并持续接受实证校准。

社区需求解读

[Feature]: Add Kilo Code memory integration (ported from opencode-plugin)

讨论中

Issue Origin Observed or reproduced in a real environment Problem Statement OpenViking's harness support matrix currently covers claude-code, codex/trae-cli, cursor, trae/trae-cn, zcode, opencode, dsh, pi, openclaw, and hermes (see docs/en/agent-integrati

volcengine/OpenViking · 发布: 2026-09-19 · 更新: 2026-09-21 · 采集: 2026-10-15

[Feature]: dsh-memory-plugin — session filter to skip capture/recall for subagent & derived sessions

讨论中

Problem This plugin hooks every session unconditionally (inject = ["agents", "sessions", "tools"]): - agent/session-start → injectStartupProfile injects the OpenViking profile into subagent sessions too (subagent / subagentfork / workflow children, AgentTea

volcengine/OpenViking · 发布: 2026-08-20 · 更新: 2026-10-15 · 采集: 2026-10-15

[Feature]: Refactor VectorDB storage abstraction to support self-hosted external backends such as PostgreSQL + pgvector

讨论中

Problem Statement - OpenViking's current openviking/storage/vectordb and openviking/storage/vectordbadapters layers are still tightly coupled to the existing collection runtime and index lifecycle. - This makes it difficult to integrate with self-hosted exte

volcengine/OpenViking · 发布: 2026-06-01 · 更新: 2026-07-18 · 采集: 2026-10-15

feat(hermes-plugin): allow capture and explicit tools without automatic recall

讨论中

Issue Origin Observed or reproduced in a real environment The missing control was identified by inspecting the Hermes plugin and reproduced locally through Hermes's external-provider discovery in temporary profile homes. With autorecall: false in YAML or OP

volcengine/OpenViking · 发布: 2026-10-14 · 更新: 2026-10-15 · 采集: 2026-10-15

[Feature]: Add official Qwen Code host adapter to agent-hook-plugin (hosts/qwen)

讨论中

Issue Origin Observed or reproduced in a real environment Problem Statement agent-hook-plugin currently ships official adapters and one-line installers for several hosts (Cursor, Kimi Code, Trae, ZCode, DSH, ...), but not for Qwen Code (https://github.com

volcengine/OpenViking · 发布: 2026-10-15 · 更新: 2026-10-15 · 采集: 2026-10-15

[Feature]: zcode plugin — capture subagent work products into memory (opt-in)

讨论中

Issue Origin: Observed or reproduced in a real environment Feature Area: Session Management Problem Statement Work performed by ZCode subagents never reaches OpenViking memory. The ZCode adapter captures a session at Stop by parsing the rollout file (hosts

volcengine/OpenViking · 发布: 2026-10-14 · 更新: 2026-10-15 · 采集: 2026-10-15

deja recall is missing from zsh completion, and Tab offers it search flags it refuses

讨论中

deja recall takes --project, --harness and --limit (cmd/deja/recallcli.go:16). No shell has a case for it, so it falls through to the search flags, and zsh does not offer the command at all: its command list is hand-written and recall was never added. $ deja

vshulcz/deja-vu · 发布: 2026-10-14 · 更新: 2026-10-14 · 采集: 2026-10-15

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