- 新增 memory-prompt 与 generation-ref 两类存储，覆盖更多记忆数据结构
- 一键入口 ./start-all-mongo.sh 会把 STOREMODE 持久化写入 .env，后续启动
- 修复索引冲突场景的自愈能力，重复的默认/抽取记录不再导致启动报错
- OpenCode 新增官方 Memory adapter 配置包（含 opencode.json 与接入文档），按说明配置即可接入，无需编写插件代码
- OpenCode 支持 2.0 的 v2 provider 配置结构，新版客户端可直接复用官方 opencode.v2.json
- DeepSeek Harness 新增 dsh 桌面端适配，配置方式可参考 ./agents/dsh/README.md 中 1.6 的部分
TencentDB-Agent-Memory by Tencent Cloud
TencentDB Agent Memory is a team-level memory hub for AI Agents — turning conversations, docs, and code into four reusable memory assets (Chat Memory, Skill, LLM-Wiki, Code-Graph) that are governed, shared, and equipped across agents and frameworks.
Recently added on Oct 13, 2026. The description, category and pricing were filled in from public metadata and have not been checked by an editor yet.
Price
—
not verified yet
Popularity
#27 in Agent tooling
Gid Score 42 / 100 · #27 of 63 ranked agent tools
Trend
Gaining stars fast
about +213 GitHub stars a day
Development
Updated recently
latest 2.0.2, 12d ago
Community
29.7K GitHub stars
public signals
Usage data: latest readings Oct 20, 2026, last checked Oct 20, 06:30 UTC. Date of each number
What TencentDB-Agent-Memory does
Key facts
| Maker | Tencent Cloud |
|---|---|
| First released | April 2026 |
| License | — |
| Main language | TypeScript |
| Open issues and PRs | 776 |
Pricing
We have not verified pricing for TencentDB-Agent-Memory yet.
Quick answers
- Free to start?Unknown
- Open source?No
- Closest alternativeOpenShell · all alternatives
TencentDB-Agent-Memory alternatives
Best TencentDB-Agent-Memory alternatives compared · All agent tooling for cost, context and memory
| # | Agent | Gid Score | Downloads 7d | 7d | 30d | Stars | Latest release | Price | |||
|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 |
OpenShellNVIDIA |
77 | 118K | up 11.1% | up 351.6% | 16.7K+108/day | 0.1.48d ago | Free (OSS) | |||
| 2 |
|
72 | 23M | up 5.6% | — | 61.6K+80/day | 1.104.4yesterday | Free (OSS) | |||
| 3 |
NVIDIA NemoClawNVIDIA |
69 | — | — | — | 22.8K+9/day | — | Free (OSS) | |||
| 4 |
|
64 | 9.5M | down 17.1% | up 17.7% | 36.1K+49/day | 4.64.02d ago | Free + $29/mo | |||
| 5 |
|
64 | 2M | down 19.8% | up 0.3% | 193K+343/day | 2.11.04mo ago | Free + $16/mo | |||
| 6 |
|
60 | 3.2M | down 14.5% | up 21.9% | 14.5K+22/day | 2.11.08d ago | Free + $150/mo | |||
| No agents match that filter. | |||||||||||
Ratings from people who use TencentDB-Agent-Memory
No ratings yet. Used TencentDB-Agent-Memory? Rate it and say what it is good and bad at.
TencentDB-Agent-Memory news
-
TencentDB-Agent-Memory gained 1,598 GitHub stars in a week
Now at 29.4K stars, against about 407 a week over the month before.
-
10 agents added to AgentGid
Browser Harness, Vane, TencentDB-Agent-Memory, Distilly, Codex With Chatgpt, Siyuan, Planning With Files, AionUi, PageIndex, Anatomy
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TencentDB-Agent-Memory 2.0.2 released
新增 memory-prompt 与 generation-ref 两类存储，覆盖更多记忆数据结构; 一键入口 ./start-all-mongo.sh 会把 STOREMODE 持久化写入 .env，后续启动; 修复索引冲突场景的自愈能力，重复的默认/抽取记录不再导致启动报错
What changed: recent TencentDB-Agent-Memory releases
3 stable releases in the last 90 days · Full changelog
- 新增 OpenCode 客户端接入
- 新增 DeepSeek Harness (dsh) 接入 —— DeepSeek 官方 agent harness 的
- 新增 Codex CLI 接入
- 新增 WorkBuddy 客户端接入，开箱即用
- 多款客户端的首次引导与重置体验保持一致，切换更顺畅
- 会话中途一键重置绑定（换团队 / 换 Agent / 换任务）
Earlier releases
- Chat Memory — 从对话中逐层提取 L0 原始记录 → L1 事实 → L2 场景 → L3
- Skill — 从跑通的任务里提炼可复用 SOP，附版本 / 资源文件 / 触发边界 /
- Wiki — 把文档变成结构化页面 + 链接图谱（灵感来自 Karpathy 的 LLM 知识库
- CodeGraph — 索引仓库的符号 / 文件 / 调用关系 / 影响路径，Agent 改代码
- 建 Team / Agent，把资产按 Owner / 版本 / 状态 / 可见性统一管理
- 三级可见性：private / team / restricted（User / Role / Agent ACL），
- Gateway local L2 定时器未走场景提取 (#227)：本地 timer 扫描将 L2 schedule 错路由到非 scene extraction 任务类型，导致 L2 场景提取定时触发失效。抽出 timer-routing.ts，按 timer member 前缀正确映射 offload-l1 / offload-l15 / offload-l2 与 L1 / L2 /…
- 升级 cos-nodejs-sdk-v5 至 3.0.0：旧版 COS SDK 存在安全风险，升级从而修复该问题。
- 客户端/服务端架构拆分：记忆引擎从 OpenClaw 嵌入式插件拆分为独立 Gateway 服务进程，部署方式与接入方式发生变化。
- 配置结构变更：插件配置结构扁平化重构，原 gateway 字段迁移为 server 嵌套。
- 插件入口模式变更：支持 local（进程内本地运行，默认）和 client（连接外部 Memory Gateway）两种接入模式。
- 完整 v2 API：14 条标准路由覆盖记忆 CRUD、原子更新、场景索引、管线状态查询等全部操作。
- 管线状态查询（/v2/pipeline/status）：实时获取 L1/L2/L3 各阶段运行状态与进度。
- 实例生命周期管理（/v2/instance/destroy）：支持外部系统主动创建/销毁记忆实例。
- Recall 上下文预算控制 (#71 / #70)：新增 recall.maxCharsPerMemory 与 recall.maxTotalRecallChars 配置，按分数顺序裁剪超长条目并丢弃溢出部分，避免长会话因记忆膨胀挤占上下文。
- L1 / L2 / L3 提示词按用户输入语言自适应 (#38)：l1-extraction、l1-dedup、scene-extraction、persona-generation 四个 prompt 的自由文本字段现在跟随用户消息语言书写，无需配置 locale。
- Embedding sendDimensions 可选关闭：新增 embedding.sendDimensions 配置项，设为 false 时省略请求体中的 dimensions 字段，可对接 BGE-M3 等固定维度模型。
- Gateway 可选 Bearer 鉴权 + CORS 白名单：新增 server.apiKey / TDAIGATEWAYAPIKEY 与 server.corsOrigins / TDAICORSORIGINS，启用后非 /health 路由需携带 Bearer token，constant-time 比较防时序攻击。Hermes Python 客户端同步支持…
- Offload collect 模式：新增 offload.mode: "collect"，仅执行数据采集而不触发 L3 压缩，适用于纯数据积累或调试场景。
- L2 LLM 失败导致 sceneblocks/ 被清空 (#88)：LLM 抛错时自动从最新备份恢复 sceneblocks/，fail-soft 设计。
TencentDB-Agent-Memory popularity and usage data
The GitHub repository has 29.7K stars, 2,796 of them added in the last 30 days. The latest stable release is 2.0.2, published Oct 9, 2026; there were 1 stable releases in the past 30 days.
Download the raw daily series: tencentdb-agent-memory.csv
Gid Score breakdown
Adoption—
Community61
Attention—
Momentum55
Each component is scored 0 to 100 from public signals; a dash means no data for it. Methodology.
How fresh these numbers are
| Number | Latest reading | Last checked |
|---|---|---|
| GitHub stars | Oct 20, 2026 | Oct 20, 06:30 UTC |
We fetch every source once a day. Registries publish downloads and page views a day or two late, so their latest reading trails the check. A reading more than 4 days old is marked out of date; the Gid Score still uses it until a newer one arrives.
TencentDB-Agent-Memory FAQ
Is TencentDB-Agent-Memory open source?
No. TencentDB-Agent-Memory is a proprietary product from Tencent Cloud.
How popular is TencentDB-Agent-Memory?
The GitHub repository has 29.7K stars, 2,796 of them added in the last 30 days. The latest stable release is 2.0.2, published Oct 9, 2026; there were 1 stable releases in the past 30 days.
What is the latest version of TencentDB-Agent-Memory?
The latest stable release we track is 2.0.2, published on Oct 9, 2026.
What are the alternatives to TencentDB-Agent-Memory?
The closest alternatives in the same category by Gid Score are OpenShell, LiteLLM, NVIDIA NemoClaw, Langfuse.
For the makers of TencentDB-Agent-Memory badges, corrections
Add a live badge to your README or site:
[](https://agentgid.com/agents/tencentdb-agent-memory/)[](https://agentgid.com/agents/tencentdb-agent-memory/)Something wrong or outdated on this page? Send a correction with a link to the official source. More for makers.
Where these numbers come from
GitHub: tencentcloud/tencentdb-agent-memory. See data sources for how each one is collected.
Product facts and pricing were checked against: tencentcloud.github.io, github.com.