TencentCloud/TencentDB-Agent-Memory

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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.

Stars: 27k
Forks: 2.6k
Open beginner issues: 10
Indexed issues: 245
Avg merge: 4d 18h
Merged PRs (30d): 23

Dominant language: TypeScript
License: No license data
Last GitHub push: Sep 18, 2026
Latest indexed: Sep 20, 2026
Contributing guide: Contributing guide
Code of conduct: No code of conduct
Beginner labels: good first issue

Beginner friendly Everything

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245 open issues indexed

[Feature] 能否支持团队自定义访问模型地址和模型名称，而不是只能在env统一设置 Open

enhancement

Difficulty 4/5 3-5 days Newbie friendliness 48/100

TencentCloud/TencentDB-Agent-Memory#1462 · Opened Sep 20, 2026
[Question] 能否增加团队成员模型自主切换 Open

question

Difficulty 5/5 Over a week Newbie friendliness 35/100

TencentCloud/TencentDB-Agent-Memory#1461 · Opened Sep 20, 2026
[Bug] DELETE /v1/memories returns 200 on store failure — deleteL1 conflates not-found with error Open

Difficulty 4/5 3-5 days Newbie friendliness 52/100

TencentCloud/TencentDB-Agent-Memory#1434 · 1 comment · Opened Sep 19, 2026
[Bug] StorePool.getStore() caches a store whose init() failed and never retries it — a transient DB outage at first contact permanently degrades the instance Open

Difficulty 3/5 1-2 days Newbie friendliness 68/100

TencentCloud/TencentDB-Agent-Memory#1433 · 1 comment · Opened Sep 19, 2026
[Bug] /health reports status=ok while the store is degraded — captures, L1 writes and search silently no-op Open

Difficulty 3/5 1-2 days Newbie friendliness 74/100

TencentCloud/TencentDB-Agent-Memory#1432 · 2 comments · Opened Sep 19, 2026
[Bug] Pi sessions are missing from Skill and Memory Bridge L1 prefix fallback Open

Difficulty 3/5 1-2 days Newbie friendliness 75/100

TencentCloud/TencentDB-Agent-Memory#1424 · 1 comment · Opened Sep 18, 2026
Pi provider sends developer role to strict OpenAI-compatible upstreams Open

bug

Difficulty 2/5 1-3 hours Newbie friendliness 78/100

TencentCloud/TencentDB-Agent-Memory#1422 · 1 comment · Opened Sep 18, 2026
[Bug] Pi profile splits sections inside nested XML blocks — memory block injected twice Open

Difficulty 3/5 1-2 days Newbie friendliness 78/100

TencentCloud/TencentDB-Agent-Memory#1411 · 4 comments · Opened Sep 17, 2026
[Feature] No way to control reasoning/thinking in the standalone LLM path (truncated responses become empty extractions) Open

Difficulty 3/5 1-2 days Newbie friendliness 72/100

TencentCloud/TencentDB-Agent-Memory#1403 · 1 comment · Opened Sep 17, 2026
[Bug] L1 extraction can attribute a third party's name to the user (no name-source rule in the prompt) Open

Difficulty 2/5 1-3 hours Newbie friendliness 84/100

TencentCloud/TencentDB-Agent-Memory#1402 · 1 comment · Opened Sep 17, 2026
[Feature] Per-layer (L1/L2/L3) model overrides and multi-provider LLM config for standalone mode Open

Difficulty 5/5 Over a week Newbie friendliness 48/100

TencentCloud/TencentDB-Agent-Memory#1396 · 1 comment · Opened Sep 17, 2026
[Bug] L1 extraction failures advance the L0→L1 cursor and silently drop conversations Open

Difficulty 4/5 3-5 days Newbie friendliness 72/100

TencentCloud/TencentDB-Agent-Memory#1395 · 3 comments · Opened Sep 17, 2026
[shepherding] Pi five-role skill capture pipeline + `/tdai-memory-sync-skills` Open

enhancement

Difficulty 4/5 3-5 days Newbie friendliness 48/100

TencentCloud/TencentDB-Agent-Memory#1394 · 2 comments · Opened Sep 17, 2026
[shepherding] `/tdai-memory-forget` — interactive redacted-preview memory deletion Open

enhancement

TencentCloud/TencentDB-Agent-Memory#1393 · 2 comments · 1 assignee · Opened Sep 17, 2026
[shepherding] Pi `/tree` branch isolation via `tdai-memory/branch@1` marker Open

enhancement

Difficulty 4/5 3-5 days Newbie friendliness 55/100

TencentCloud/TencentDB-Agent-Memory#1392 · 1 comment · Opened Sep 17, 2026
[shepherding] Durable outbox for Pi adapter: atomic leases + at-least-once + dead-letter isolation Open

enhancement

Difficulty 5/5 Over a week Newbie friendliness 42/100

TencentCloud/TencentDB-Agent-Memory#1391 · 4 comments · Opened Sep 17, 2026
[Bug][Hermes] README's MEMORY_TENCENTDB_LLM_* vars never reach the Gateway — L1 extraction fails silently while health stays green Open

Difficulty 4/5 3-5 days Newbie friendliness 68/100

TencentCloud/TencentDB-Agent-Memory#1386 · 4 comments · Opened Sep 17, 2026
[Bug] With embedding disabled, recall degrades silently for CJK: short Chinese queries return 0 hits ("No usable FTS tokens from query") Open

Difficulty 4/5 3-5 days Newbie friendliness 48/100

TencentCloud/TencentDB-Agent-Memory#1382 · 2 comments · Opened Sep 16, 2026
[Bug] Windows: plugin-managed Gateway survives session exit (node.exe keeps port 8420, supervisor.py uses os.killpg) Open

Difficulty 4/5 3-5 days Newbie friendliness 65/100

TencentCloud/TencentDB-Agent-Memory#1381 · 1 comment · Opened Sep 16, 2026
[Bug] Hermes plugin: memory_tencentdb_conversation_search always returns "No conversations found" (data.items vs data.messages) Open

Difficulty 2/5 1-3 hours Newbie friendliness 88/100

TencentCloud/TencentDB-Agent-Memory#1380 · 1 comment · Opened Sep 16, 2026
[特点]为 Skill 沉淀增加任务派生测试集与离线评测流水线 Open

enhancement

Difficulty 5/5 Over a week Newbie friendliness 32/100

TencentCloud/TencentDB-Agent-Memory#1379 · 1 comment · Opened Sep 16, 2026
[Bug] dsh PTC 模式下记忆注入被永久跳过：body.tools 只有 run_code，headless 判定误判 Open

Difficulty 4/5 3-5 days Newbie friendliness 68/100

TencentCloud/TencentDB-Agent-Memory#1377 · 4 comments · Opened Sep 15, 2026
[Bug] 这个使用在腾讯云轻量服务器的openclaw上有问题 Open

bug

Difficulty 4/5 3-5 days Newbie friendliness 28/100

TencentCloud/TencentDB-Agent-Memory#1370 · 1 comment · Opened Sep 14, 2026
sqlite 后端 skill search 的 hybrid/embedding 模式声明有效但实现缺席 Open

Difficulty 4/5 3-5 days Newbie friendliness 35/100

TencentCloud/TencentDB-Agent-Memory#1363 · 1 comment · Opened Sep 13, 2026
[Feature] 支持在 Memory Hub 中修改 Wiki 知识库名称 Open

Difficulty 4/5 3-5 days Newbie friendliness 68/100

TencentCloud/TencentDB-Agent-Memory#1362 · 1 comment · Opened Sep 13, 2026
[Feature] First-class Memory MCP/Adapter for subscription/OAuth coding agents without model rerouting Open

enhancement

Difficulty 5/5 Over a week Newbie friendliness 35/100

TencentCloud/TencentDB-Agent-Memory#1352 · 1 comment · Opened Sep 11, 2026
[Feature] Per-task model and reasoning effort for the standalone memory pipeline Open

Difficulty 4/5 3-5 days Newbie friendliness 55/100

TencentCloud/TencentDB-Agent-Memory#1350 · 1 comment · Opened Sep 11, 2026
[Bug] store-pool.ts drops sendDimensions when building the embedding service — all embeddings fail silently and retrieval degrades to keyword-only Open

Difficulty 2/5 1-3 hours Newbie friendliness 82/100

TencentCloud/TencentDB-Agent-Memory#1343 · 1 comment · Opened Sep 11, 2026
[Docs] Codex integration silently requires an upstream that implements the Responses API; MemoryProxy forwards /v1/responses without translation Open

Difficulty 1/5 Under an hour Newbie friendliness 88/100

TencentCloud/TencentDB-Agent-Memory#1342 · 3 comments · Opened Sep 11, 2026
[Bug] MemoryProxy cannot authenticate against a gateway-protected MemoryCore: verifyUserKey() sends no Authorization header and auth config has no field for one Open

Difficulty 2/5 1-3 hours Newbie friendliness 78/100

TencentCloud/TencentDB-Agent-Memory#1341 · 2 comments · Opened Sep 11, 2026
Per-agent memory scoping for persona and scene blocks Open

Difficulty 4/5 3-5 days Newbie friendliness 45/100

TencentCloud/TencentDB-Agent-Memory#1340 · 1 comment · Opened Sep 11, 2026
[Feature] Support renaming a wiki asset (POST /v3/wiki/update-meta) Open

Difficulty 4/5 3-5 days Newbie friendliness 45/100

TencentCloud/TencentDB-Agent-Memory#1322 · 1 comment · Opened Sep 10, 2026
[Bug] 移除成员/删除用户后其 Agent 成为孤儿，任何角色（含 admin）均无法删除 Open

bug good first issue 线下活动专属

Difficulty 4/5 3-5 days Newbie friendliness 48/100

TencentCloud/TencentDB-Agent-Memory#1321 · 10 comments · Opened Sep 10, 2026
[Bug] L1 dedup omits new-memory source timestamps and accepts unvalidated `merged_timestamps` Open

Difficulty 4/5 3-5 days Newbie friendliness 56/100

TencentCloud/TencentDB-Agent-Memory#1318 · 2 comments · Opened Sep 9, 2026
L2/L3 tool-loop fails with 400 "Bad input" on Cloudflare Workers AI (and other strict OpenAI-compatible endpoints) Open

Difficulty 4/5 3-5 days Newbie friendliness 55/100

TencentCloud/TencentDB-Agent-Memory#1313 · 1 comment · Opened Sep 9, 2026
[Bug] 启动脚本的 Bash 兼容性问题 Open

bug

Difficulty 1/5 Under an hour Newbie friendliness 92/100

TencentCloud/TencentDB-Agent-Memory#1306 · 1 comment · Opened Sep 9, 2026
[Feature] Record resolved Skill content access in Proxy tool_call_logs Open

Difficulty 4/5 3-5 days Newbie friendliness 58/100

TencentCloud/TencentDB-Agent-Memory#1304 · 1 comment · Opened Sep 9, 2026
[Question] Codex 接入 Memory Proxy 后在第二个会话初始化问题上报错：reasoning_text must be passed back（DeepSeek 思考模型） Open

question

Difficulty 4/5 3-5 days Newbie friendliness 48/100

TencentCloud/TencentDB-Agent-Memory#1303 · 2 comments · Opened Sep 9, 2026
[Feature] docs: 为 TencentDB-Agent-Memory 补充完整的项目文档手册 Open

enhancement

Difficulty 5/5 Over a week Newbie friendliness 35/100

TencentCloud/TencentDB-Agent-Memory#1302 · 1 comment · Opened Sep 9, 2026
[Question] 可复现 Memory Evals 的后续规划与社区参与（跟进 #106 / #812） Open

Difficulty 5/5 Over a week Newbie friendliness 30/100

TencentCloud/TencentDB-Agent-Memory#1298 · 2 comments · Opened Sep 8, 2026
recall.scoreThreshold applied across incommensurable score scales (BM25/cosine 0-1 vs RRF ~0.03) Open

Difficulty 4/5 3-5 days Newbie friendliness 45/100

TencentCloud/TencentDB-Agent-Memory#1296 · 2 comments · Opened Sep 8, 2026
L1 recall: two divergent hybrid-search implementations; searchHybrid ignores scoreThreshold (dead param) Open

Difficulty 4/5 3-5 days Newbie friendliness 48/100

TencentCloud/TencentDB-Agent-Memory#1295 · 1 comment · Opened Sep 8, 2026
[Bug] L0 conversation only records user messages — assistant messages skipped during tool-call sessions Open

Difficulty 4/5 3-5 days Newbie friendliness 52/100

TencentCloud/TencentDB-Agent-Memory#1289 · 7 comments · Opened Sep 8, 2026
[Question] Wiki created via API fails to load details Open

question

Difficulty 4/5 3-5 days Newbie friendliness 45/100

TencentCloud/TencentDB-Agent-Memory#1288 · 3 comments · Opened Sep 8, 2026
feat(MemoryProxy): add native OpenAI-compatible /v1/models endpoint Open

Difficulty 3/5 1-2 days Newbie friendliness 72/100

TencentCloud/TencentDB-Agent-Memory#1287 · 1 comment · Opened Sep 8, 2026
[Question] 求最新 Agent Memory 微信群二维码 Open

question

Difficulty 1/5 Under an hour Newbie friendliness 20/100

TencentCloud/TencentDB-Agent-Memory#1286 · 2 comments · Opened Sep 8, 2026
[Bug] MemoryProxy 已指定 Team 仍加载全部团队目录，超时后整个会话不再注入资产 Open

Difficulty 4/5 3-5 days Newbie friendliness 56/100

TencentCloud/TencentDB-Agent-Memory#1285 · 1 comment · Opened Sep 8, 2026
[Question] 为什么我在使用它知识库的时候文件一多就抽取失败了， Open

question

Difficulty 4/5 3-5 days Newbie friendliness 35/100

TencentCloud/TencentDB-Agent-Memory#1282 · 2 comments · Opened Sep 8, 2026
[Feature] 新增windows操作系统一键部署脚本 Open

enhancement

Difficulty 3/5 1-2 days Newbie friendliness 55/100

TencentCloud/TencentDB-Agent-Memory#1275 · 1 comment · Opened Sep 7, 2026
[Feature] Graphify support Open

enhancement

Difficulty 5/5 Over a week Newbie friendliness 35/100

TencentCloud/TencentDB-Agent-Memory#1274 · 1 comment · 1 reaction · Opened Sep 7, 2026

TencentCloud/TencentDB-Agent-Memory

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