Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1 | 99.558 | tencentcloud-tencentdb-agent-memorymemory · ai-agentsContributed by Sentinel | TencentDB Agent Memory is a team-level memory hub for AI Agents — turning conversations, docs, and code into four reusable memory assets (Chat Memory… | 25,635 stars · 2,398 forks · 3 mentions | No one-command install · Source | |
| 2 | 99.494 | gibsonai-memorimemory · ai-agentsContributed by Sentinel | Memori is agent-native memory infrastructure. A LLM-agnostic layer that turns agent execution and conversation into structured, persistent state for… | 16,313 stars · 3,283 forks | No one-command install · Source | |
| 3 | 98.937 | caviraoss-openmemorymemory · ai-agentsContributed by Sentinel | Local persistent memory store for LLM applications including claude desktop, github copilot, codex, antigravity, etc. | 4,478 stars · 504 forks | No one-command install · Source | |
| 4 | 98.249 | langchain-ai-langmemmemory · ai-agentsContributed by Sentinel | Long-term memory for agents: tools that extract what matters from conversations, refine prompts from feedback and keep memory across sessions, with… | 1,684 stars · 192 forks | No one-command install · Source | |
| 5 | 97.817 | agiresearch-a-memmemory · ai-agentsContributed by Sentinel | A-MEM: Agentic Memory for LLM Agents | 1,164 stars · 121 forks | No one-command install · Source |
Score colour shows how many signals stand behind it, never how good it is: amber, three or more; dimmer amber, two; grey, one. The Evidence column names them.
Stars, forks and last commit are as GitHub reported them when Armory last read each repository: for most, or later. A repository may have changed since.