Evolving The Data Model
TriliumNext/Trilium
A skill your agent uses when adding a DB migration or a new column/field to a Becca entity in Trilium ("add a migration", "new column on notes/attributes", "ALTER TABLE", "add a field to…
AI Runtime分层记忆系统，支持SQL风格的事件查询、时间线管理，以及记忆的智能固化和检索，用于项目历史追踪和经验传承
Install AI Runtime Memory
$ npx skills add aiskillstore/marketplace --skill ai-runtime-memory -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install aiskillstore/marketplace ai-runtime-memory --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/aiskillstore/marketplace.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/dwsy/ai-runtime-memory .claude/skills/ai-runtime-memory && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "ai-runtime-memory" agent skill from https://github.com/aiskillstore/marketplace/tree/main/skills/dwsy/ai-runtime-memory into .claude/skills/ai-runtime-memory/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ai-runtime-memory", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/aiskillstore/marketplace/tree/main/skills/dwsy/ai-runtime-memoryType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add aiskillstore/marketplace --skill ai-runtime-memory -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install aiskillstore/marketplace ai-runtime-memory --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aiskillstore/marketplace.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/dwsy/ai-runtime-memory .agents/skills/ai-runtime-memory && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "ai-runtime-memory" agent skill from https://github.com/aiskillstore/marketplace/tree/main/skills/dwsy/ai-runtime-memory into .agents/skills/ai-runtime-memory/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ai-runtime-memory", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add aiskillstore/marketplace --skill ai-runtime-memory -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install aiskillstore/marketplace ai-runtime-memory --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aiskillstore/marketplace.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/dwsy/ai-runtime-memory .cursor/skills/ai-runtime-memory && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "ai-runtime-memory" agent skill from https://github.com/aiskillstore/marketplace/tree/main/skills/dwsy/ai-runtime-memory into .cursor/skills/ai-runtime-memory/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ai-runtime-memory", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/aiskillstore/marketplace.git --path skills/dwsy/ai-runtime-memory--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add aiskillstore/marketplace --skill ai-runtime-memory -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install aiskillstore/marketplace ai-runtime-memory --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aiskillstore/marketplace.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/dwsy/ai-runtime-memory .gemini/skills/ai-runtime-memory && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "ai-runtime-memory" agent skill from https://github.com/aiskillstore/marketplace/tree/main/skills/dwsy/ai-runtime-memory into .gemini/skills/ai-runtime-memory/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ai-runtime-memory", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install aiskillstore/marketplace ai-runtime-memoryInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add aiskillstore/marketplace --skill ai-runtime-memory -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/aiskillstore/marketplace.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/dwsy/ai-runtime-memory .github/skills/ai-runtime-memory && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "ai-runtime-memory" agent skill from https://github.com/aiskillstore/marketplace/tree/main/skills/dwsy/ai-runtime-memory into .github/skills/ai-runtime-memory/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ai-runtime-memory", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add aiskillstore/marketplace --skill ai-runtime-memory -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install aiskillstore/marketplace ai-runtime-memory --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aiskillstore/marketplace.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/dwsy/ai-runtime-memory .opencode/skills/ai-runtime-memory && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "ai-runtime-memory" agent skill from https://github.com/aiskillstore/marketplace/tree/main/skills/dwsy/ai-runtime-memory into .opencode/skills/ai-runtime-memory/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ai-runtime-memory", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
ai-runtime-memory- GitHub stars
- 430
- Used in
- 1 other repo
- Token cost
- ~515 tokens
- SKILL.md length
- 70 words
- Files
- 14 (incl. scripts, references)
- Skills in repo
- 1,108
- Repo updated
- First seen
- Licence
- MIT
At a glance
AI Runtime分层记忆系统，支持SQL风格的事件查询、时间线管理，以及记忆的智能固化和检索，用于项目历史追踪和经验传承
- Tasks that involve SQL
- SKILL.md covers 概述, 核心功能, 快速开始 and 渐进式披露文档架构, plus 4 more sections
- Runs Python and Shell scripts from its folder; calls python3
What it does
AI Runtime Memory is an agent skill from aiskillstore/marketplace. AI Runtime分层记忆系统，支持SQL风格的事件查询、时间线管理，以及记忆的智能固化和检索，用于项目历史追踪和经验传承
Its SKILL.md is about 520 tokens, which your agent loads only when the skill is triggered. The skill folder holds 22 other files, including scripts and reference files (for example `README.md`, `episodic/timeline.md` and `long-term/project-context.md`).
It sits in Databases, covering SQL. It works with SQL. The repository describes itself as: Security-audited skills for Claude, Codex & Claude Code. One-click install, quality verified. The licence is MIT.
When your agent uses it
- Tasks that involve SQL
Example prompts
- “/ai-runtime-memory”
Requirements
- Python 3
- A Bash shell
What it can do on your machine
Read from SKILL.md and the folder at commit ad8daf7. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Runs code
Ships 1 file in scripts/ (Python and Shell, from the files we listed), which the agent can run.
Shell commands in SKILL.md call:
python3
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
AI Runtime Memory loads about 515 tokens when it runs, and up to ~6.6k if it reads all its reference files. Until then it costs about 20 tokens; SKILL.md has 70 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
Safety
Auto-check passed
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); the scripts in this folder are not scanned.
SKILL.md
The full file from aiskillstore/marketplace at commit ad8daf7, republished under its MIT licence (© aiskillstore). 70 words, ~515 tokens.
Download SKILL.mdSave it as
.claude/skills/ai-runtime-memory/SKILL.md (or your agent's skills folder). This skill also uses 13 other files; get the full folder from GitHub.- name
- ai-runtime-memory
- description
- AI Runtime分层记忆系统，支持SQL风格的事件查询、时间线管理，以及记忆的智能固化和检索，用于项目历史追踪和经验传承
- license
- MIT
- version
- 1.0.0
AI Runtime 记忆系统
概述
AI Runtime的记忆系统采用分层架构，模拟人类大脑的记忆机制，实现持续存在和认知主体性。系统分为三个层次，通过专门的工具支持SQL风格查询和智能管理。
核心功能
三层记忆架构
- 短期记忆: 当前会话上下文，7±2组块限制
- 长期记忆: 跨项目技术知识，结构化知识图谱
- 情景记忆: 项目历史事件，支持复杂时间线查询
查询能力
- SQL风格条件查询（WHERE/ORDER BY/LIMIT）
- 多格式输出（table/json）
- 时间范围和标签过滤
- 全文搜索支持
快速开始
基本查询
# 进入记忆系统目录
cd .ai-runtime/memory
# 查看今天的事件
python3 memory_cli.py query --where "date='$(date +%Y-%m-%d)'"
# 查看架构决策
python3 memory_cli.py query --where "tags CONTAINS 'architecture' AND type='decision'"使用便捷脚本
# 查看今天的事件
./scripts/memory-query.sh today
# 查看本周统计
./scripts/memory-query.sh week
# 搜索关键词
./scripts/memory-query.sh search "认证"渐进式披露文档架构
基于 anthropics/skills 设计，按需加载详细信息：
核心架构
- 系统架构详解 - 分层记忆系统设计和实现原理
使用指南
- 工具使用指南 - memory_cli.py 和 memory_discovery.py 详细用法
高级主题
- 维护指南 - 记忆固化、清理和质量保证
实践示例
- 使用示例 - 从基础查询到高级分析的完整示例
事件记录格式
YAML Front Matter
---
id: unique-event-id
type: event|decision|error|meeting
level: day
timestamp: "2025-11-14T10:30:00"
tags: [architecture, decision]
---目录结构
episodic/
└── 2025/11/14/
└── event-description.md编程接口
from memory_discovery import MemoryDiscovery
# 初始化
discovery = MemoryDiscovery('.ai-runtime/memory')
# 查询
events = discovery.query(
where="date>='2025-11-14' AND tags CONTAINS 'architecture'",
order_by="timestamp desc",
limit=20
)
# 格式化输出
output = discovery.format_events(events, format_type="table")相关命令
/runtime.remember- 记录新记忆事件/runtime.think- 基于记忆进行思考/runtime.explore- 探索和分析记忆模式
维护建议
- 定期运行
./scripts/memory-query.sh stats检查系统状态 - 每周审查
./scripts/memory-query.sh week的活动记录 - 每月归档重要事件到 long-term 记忆层
基于 anthropics/skills 渐进式披露架构设计
© aiskillstore, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
SKILL.md and 13 other files (scripts, references) in skills/dwsy/ai-runtime-memory of aiskillstore/marketplace.
- SKILL.md
- README.md
- episodic/timeline.md
- long-term/project-context.md
- memory_cli.py
- memory_discovery.py
- references/advanced/maintenance.md
- references/core/architecture.md
- references/examples/examples.md
- references/guides/tools.md
- scripts/memory-query.sh
- short-term/consciousness.md
- … and 2 more
Open the folder on GitHubat commit ad8daf7
Used in 1 other repository
We found 1 copy of this SKILL.md (exact, near-identical or edited) in other folders, from 1 other GitHub owner. This page covers the copy in aiskillstore/marketplace, which our catalogue first saw on October 7, 2026.
Compare with similar skills
AI Runtime Memory next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| AI Runtime Memory this skillaiskillstore/marketplace | 430 | 1 repos | ~515 | Automated safety check: Pass | MIT | |
| Evolving The Data ModelTriliumNext/Trilium | 38k | — | ~2.1k | Automated safety check: Pass | AGPL-3.0 | |
| Orchardcore Data MigrationOrchardCMS/OrchardCore | 8.2k | — | ~1.7k | Automated safety check: Pass | BSD-3-Clause | |
| SQL Optimization Patternsynulihao/AgentSkillOS | 617 | 11 repos | ~3.3k | Automated safety check: Pass | None | |
| SQL PortabilityHL7/sql-on-fhir | 150 | — | ~512 | Automated safety check: Pass | Custom licence | |
| StmoSAP/project-foxhound | 180 | 2 repos | ~1.8k | Automated safety check: Pass | GPL-3.0 |
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SQL Portability
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Works with
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Questions about AI Runtime Memory
What does AI Runtime Memory do?
AI Runtime分层记忆系统，支持SQL风格的事件查询、时间线管理，以及记忆的智能固化和检索，用于项目历史追踪和经验传承. AI Runtime Memory is an agent skill from aiskillstore/marketplace.
When should I use AI Runtime Memory?
AI Runtime Memory fits situations like: tasks that involve SQL.
How do I install AI Runtime Memory in Claude Code?
Run `npx skills add aiskillstore/marketplace --skill ai-runtime-memory -a claude-code`. Or copy the skill folder (skills/dwsy/ai-runtime-memory in aiskillstore/marketplace) into .claude/skills/ai-runtime-memory in your project. Claude Code loads it when a task matches its description.
How do I install AI Runtime Memory in Codex?
Run `npx skills add aiskillstore/marketplace --skill ai-runtime-memory -a codex`. Or copy the skill folder (skills/dwsy/ai-runtime-memory in aiskillstore/marketplace) into .agents/skills/ai-runtime-memory in your project. Codex loads it when a task matches its description.
Can I use AI Runtime Memory in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add aiskillstore/marketplace --skill ai-runtime-memory -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/ai-runtime-memory, .gemini/skills/ai-runtime-memory, .github/skills/ai-runtime-memory and .opencode/skills/ai-runtime-memory in your project.
What does AI Runtime Memory need to run?
Going by SKILL.md and its folder, AI Runtime Memory needs Python and a shell for the scripts in its folder and the command-line tools its instructions call (python3). Our summary lists: Python 3; A Bash shell.
Does AI Runtime Memory access the network?
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Is AI Runtime Memory safe to install?
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.
What licence does AI Runtime Memory use?
AI Runtime Memory is published under the MIT licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does AI Runtime Memory use?
About 515 tokens (SKILL.md is roughly 2.1k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 6k tokens, read only when the agent opens those files.
What are the alternatives to AI Runtime Memory?
Skills that share tags, products or a category with AI Runtime Memory: Evolving The Data Model (TriliumNext/Trilium, 38k stars), Orchardcore Data Migration (OrchardCMS/OrchardCore, 8.2k stars), SQL Optimization Patterns (ynulihao/AgentSkillOS, 617 stars) and SQL Portability (HL7/sql-on-fhir, 150 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains AI Runtime Memory?
aiskillstore (a GitHub organization) maintains it in aiskillstore/marketplace, which has 430 GitHub stars. The repository holds 1,108 skills in this directory. The repository was last updated on October 7, 2026.
Source: aiskillstore/marketplace on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.