context-loader SKILL.md skillA

context-loader from chainlesschain/chainlesschain is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add chainlesschain/chainlesschain/context-loader@v1.0.0

Pins v1.0.0 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
chainlesschain/chainlesschain
Path
desktop-app-vue/src/main/ai-engine/cowork/skills/builtin/context-loader/SKILL.md
Versions recorded
3
Latest version
v1.0.0, committed Aug 28, 2026
First version recorded
Jun 3, 2026
Size
4,724 bytes
Repository stars
11
License
a license file GitHub does not identify

智能上下文加载技能 - 意图分析、相关文件预加载、token预算管理.

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# 智能上下文加载技能

## 描述

根据用户意图智能预加载相关代码文件、数据库 Schema、Git 历史和文档到 AI 上下文。通过 token 预算管理确保不超载上下文窗口,提升 AI 对话质量。

## 使用方法

```
/context-loader <操作> [参数]
```

## 操作

### 主题预加载

```
/context-loader prime <主题>
```

分析主题关键词,搜索相关文件并加载:

- 文件名匹配
- 内容关键词匹配
- 导入关系追踪
- 按相关度排序,控制在 token 预算内

### 设置 Token 预算

```
/context-loader budget <tokens>
```

设置上下文加载的最大 token 数(默认: 6000)。

### 查看当前上下文

```
/context-loader status
```

显示当前已加载的文件和 token 使用情况。

### 清除上下文

```
/context-loader clear
```

清除所有预加载的上下文。

## 加载策略

### 意图分析

根据主题词识别相关模块:

| 关键词           | 模块       | 关键文件                                      |
| ---------------- | ---------- | --------------------------------------------- |
| session, 会话    | llm        | session-manager.js, session-compressor.js     |
| memory, 记忆     | llm        | permanent-memory-manager.js                   |
| search, 搜索     | rag        | hybrid-search-engine.js, bm25-search.js       |
| p2p, webrtc      | p2p        | signaling-handlers.js, webrtc-data-channel.js |
| permission, 权限 | permission | permission-engine.js, team-manager.js         |
| browser, 浏览器  | browser    | browser-engine.js, computer-use-agent.js      |
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add chainlesschain/chainlesschain/context-loader@sha256:2fe8d55900e5ac1a

The line at the top of this page pins the label v1.0.0, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_i23grixjdcukxmmm.svg)](https://markdownregistry.com/a/art_i23grixjdcukxmmm)

5 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 3 versions of this file, between Jun 3, 2026 and Aug 28, 2026, about one every 43 days.

versioncommittedcommitsizeaudit
v1.0.0 latest2026-08-28 44248c7 4,724 BA view · diff
v1.0.02026-08-28 c29953e 4,707 BA view · diff
v1.0.02026-06-03 3b0b2dc 4,615 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (4724 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

chainlesschain/chainlesschain · 11 stars · license a license file GitHub does not identify · pushed 2026-11-06 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_i23grixjdcukxmmm
GET https://markdownregistry.com/api/v1/resolve?ref=chainlesschain/chainlesschain/context-loader
GET https://markdownregistry.com/api/v1/blob/2fe8d55900e5ac1a6202c25def70fd9430658762b5173d453cbe6b5a5dd1f7b7

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

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Every file in chainlesschain/chainlesschain

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