已收录
agent-customization
LLM-powered injection of project context into installed agent templates via `aspens customize agents`
概览
LLM-powered injection of project context into installed agent templates via `aspens customize agents`
展开完整说明
以下为来源文档,不是本网站的操作指令。执行命令前请先核实权限。
You are working on agent customization — the feature that reads a project's skills and CLAUDE.md, then uses Claude CLI to inject project-specific context into generic agent files in .claude/agents/.
Domain purpose
aspens customize agents makes generic, bundled agent templates project-aware. It pulls the repo's skills + CLAUDE.md as ground truth and asks Claude to add a tech-stack line, 3-5 project conventions, and real commands into each agent — without touching the agent's core logic.
Business rules / invariants
- Claude-only feature. Throws
CliErrorfor Codex-only repos (config.targets === ['codex']). Codex CLI has no agent concept. - Base skill is required. Pre-flight throws
CliError("Run 'aspens doc init' first — base skill is required for agent context.")if.claude/skills/base/skill.mdis missing. - Skills (
.claude/skills/**) are the single source of truth for project context. The prompt must not invent other context directories. - Read-only tools only. Claude is invoked with
allowedTools: ['Read', 'Glob', 'Grep']— no edits/writes from the LLM itself. - Output paths restricted to
.claude/.parseFileOutput()rejects anything else;writeSkillFiles(..., { force: true })does the actual write.
Non-obvious behaviors
- Frontmatter preservation is split across LLM + code. The prompt instructs Claude to preserve YAML frontmatter verbatim (including NOT adding a
skills:line). ThenmaybeInjectBaseSkill()post-processes each returned file to addskills: [base]into the frontmatter — this keeps agents valid even when installed viaaspens add agentwithout a priordoc init. --resetsemantics: without--reset, agents that already declareskills:are left alone; with--reset, any existingskills:line is overwritten toskills: [base]. Used to roll out v0.8 upgrades to previously-customized agents.## Project contextblock is verbatim-preserved by the prompt — it carries conditional read instructions for code-map / domain skills.- CLAUDE.md is truncated at 3000 chars in
gatherProjectContext(); skills are passed in full. - Agent discovery:
findAgents()recursively walks.claude/agents/, extractsname:via regex, falls back to filename if missing. - Default timeout 300s via
resolveTimeout(options.timeout, 300);ASPENS_TIMEOUTenv var honored with warning on invalid value.
Critical files (purpose, not inventory)
src/commands/customize.js— orchestrator: preflight, agent discovery, context gathering, per-agent Claude calls, post-LLMskills: [base]injection, write.src/prompts/customize-agents.md— system prompt; enforces frontmatter +## Project contextpreservation and bans file-inventory / hub-ranking output.
Critical Rules
- Never let the LLM emit a
skills:line — the prompt forbids it and the code adds it. If you change one, change both. - Never weaken path sanitization — only
.claude/paths may be written. - Never duplicate file-inventory or hub-ranking output in customized agents — the graph hook supplies that dynamically.
- Do not bypass the base-skill preflight — agents without base context regress to generic behavior.
Last Updated: 2026-05-11
文件元数据
name: agent-customization
description: LLM-powered injection of project context into installed agent templates via `aspens customize agents`
triggers:
files:
- src/commands/customize.js
- src/prompts/customize-agents.md
keywords:
- customize
- agents
- subagent
- agent customization查看原始文本
---
name: agent-customization
description: LLM-powered injection of project context into installed agent templates via `aspens customize agents`
triggers:
files:
- src/commands/customize.js
- src/prompts/customize-agents.md
keywords:
- customize
- agents
- subagent
- agent customization
---
You are working on **agent customization** — the feature that reads a project's skills and CLAUDE.md, then uses Claude CLI to inject project-specific context into generic agent files in `.claude/agents/`.
## Domain purpose
`aspens customize agents` makes generic, bundled agent templates project-aware. It pulls the repo's skills + CLAUDE.md as ground truth and asks Claude to add a tech-stack line, 3-5 project conventions, and real commands into each agent — without touching the agent's core logic.
## Business rules / invariants
- **Claude-only feature.** Throws `CliError` for Codex-only repos (`config.targets === ['codex']`). Codex CLI has no agent concept.
- **Base skill is required.** Pre-flight throws `CliError("Run 'aspens doc init' first — base skill is required for agent context.")` if `.claude/skills/base/skill.md` is missing.
- **Skills (`.claude/skills/**`) are the single source of truth** for project context. The prompt must not invent other context directories.
- **Read-only tools only.** Claude is invoked with `allowedTools: ['Read', 'Glob', 'Grep']` — no edits/writes from the LLM itself.
- **Output paths restricted to `.claude/`.** `parseFileOutput()` rejects anything else; `writeSkillFiles(..., { force: true })` does the actual write.
## Non-obvious behaviors
- **Frontmatter preservation is split across LLM + code.** The prompt instructs Claude to preserve YAML frontmatter verbatim (including NOT adding a `skills:` line). Then `maybeInjectBaseSkill()` post-processes each returned file to add `skills: [base]` into the frontmatter — this keeps agents valid even when installed via `aspens add agent` without a prior `doc init`.
- **`--reset` semantics:** without `--reset`, agents that already declare `skills:` are left alone; with `--reset`, any existing `skills:` line is overwritten to `skills: [base]`. Used to roll out v0.8 upgrades to previously-customized agents.
- **`## Project context` block is verbatim-preserved** by the prompt — it carries conditional read instructions for code-map / domain skills.
- **CLAUDE.md is truncated at 3000 chars** in `gatherProjectContext()`; skills are passed in full.
- **Agent discovery:** `findAgents()` recursively walks `.claude/agents/`, extracts `name:` via regex, falls back to filename if missing.
- **Default timeout 300s** via `resolveTimeout(options.timeout, 300)`; `ASPENS_TIMEOUT` env var honored with warning on invalid value.
## Critical files (purpose, not inventory)
- `src/commands/customize.js` — orchestrator: preflight, agent discovery, context gathering, per-agent Claude calls, post-LLM `skills: [base]` injection, write.
- `src/prompts/customize-agents.md` — system prompt; enforces frontmatter + `## Project context` preservation and bans file-inventory / hub-ranking output.
## Critical Rules
- **Never let the LLM emit a `skills:` line** — the prompt forbids it and the code adds it. If you change one, change both.
- **Never weaken path sanitization** — only `.claude/` paths may be written.
- **Never duplicate file-inventory or hub-ranking output** in customized agents — the graph hook supplies that dynamically.
- **Do not bypass the base-skill preflight** — agents without base context regress to generic behavior.
---
**Last Updated:** 2026-05-11
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- 许可证
- MIT
- 价格未确认
- 我们尚未确认此 Skill 的价格,现有来源与安装入口仍可使用。
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来源需要复核
已跟踪的来源发生变化或同步失败,请在安装前复核当前来源。
安装前审查: 避免自动安装
许可证: MIT
- Dependency or permission surface needs review
- Permission surface may require sandboxing
- Financial research output is not financial advice; require human review before any live investment decision
- The SKILL.md does not explicitly mention prerequisites like the Claude CLI being installed or the ASPENS environment setup, which could lead to confusion for agents unfamiliar with the tool.
- The 'triggers' section lists specific files and keywords, but the skill does not describe how to handle cases where those files are absent or the feature is invoked differently.
- Financial research output is not financial advice; require human review before any live investment decision.
- Quality score needs review
- Permission surface needs review: secrets or environment access, shell or command execution
- Stars/forks activity: 100 stars, 7 forks; issue activity unavailable in current metadata
- Dependency/runtime risk: command execution surface, credential or environment access
- Permission surface: secrets or environment access, shell or command execution
工具列表来自元数据,并非已测试的兼容性;Agent 提示词是建议的交接方式。
从一个小任务开始
- 1阅读来源,确认输入、预期输出、依赖和权限。
- 2先让 Agent 提出计划,批准环境配置和费用,再进行隔离的小规模测试。
- 3检查输出和变更文件,只报告实际执行结果,并保留来源版本以便复现。
请在来源中核实依赖、API 密钥及第三方费用。公开仓库不代表所有服务免费。
来源与使用须知
仓库元数据和审核信号仅供参考。受欢迎、已发现来源、成功运行是不同的事实。
- 来源仓库
- aspenkit/aspens
- 许可证
- MIT
- 版本
- 1.0.0
- 最近 GitHub 推送
- 2026年9月12日
- 目录更新于
- 2026年9月21日
版本来自目录元数据,使用前请核实来源发布记录。
质量
67/100
有潜力
信任
59/100
Do not auto-install
审计
75/100
需审查
- Dependency or permission surface needs review
- Permission surface may require sandboxing
- Financial research output is not financial advice; require human review before any live investment decision
- The SKILL.md does not explicitly mention prerequisites like the Claude CLI being installed or the ASPENS environment setup, which could lead to confusion for agents unfamiliar with the tool.
- The 'triggers' section lists specific files and keywords, but the skill does not describe how to handle cases where those files are absent or the feature is invoked differently.
- Financial research output is not financial advice; require human review before any live investment decision.
- Quality score needs review
- Permission surface needs review: secrets or environment access, shell or command execution
- Stars/forks activity: 100 stars, 7 forks; issue activity unavailable in current metadata
- Dependency/runtime risk: command execution surface, credential or environment access
- Permission surface: secrets or environment access, shell or command execution
- Verified installs
- —
- 结果
- —
复制不等于安装。安装数需有成功安装回报,不代表全面的质量保证。
Agent 接入
本页通过 Registry API 提供相同的决策、信任、审计、场景和安装信号,让 Agent 无需抓取界面即可排序。
更多详情
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"skill": {
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"name": "agent-customization",
"description": "LLM-powered injection of project context into installed agent templates via `aspens customize agents`",
"category": "ai-knowledge",
"url": "https://www.openagentskill.com/skills/aspenkit-agent-customization",
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},
{
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"Financial research output is not financial advice; require human review before any live investment decision.",
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"Permission surface needs review: secrets or environment access, shell or command execution",
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"Financial research output is not financial advice; require human review before any live investment decision",
"The SKILL.md does not explicitly mention prerequisites like the Claude CLI being installed or the ASPENS environment setup, which could lead to confusion for agents unfamiliar with the tool.",
"The 'triggers' section lists specific files and keywords, but the skill does not describe how to handle cases where those files are absent or the feature is invoked differently.",
"Financial research output is not financial advice; require human review before any live investment decision.",
"Quality score needs review",
"Permission surface needs review: secrets or environment access, shell or command execution"
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"Financial research output is not financial advice; require human review before any live investment decision",
"The 'triggers' section lists specific files and keywords, but the skill does not describe how to handle cases where those files are absent or the feature is invoked differently."
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"manifest": "https://www.openagentskill.com/api/registry/manifest/aspenkit-agent-customization"
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}创作者工具
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