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智能需求解读器
by
samwang-001
· GitHub ↗
· v1.1.1
· MIT-0
136
Downloads
0
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0
Active Installs
7
Versions
Install in OpenClaw
/install requirement-interpreter
Description
智能需求解读技能，通过多级分类和案例匹配帮助用户准确表达需求，并提供标准化交付物清单
Usage Guidance
The package appears coherent and self-contained: its files implement classification, interpretation, interview prompts, and delivery-standards as described. Before installing or running it, review the remaining (truncated) script files (optimized_interpreter.py, structured_interview.py and any omitted files) for any network calls, subprocess.exec usage, or code that reads system files or environment variables. Run the skill in a sandboxed environment (non-root, limited permissions) if you plan to execute the scripts, and avoid exposing sensitive data to the skill until you have verified no outbound network or credential usage.
Capability Analysis
Type: OpenClaw Skill
Name: requirement-interpreter
Version: 1.1.1
The requirement-interpreter skill bundle is a legitimate tool designed to help users structure and define project requirements through classification and case matching. Analysis of the Python scripts (main.py, optimized_classifier.py, and optimized_interpreter.py) reveals no evidence of data exfiltration, unauthorized network activity, or malicious execution patterns; the logic relies entirely on local regex matching and a static JSON case library. The markdown files and templates are purely informational and contain no prompt-injection attempts or instructions to bypass security controls.
Capability Assessment
Purpose & Capability
Skill name/description (需求解读、交付物清单) align with the delivered files: classifiers, interpreter, case library, templates, and a delivery-standards module. Required env/config/credentials are none — appropriate for this purpose.
Instruction Scope
SKILL.md describes only classification, case matching, structured interview, and delivery checklists. The runtime entry (scripts/main.py) uses local case_library.json and local modules to produce classification and checklists; the instructions do not ask the agent to read unrelated system files, external config paths, or to exfiltrate data.
Install Mechanism
No install spec provided (instruction-only in registry) and README suggests manual placement under ~/.codebuddy/skills/. No remote downloads or package installs are declared. This is low-risk from an installation perspective.
Credentials
The skill declares no required environment variables, no credentials, and no config paths. The code files inspected reference only local assets (case library, templates, delivery standards) and standard Python modules — requested environment access is proportional to the stated functionality.
Persistence & Privilege
Registry flags: always:false, user-invocable:true, disable-model-invocation:false (normal). No evidence the skill attempts to persistently modify other skills or system-wide agent settings; README instructs manual installation in a user skill directory.
How to Use
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install requirement-interpreter - After installation, invoke the skill by name or use
/requirement-interpreter - Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.1.1
新增视频制作交付标准；优化关键词匹配逻辑，修复咨询选型场景的匹配问题；添加选型、技术选型等关键词
v1.1.0
新增交付物标准化功能：为各类型需求提供标准化交付物清单，包含必需/可选交付物、文件格式、验收检查清单
v1.0.4
修复代码语法错误，优化功能逻辑
v1.0.3
删除冗余依赖文件，优化技能结构
v1.0.2
修复安全扫描问题，优化技能名称
v1.0.1
修复安全扫描问题：添加入口文件、清理绝对路径、精简文件结构
v1.0.0
Initial release of requirement-interpreter, an intelligent requirement analysis skill driven by multi-level classification, case matching, and personalized interviews.
- Introduces a new architecture powered by a 6-type, 25+ sub-type classification engine with context awareness and confidence evaluation.
- Adds a case library system for smart case matching and best practice extraction by industry.
- Implements a personalized interpreter for full-chain requirement interpretation and adaptive strategy adjustment.
- Supports both auto-triggered and manual invocation scenarios for fuzzy, complex, or industry-specific requirements.
- Retains structured interview and requirement quality analysis features from classic versions.
- Provides ready-to-use templates, checklists, and comprehensive documentation for fast onboarding and customization.
Metadata
Frequently Asked Questions
What is 智能需求解读器?
智能需求解读技能，通过多级分类和案例匹配帮助用户准确表达需求，并提供标准化交付物清单. It is an AI Agent Skill for Claude Code / OpenClaw, with 136 downloads so far.
How do I install 智能需求解读器?
Run "/install requirement-interpreter" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is 智能需求解读器 free?
Yes, 智能需求解读器 is completely free, licensed under MIT-0. You can download, install and use it at no cost.
Which platforms does 智能需求解读器 support?
智能需求解读器 is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created 智能需求解读器?
It is built and maintained by samwang-001 (@samwang-001); the current version is v1.1.1.
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