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在 OpenClaw 中安装
/install master-data-matching
功能描述
Production-ready Master Data Intelligent Matching System. Use when: matching vendor/customer/employee records, deduplicating master data, resolving OCR-extra...
安全使用建议
This skill appears to do what it claims: an offline JS library for entity matching with HITL and active learning. Before installing or using it in production: (1) review the full index.js for any network calls, dynamic eval/exec, or telemetry (the provided excerpt shows none, but review the remainder of the file); (2) remember it processes sensitive PII (tax IDs, bank accounts, ID numbers) — run it in a controlled environment and ensure data protection controls are in place; (3) note it will persist learning state to .mdm-learning-stats.json in the working directory — consider configuring storage location and permissions; (4) because the package author and homepage are unknown, prefer to run it in a sandbox, run tests on synthetic data, and (if you plan to use on production data) perform a line-by-line code review or have security/engineering review the repository for hidden network exfiltration or unsafe file operations.
功能分析
Type: OpenClaw Skill
Name: master-data-matching
Version: 1.0.0
The skill is a well-documented and logically sound implementation of an entity resolution system for business data (Procurement, Finance, Sales, HR). The core logic in `index.js` uses standard string similarity algorithms (Jaccard bigrams and Levenshtein) and a dual-path matching strategy without any external side effects, network calls, or unauthorized file access. No evidence of malicious intent, data exfiltration, or prompt-injection attacks was found in the code or documentation.
能力评估
Purpose & Capability
Name, description, SKILL.md, domain schemas, matching-config, and index.js implement an entity-resolution pipeline (exact + semantic matching, OCR→schema mapping, HITL, active learning). Required env vars / binaries are none, which is proportionate for a self-contained JS library.
Instruction Scope
SKILL.md instructs importing the local index.js and calling library functions (getSupportedDomains, runMatchingPipeline, processHumanDecision, etc.). It does not instruct reading unrelated system files or environment variables, nor does it direct data to external endpoints in the provided docs.
Install Mechanism
No install specification is present (instruction-only behavior with bundled code). The package.json is local and there are no external downloads or install scripts; risk from install mechanism is minimal.
Credentials
The skill requests no credentials or environment variables, which is appropriate. Note: it operates on sensitive PII-like fields (tax_id, bank_account, id_number). The config enables active learning persistence (persistenceFile: '.mdm-learning-stats.json'), so the skill will write learning state to disk — consider where that file will be stored and who can access it.
Persistence & Privilege
always:false and normal agent invocation are used. Active learning persistence will create a local file (.mdm-learning-stats.json) and the code may write/read that file; this is expected for an active-learning tool but you should confirm file path/permissions and that it won't overwrite other files.
如何使用
- 确保已安装 OpenClaw(本地或 Docker 部署)
- 在对话框中输入安装命令:
/install master-data-matching - 安装完成后,直接呼叫该 Skill 的名称或使用
/master-data-matching触发 - 根据 Skill 的参数说明提供必要输入,即可获得结构化输出
版本历史
v1.0.0
Initial release of the production-ready Master Data Intelligent Matching System.
- Supports entity resolution for procurement, finance, sales, and HR domains
- Dual-path retrieval: exact-match and vector-semantic matching
- OCR-to-schema mapping with confidence coloring (green/yellow/red/blue)
- 4-state per-field value verification and human-in-the-loop review flow
- Active learning tracks errors, feedback, and auto-adjusts thresholds
- Modular API for integration and orchestration
元数据
常见问题
Master Data Matching 是什么?
Production-ready Master Data Intelligent Matching System. Use when: matching vendor/customer/employee records, deduplicating master data, resolving OCR-extra... 它是一个面向 Claude Code / OpenClaw 的 AI Agent Skill 插件,目前累计下载 173 次。
如何安装 Master Data Matching?
在 OpenClaw 或 Claude Code 对话框中运行命令「/install master-data-matching」即可一键安装,无需额外配置。
Master Data Matching 是免费的吗?
是的,Master Data Matching 完全免费,采用 MIT-0 许可证,可自由下载、安装和使用。
Master Data Matching 支持哪些平台?
Master Data Matching 跨平台运行,可在任意部署了 OpenClaw / Claude Code 的环境中使用(cross-platform)。
谁开发了 Master Data Matching?
由 woaim65(@woaim65)开发并维护,当前版本 v1.0.0。
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