← 返回 Skills 市场
98
总下载
1
收藏
0
当前安装
5
版本数
在 OpenClaw 中安装
/install multilingual-semantic-bridge
功能描述
Help non-English-first users hit the right technical answer when docs, memory, configs, skills, and runbooks are stored under English-heavy names. This bridg...
安全使用建议
This skill is coherent and low-risk: it provides an instruction-based method to rewrite/bridge multilingual queries to better match English-heavy technical artifacts and asks for nothing else. Before installing, verify two things with your platform/operator: (1) where 'persisted mappings' would be stored (assistant memory, local DB, etc.), who can read them, and how long they're retained; (2) whether the skill (or agent runs using it) will be allowed to access the specific document/memory stores you care about. If you are concerned about privacy, test with non-sensitive example queries first and review the referenced GitHub repo for any additional runtime expectations.
功能分析
Type: OpenClaw Skill
Name: multilingual-semantic-bridge
Version: 0.1.4
The 'multilingual-semantic-bridge' skill is a set of Markdown-based instructions designed to help an AI agent improve technical retrieval for non-English users by bridging language gaps and terminology. The bundle contains no executable code, scripts, or suspicious network/file system commands. The instructions focus entirely on semantic mapping, query expansion, and routing logic to improve search accuracy within the agent's environment (e.g., documentation, memory, and runbooks) without any indicators of malicious intent or data exfiltration.
能力标签
能力评估
Purpose & Capability
Name and description match the actual content: an instruction-only bridge for improving multilingual→technical query phrasing. It requests no binaries, env vars, or unrelated resources, which is appropriate.
Instruction Scope
SKILL.md stays on-topic (preserve input, derive canonical intent, generate technical pivot, improve retrieval). One area to clarify: it instructs to 'persist confirmed mappings' but does not specify storage location, scope, retention policy, or consent — this could cause unintended retention of sensitive or private phrasing unless the platform or operator defines where mappings are stored.
Install Mechanism
Instruction-only skill with no install spec, no downloads, and no code to execute. This is the lowest-risk install profile and matches the declared metadata.
Credentials
The skill requests no environment variables, credentials, or config paths. There are no disproportionate or unrelated permission requests.
Persistence & Privilege
always:false and normal autonomous invocation are appropriate. The only potential privilege concern is the implicit ability to recommend persisting mappings (learning loop). Before enabling, confirm what persistence APIs (assistant memory, local DB, etc.) the agent will use and whether the skill will be allowed to write to them.
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 multilingual-semantic-bridge - 安装完成后，直接呼叫该 Skill 的名称或使用
/multilingual-semantic-bridge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
v0.1.4
Shift skill-facing narrative to user-perspective retrieval misses: one phrasing hits, another misses, while the answer already exists. Also align outward examples and framing with the broader non-English-first but not non-English-only positioning.
v0.1.3
Tighten registry-facing summary to foreground non-English-first users, concrete pain points, and the bridge's role in improving semantic/vector retrieval usage without overclaiming changes to the retrieval engine itself.
v0.1.2
Rewrite public-facing skill copy around non-English-first user pain points, add multi-language examples, and clarify how the bridge improves use of semantic/vector retrieval without claiming to replace the vector layer itself.
v0.1.1
Refresh public-facing copy, add GitHub and ClawHub cross-links, add package-level README/LICENSE, and tighten the published skill surface for clearer outside-facing presentation.
v0.1.0
First public skill-facing release after narrow v1 signoff and bounded post-v1 hardening.
元数据
常见问题
Multilingual Semantic Bridge 是什么？
Help non-English-first users hit the right technical answer when docs, memory, configs, skills, and runbooks are stored under English-heavy names. This bridg... 它是一个面向 Claude Code / OpenClaw 的 AI Agent Skill 插件，目前累计下载 98 次。
如何安装 Multilingual Semantic Bridge？
在 OpenClaw 或 Claude Code 对话框中运行命令「/install multilingual-semantic-bridge」即可一键安装，无需额外配置。
Multilingual Semantic Bridge 是免费的吗？
是的，Multilingual Semantic Bridge 完全免费，采用 MIT-0 许可证，可自由下载、安装和使用。
Multilingual Semantic Bridge 支持哪些平台？
Multilingual Semantic Bridge 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 Multilingual Semantic Bridge？
由 ChriX-Goh（@chrix-goh）开发并维护，当前版本 v0.1.4。
推荐 Skills