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Install in OpenClaw
/install multilingual-semantic-bridge
Description
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...
Usage Guidance
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.
Capability Analysis
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.
Capability Tags
Capability Assessment
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.
How to Use
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install multilingual-semantic-bridge - After installation, invoke the skill by name or use
/multilingual-semantic-bridge - Provide required inputs per the skill's parameter spec and get structured output
Version History
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.
Metadata
Frequently Asked Questions
What is Multilingual Semantic Bridge?
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... It is an AI Agent Skill for Claude Code / OpenClaw, with 98 downloads so far.
How do I install Multilingual Semantic Bridge?
Run "/install multilingual-semantic-bridge" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is Multilingual Semantic Bridge free?
Yes, Multilingual Semantic Bridge is completely free, licensed under MIT-0. You can download, install and use it at no cost.
Which platforms does Multilingual Semantic Bridge support?
Multilingual Semantic Bridge is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created Multilingual Semantic Bridge?
It is built and maintained by ChriX-Goh (@chrix-goh); the current version is v0.1.4.
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