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Local-first search infrastructure for applications, developer workspaces, and AI agents.
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Zvec AI builds lightweight, embeddable search components that run where your data lives. Bring vector, full-text, and hybrid search directly into apps, devices, local tools, and agent workflows—without operating a separate database service.
| Zvec | zvec-grep | Zvec Studio |
|---|---|---|
| Build search into an application | Search a local workspace | Explore and debug visually |
| A lightweight, lightning-fast, in-process database for vector, full-text, and hybrid search. | One local-first interface for exact, regex, BM25, and vector search, built for humans and AI agents. | A visual tool for browsing data, managing schemas, and testing Zvec queries without writing code. |
pip install zvecnpm install @zvec/zvec |
npm install -g @zvec/zvec-grep |
pip install zvec-studio |
| Quickstart · Benchmarks | Get started · Docs | Get started · Releases |
| Category | Projects |
|---|---|
| Core database | zvec — C++, Python, and the core in-process database |
| Workspace search | zvec-grep — end-to-end local workspace search for humans and AI agents |
| Visual console | zvec-studio — inspect data, manage schemas, and test queries visually |
| Language SDKs | zvec-node · zvec-go · zvec-rust · zvec-dart |
| AI agents | zvec-mcp-server — MCP integration · zvec-agent-skills — official agent skills |
| Documentation | zvec-web — source for zvec.org |
Zvec is open source under the Apache License 2.0, and contributions of every size are welcome.
- Star Zvec if it is useful to you.
- Report a bug or request a feature in the relevant project's issue tracker.
- Ask questions and share use cases in GitHub Discussions.
- Browse every public repository in the Zvec AI organization.
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| 💬 DingTalk | 🎮 Discord | X (Twitter) | |
|---|---|---|---|
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