liliang-cnliliang-cnCommunityยท1 Agent Skills Included

cortexdb

Local-first memory, vector search, and knowledge graphs

Stores long-term memory, hybrid vector and lexical search, and RDF knowledge graphs in one SQLite file. Eliminates the need to run separate vector databases, graph servers, or external services. Lets coding agents remember facts across sessions, answer multi-hop questions, and import CSV or SQL data with built-in PII masking.
npx skills add liliang-cn/cortexdb --all -g -y

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Frequently Asked Questions

FAQPage Schema
How to install CortexDB?โ–ผ

Run `npx skills add liliang-cn/cortexdb --all -g -y` in your terminal to install all skills in this suite globally.

How to give an agent long-term memory?โ–ผ

CortexDB stores scoped user and session memories in one local SQLite file, so your agent recalls facts by meaning across sessions without any external service.

Does CortexDB need an API key or embeddings?โ–ผ

No. It works out of the box in lexical mode with zero configuration, and you can optionally connect any OpenAI-compatible embeddings endpoint for semantic search.

Can CortexDB answer multi-hop questions?โ–ผ

Yes. It includes a full RDF knowledge graph with SPARQL queries, inference, and validation, so agents can traverse relationships between stored entities.

Does CortexDB work with Claude Code and Codex?โ–ผ

Yes. It ships as a plugin with slash commands and MCP tools, plus typed clients for Go, Python, Node.js, and Rust.

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