openspg-guide
Ant Group knowledge graph engine with SPG and KAG framework
Profile →npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill openspg-guide --agent claude-code
Same command for any agent — swap --agent for codex, cursor, copilot.
Weekly change comes from our own snapshots, not the repository page — it measures attention, not adoption.
# OpenSPG Knowledge Graph Guide ## Overview OpenSPG is Ant Group's open-source knowledge graph engine based on the Semantic-enhanced Programmable Graph (SPG) framework. It combines property graphs with semantic reasoning, enabling knowledge extraction, representation, reasoning, and question answering. The KAG (Knowledge Augmented Generation) module integrates with LLMs for RAG over knowledge graphs. Suited for building domain-specific knowledge bases for research. ## Installation ```bash # Docker deployment git clone https://github.com/OpenSPG/openspg.git cd openspg docker-compose up -d # Python SDK pip install openspg # Access KG Studio at http://localhost:8887 ``` ## Core Concepts ``` SPG Framework ├── Schema Layer (define types and relations) │ ├── Entity types (Person, Paper, Concept) │ ├── Properties (typed, constrained) │ └── Relations (directed, typed edges) ├── Knowledge Layer (populate with data) │ ├── Entity extraction (NER + linking) │ ├── Relation extraction │ └── Property filling ├── Reasoning Layer (infer new knowledge) │ ├── Rule-based reasoning │ ├── Statistical reasoning │ └── LLM-augmented reasoning └── Application Layer (query and use) ├── Graph queries (SPARQL-
- Overview
- Installation
- Core Concepts
- Schema Definition
- Knowledge Population
- KAG: Knowledge-Augmented Generation
- Graph Queries
- Use Cases
- References
Docker deployment git clone https://github.com/OpenSPG/openspg.git cd openspg docker-compose up -d Python SDK pip install openspg Access KG Studio at http://localhost:8887
What does the openspg-guide skill do?
Ant Group knowledge graph engine with SPG and KAG framework
How do I install it?
Run `npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill openspg-guide --agent claude-code` — it drops the skill into your project so the agent can pick it up. Swap the --agent value for codex, cursor or copilot if you use one of those.
Where does this skill come from?
From brycewang-stanford/Auto-Empirical-Research-Skills, a repository with 3,244 stars. We read it straight from the repository tree rather than a submitted listing, so what you see here is what is actually published.
Is a popular skill a good skill?
Not necessarily. Stars measure attention, not adoption — a repository can trend for a week and be abandoned. That is why we show the weekly change from our own snapshots next to the total, instead of a single flattering number.