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[![PyPI version](https://img.shields.io/pypi/v/trustgraph.svg)](https://pypi.org/project/trustgraph/) [![Discord](https://img.shields.io/discord/1251652173201149994
)](https://discord.gg/sQMwkRz5GX)
🚀 [Getting Started](https://trustgraph.ai/docs/getstarted) 📺 [YouTube](https://www.youtube.com/@TrustGraphAI?sub_confirmation=1) 🧠 [Knowledge Cores](https://github.com/trustgraph-ai/catalog/tree/master/v3) ⚙️ [API Docs](docs/apis/README.md) 🧑‍💻 [CLI Docs](https://trustgraph.ai/docs/running/cli) 💬 [Discord](https://discord.gg/sQMwkRz5GX) 📖 [Blog](https://blog.trustgraph.ai/subscribe)
📑 [Docs](https://trustgraph.ai/docs/getstarted) 📺 [YouTube](https://www.youtube.com/@TrustGraphAI?sub_confirmation=1) 🧠 [Knowledge Cores](https://github.com/trustgraph-ai/catalog/tree/master/v3) ⚙️ [API Docs](docs/apis/README.md) 🧑‍💻 [CLI Docs](https://trustgraph.ai/docs/running/cli) 💬 [Discord](https://discord.gg/sQMwkRz5GX) 📖 [Blog](https://blog.trustgraph.ai/subscribe)
</div>
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- Knowledge Graphs: Memgraph, Neo4j, and FalkorDB
- Data Stores: Apache Cassandra
- Observability: Prometheus and Grafana
- Control Flow: Apache Pulsar
### Pulsar Workflows
## Pulsar Control Flows
- For processing flows, Pulsar accepts the output of a processing module and queues it for input to the next subscribed module.
- For control flows, Pulsar accepts the output of a processing module and queues it for input to the next subscribed module.
- For services such as LLMs and embeddings, Pulsar provides a client/server model. A Pulsar queue is used as the input to the service. When processed, the output is then delivered to a separate queue where a client subscriber can request that output.
## Data Extraction Agents
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> [!TIP]
> Adding `-v` to the agent request will return all of the agent manager's thoughts and observations that led to the final response.
## API Documentation
[Developing on TrustGraph using APIs](docs/apis/README.md)
## Deploy and Manage TrustGraph
[🚀🙏 Full Deployment Guide 🚀🙏](https://trustgraph.ai/docs/getstarted)
## TrustGraph Developer's Guide
## 🤝 Contributing
[Developing for TrustGraph](docs/README.development.md)
## 📄 License
**TrustGraph** is licensed under [AGPL-3.0](https://www.gnu.org/licenses/agpl-3.0.en.html).
## 📞 Support & Community
- Bug Reports & Feature Requests: [Discord](https://discord.gg/sQMwkRz5GX)
- Discussions & Questions: [Discord](https://discord.gg/sQMwkRz5GX)
- Documentation: [Docs](https://trustgraph.ai/docs/getstarted)