base on Cohere Toolkit is a collection of prebuilt components enabling users to quickly build and deploy RAG applications.  # Cohere Toolkit Toolkit is a deployable all-in-one RAG application that enables users to quickly build their LLM-based product. - [Try Toolkit](#try-now) - [About Toolkit](#about-toolkit) - [Toolkit Setup](/docs/setup.md) - [Troubleshooting](/docs/troubleshooting.md) - [How to guides](/docs/how_to_guides.md) - [How to set up command model providers](/docs/command_model_providers.md) - [How to add tools](/docs/custom_tool_guides/tool_guide.md) - [How to add auth to your tools](/docs/custom_tool_guides/tool_auth_guide.md) - [How to setup Google Drive](/docs/custom_tool_guides/google_drive.md) - [How to setup Gmail](/docs/custom_tool_guides/gmail.md) - [How to setup Slack Tool](/docs/custom_tool_guides/slack.md) - [How to setup Google Text-to-Speech](/docs/text_to_speech.md) - [How to add authentication](/docs/auth_guide.md) - [How to deploy toolkit services](/docs/service_deployments.md) - [How to debug dockerized Toolkit API with VSCode/PyCharm](/docs/debugging.md) - [How to set up Github Actions for automated DB migrations](/docs/github_migrations_action.md) - [How to customize the theme](/docs/theming.md) - [How to contribute](#contributing) - [Try Cohere's Command Showcase](https://coral.cohere.com/)  ## Try Now: There are two main ways for quickly running Toolkit: local and cloud. See the specific instructions given below. ### Local *You will need to have [Docker](https://www.docker.com/products/docker-desktop/), [Docker-compose >= 2.22](https://docs.docker.com/compose/install/), and [Poetry](https://python-poetry.org/docs/#installation) installed. [Go here for a more detailed setup.](/docs/setup.md)* Note: to include community tools when building locally, set the `INSTALL_COMMUNITY_DEPS` build arg in the `docker-compose.yml` to `true`. Both options will serve the frontend at http://localhost:4000. #### Using `make` Use the provided Makefile to simplify and automate your development workflow with Cohere Toolkit, including Docker Compose management, testing, linting, and environment setup. ```bash git clone https://github.com/cohere-ai/cohere-toolkit.git cd cohere-toolkit make first-run ``` #### Docker Compose only Use Docker Compose directly if you want to quickly spin up and manage your container environment without the additional automation provided by the Makefile. ```bash git clone https://github.com/cohere-ai/cohere-toolkit.git cd cohere-toolkit docker compose up docker compose run --build backend alembic -c src/backend/alembic.ini upgrade head ``` ### Cloud #### GitHub Codespaces To run this project using GitHub Codespaces, please refer to our [Codespaces Setup Guide](/docs/github_codespaces.md). ## About Toolkit  - **Interfaces** - any client-side UI, currently contains two web apps, one agentic and one basic, and a Slack bot implementation. - Defaults to Cohere's Web UI at `src/interfaces/assistants_web` - A web app built in Next.js. Includes a simple SQL database out of the box to store conversation history in the app. - You can change the Web UI using the docker compose file. - **Backend API** - in `src/backend` this follows a similar structure to the [Cohere Chat API](https://docs.cohere.com/reference/chat) but also include customizable elements: - **Model** - you can customize with which provider you access Cohere's Command models. By default included in the toolkit is Cohere's Platform, Sagemaker, Azure, Bedrock, HuggingFace, local models. [More details here.](/docs/command_model_providers.md) - **Retrieval**- you can customize tools and data sources that the application is run with. - **Service Deployment Guides** - we also include guides for how to deploy the toolkit services in production including with AWS, GCP and Azure. [More details here.](/docs/service_deployments.md) ## Contributing Contributions are what drive an open source community, any contributions made are greatly appreciated. To get started, check out our [documentation.](CONTRIBUTING.md) ## Contributors <a href="https://github.com/cohere-ai/cohere-toolkit/graphs/contributors"> <img src="https://contrib.rocks/image?repo=cohere-ai/cohere-toolkit" /> </a> Made with [contrib.rocks](https://contrib.rocks). ", Assign "at most 3 tags" to the expected json: {"id":"9650","tags":[]} "only from the tags list I provide: [{"id":77,"name":"3d"},{"id":89,"name":"agent"},{"id":17,"name":"ai"},{"id":54,"name":"algorithm"},{"id":24,"name":"api"},{"id":44,"name":"authentication"},{"id":3,"name":"aws"},{"id":27,"name":"backend"},{"id":60,"name":"benchmark"},{"id":72,"name":"best-practices"},{"id":39,"name":"bitcoin"},{"id":37,"name":"blockchain"},{"id":1,"name":"blog"},{"id":45,"name":"bundler"},{"id":58,"name":"cache"},{"id":21,"name":"chat"},{"id":49,"name":"cicd"},{"id":4,"name":"cli"},{"id":64,"name":"cloud-native"},{"id":48,"name":"cms"},{"id":61,"name":"compiler"},{"id":68,"name":"containerization"},{"id":92,"name":"crm"},{"id":34,"name":"data"},{"id":47,"name":"database"},{"id":8,"name":"declarative-gui "},{"id":9,"name":"deploy-tool"},{"id":53,"name":"desktop-app"},{"id":6,"name":"dev-exp-lib"},{"id":59,"name":"dev-tool"},{"id":13,"name":"ecommerce"},{"id":26,"name":"editor"},{"id":66,"name":"emulator"},{"id":62,"name":"filesystem"},{"id":80,"name":"finance"},{"id":15,"name":"firmware"},{"id":73,"name":"for-fun"},{"id":2,"name":"framework"},{"id":11,"name":"frontend"},{"id":22,"name":"game"},{"id":81,"name":"game-engine "},{"id":23,"name":"graphql"},{"id":84,"name":"gui"},{"id":91,"name":"http"},{"id":5,"name":"http-client"},{"id":51,"name":"iac"},{"id":30,"name":"ide"},{"id":78,"name":"iot"},{"id":40,"name":"json"},{"id":83,"name":"julian"},{"id":38,"name":"k8s"},{"id":31,"name":"language"},{"id":10,"name":"learning-resource"},{"id":33,"name":"lib"},{"id":41,"name":"linter"},{"id":28,"name":"lms"},{"id":16,"name":"logging"},{"id":76,"name":"low-code"},{"id":90,"name":"message-queue"},{"id":42,"name":"mobile-app"},{"id":18,"name":"monitoring"},{"id":36,"name":"networking"},{"id":7,"name":"node-version"},{"id":55,"name":"nosql"},{"id":57,"name":"observability"},{"id":46,"name":"orm"},{"id":52,"name":"os"},{"id":14,"name":"parser"},{"id":74,"name":"react"},{"id":82,"name":"real-time"},{"id":56,"name":"robot"},{"id":65,"name":"runtime"},{"id":32,"name":"sdk"},{"id":71,"name":"search"},{"id":63,"name":"secrets"},{"id":25,"name":"security"},{"id":85,"name":"server"},{"id":86,"name":"serverless"},{"id":70,"name":"storage"},{"id":75,"name":"system-design"},{"id":79,"name":"terminal"},{"id":29,"name":"testing"},{"id":12,"name":"ui"},{"id":50,"name":"ux"},{"id":88,"name":"video"},{"id":20,"name":"web-app"},{"id":35,"name":"web-server"},{"id":43,"name":"webassembly"},{"id":69,"name":"workflow"},{"id":87,"name":"yaml"}]" returns me the "expected json"