base on All-in-one platform for search, recommendations, RAG, and analytics offered via API <p align="center"> <img height="100" src="https://cdn.trieve.ai/trieve-logo.png" alt="Trieve Logo"> </p> <p align="center"> <strong><a href="https://dashboard.trieve.ai">Sign Up (1k chunks free)</a> | <a href="https://pdf2md.trieve.ai">PDF2MD</a> | <a href="https://docs.trieve.ai">Hacker News Search Engine</a> | <a href="https://docs.trieve.ai">Documentation</a> | <a href="https://cal.com/nick.k/meet">Meet a Maintainer</a> | <a href="https://discord.gg/eBJXXZDB8z">Discord</a> | <a href="https://matrix.to/#/#trieve-general:trieve.ai">Matrix</a> </strong> </p> <p align="center"> <a href="https://github.com/devflowinc/trieve/stargazers"> <img src="https://img.shields.io/github/stars/devflowinc/trieve.svg?style=flat&color=yellow" alt="Github stars"/> </a> <a href="https://discord.gg/CuJVfgZf54"> <img src="https://img.shields.io/discord/1130153053056684123.svg?label=Discord&logo=Discord&colorB=7289da&style=flat" alt="Join Discord"/> </a> <a href="https://matrix.to/#/#trieve-general:trieve.ai"> <img src="https://img.shields.io/badge/matrix-join-purple?style=flat&logo=matrix&logocolor=white" alt="Join Matrix"/> </a> <a href="https://smithery.ai/server/trieve-mcp-server"> <img src="https://smithery.ai/badge/trieve-mcp-server" alt="smithery badge"/> </a> <a href="https://insiders.vscode.dev/redirect?url=vscode%3Amcp%2Finstall%3F%257B%2522name%2522%253A%2522trieve-mcp-server%2522%252C%2522command%2522%253A%2522npx%2522%252C%2522args%2522%253A%255B%2522more%2520args...%2522%255D%257D"> <img src="https://img.shields.io/badge/vscode-mcp-install?style=flat&logoColor=%230078d4&label=vscode-mcp&labelColor=%230078d4&link=https%3A%2F%2Finsiders.vscode.dev%2Fredirect%3Furl%3Dvscode%253Amcp%252Finstall%253F%25257B%252522name%252522%25253A%252522trieve-mcp-server%252522%25252C%252522command%252522%25253A%252522npx%252522%25252C%252522args%252522%25253A%25255B%252522more%252520args...%252522%25255D%25257D" alt="vscode mcp install badge"/> </a> </p> <h2 align="center"> <b>All-in-one solution for search, recommendations, and RAG</b> </h2> <a href="https://trieve.ai"> <img src="https://cdn.trieve.ai/landing-tabs/light-api.webp"> </a> ## Quick Links - [API Reference + Docs](https://docs.trieve.ai/api-reference) - [OpenAPI specification](https://api.trieve.ai/redoc) - [Typescript SDK](https://ts-sdk.trieve.ai/) - [Python SDK](https://pypi.org/project/trieve-py-client/) ## Features - **🔒 Self-Hosting in your VPC or on-prem**: We have full self-hosting guides for AWS, GCP, Kubernetes generally, and docker compose available on our [documentation page here](https://docs.trieve.ai/self-hosting/docker-compose). - **🧠 Semantic Dense Vector Search**: Integrates with OpenAI or Jina embedding models and [Qdrant](https://qdrant.tech) to provide semantic vector search. - **🔍 Typo Tolerant Full-Text/Neural Search**: Every uploaded chunk is vector'ized with [naver/efficient-splade-VI-BT-large-query](https://huggingface.co/naver/efficient-splade-VI-BT-large-query) for typo tolerant, quality neural sparse-vector search. - **🖊️ Sub-Sentence Highlighting**: Highlight the matching words or sentences within a chunk and bold them on search to enhance UX for your users. Shout out to the [simsearch](https://github.com/smartdatalake/simsearch) crate! - **🌟 Recommendations**: Find similar chunks (or files if using grouping) with the recommendation API. Very helpful if you have a platform where users' favorite, bookmark, or upvote content. - **🤖 Convenient RAG API Routes**: We integrate with OpenRouter to provide you with access to any LLM you would like for RAG. Try our routes for [fully-managed RAG with topic-based memory management](https://api.trieve.ai/redoc#tag/message/operation/create_message_completion_handler) or [select your own context RAG](https://api.trieve.ai/redoc#tag/chunk/operation/generate_off_chunks). - **💼 Bring Your Own Models**: If you'd like, you can bring your own text-embedding, SPLADE, cross-encoder re-ranking, and/or large-language model (LLM) and plug it into our infrastructure. - **🔄 Hybrid Search with cross-encoder re-ranking**: For the best results, use hybrid search with [BAAI/bge-reranker-large](https://huggingface.co/BAAI/bge-reranker-large) re-rank optimization. - **📆 Recency Biasing**: Easily bias search results for what was most recent to prevent staleness - **🛠️ Tunable Merchandizing**: Adjust relevance using signals like clicks, add-to-carts, or citations - **🕳️ Filtering**: Date-range, substring match, tag, numeric, and other filter types are supported. - **👥 Grouping**: Mark multiple chunks as being part of the same file and search on the file-level such that the same top-level result never appears twice **Are we missing a feature that your use case would need?** - call us at [628-222-4090](mailto:+16282224090), make a [Github issue](https://github.com/devflowinc/trieve/issues), or join the [Matrix community](https://matrix.to/#/#trieve-general:trieve.ai) and tell us! We are a small company who is still very hands-on and eager to build what you need; professional services are available. ## Local development with Linux ### Installing via Smithery To install Trieve for Claude Desktop automatically via [Smithery](https://smithery.ai/server/trieve-mcp-server): ```bash npx -y @smithery/cli install trieve-mcp-server --client claude ``` ### Debian/Ubuntu Packages needed packages ```sh sudo apt install curl \ gcc \ g++ \ make \ pkg-config \ python3 \ python3-pip \ libpq-dev \ libssl-dev \ openssl ``` ### Arch Packages needed ```sh sudo pacman -S base-devel postgresql-libs ``` ### Install NodeJS and Yarn You can install [NVM](https://github.com/nvm-sh/nvm) using its install script. ``` curl -o- https://raw.githubusercontent.com/nvm-sh/nvm/v0.39.5/install.sh | bash ``` You should restart the terminal to update bash profile with NVM. Then, you can install NodeJS LTS release and Yarn. ``` nvm install --lts npm install -g yarn ``` ### Make server tmp dir ``` mkdir server/tmp ``` ### Install rust ``` curl --proto '=https' --tlsv1.2 -sSf https://sh.rustup.rs | sh ``` ### Install cargo-watch ``` cargo install cargo-watch ``` ### Setup env's You might need to create the `analytics` directory in ./frontends ``` cp .env.analytics ./frontends/analytics/.env cp .env.chat ./frontends/chat/.env cp .env.search ./frontends/search/.env cp .env.example ./server/.env cp .env.dashboard ./frontends/dashboard/.env ``` ### Add your `LLM_API_KEY` to `./server/.env` [Here is a guide for acquiring that](https://blog.streamlit.io/beginners-guide-to-openai-api/#get-your-own-openai-api-key). #### Steps once you have the key 1. Open the `./server/.env` file 2. Replace the value for `LLM_API_KEY` to be your own OpenAI API key. 3. Replace the value for `OPENAI_API_KEY` to be your own OpenAI API key. ### Export the following keys in your terminal for local dev The PAGEFIND_CDN_BASE_URL and S3_SECRET_KEY_CSVJSONL could be set to a random list of strings. ``` export OPENAI_API_KEY="your_OpenAI_api_key" \ LLM_API_KEY="your_OpenAI_api_key" \ PAGEFIND_CDN_BASE_URL="lZP8X4h0Q5Sj2ZmV,aAmu1W92T6DbFUkJ,DZ5pMvz8P1kKNH0r,QAqwvKh8rI5sPmuW,YMwgsBz7jLfN0oX8" \ S3_SECRET_KEY_CSVJSONL="Gq6wzS3mjC5kL7i4KwexnL3gP8Z1a5Xv,V2c4ZnL0uHqBzFvR2NcN8Pb1g6CjmX9J,TfA1h8LgI5zYkH9A9p7NvWlL0sZzF9p8N,pKr81pLq5n6MkNzT1X09R7Qb0Vn5cFr0d,DzYwz82FQiW6T3u9A4z9h7HLOlJb7L2V1" \ GROQ_API_KEY="GROQ_API_KEY_if_applicable" ``` ### Start docker container services needed for local dev ``` cat .env.chat .env.search .env.server .env.docker-compose > .env ./convenience.sh -l ``` ### Install front-end packages for local dev ``` cd frontends yarn ``` `cd ..` ``` cd clients/ts-sdk yarn build ``` `cd ../..` ### Start services for local dev It is recommend to manage services through [tmuxp, see the guide here](https://gist.github.com/skeptrunedev/101c7a13bb9b9242999830655470efac) or terminal tabs. ``` cd frontends yarn yarn dev ``` ``` cd server cargo watch -x run ``` ``` cd server cargo run --bin ingestion-worker ``` ``` cd server cargo run --bin file-worker ``` ``` cd server cargo run --bin delete-worker ``` ``` cd search yarn yarn dev ``` ### Verify Working Setup After the cargo build has finished (after the `tmuxp load trieve`): - check that you can see redoc with the OpenAPI reference at [localhost:8090/redoc](http://localhost:8090/redoc) - make an account create a dataset with test data at [localhost:5173](http://localhost:5173) - search that dataset with test data at [localhost:5174](http://localhost:5174) ### Additional Instructions for testing cross encoder reranking models To test the Cross Encoder rerankers in local dev, - click on the dataset, go to the Dataset Settings -> Dataset Options -> Additional Options and uncheck the `Fulltext Enabled` option. - in the Embedding Settings, select your reranker model and enter the respective key in the adjacent textbox, and hit save. - in the search playground, set Type -> Semantic and select Rerank By -> Cross Encoder - if AIMon Reranker is selected in the Embedding Settings, you can enter an optional Task Definition in the search playground to specify the domain of context documents to the AIMon reranker. ### Debugging issues with local dev Reach out to us on [discord](https://discord.gg/E9sPRZqpDT) for assistance. We are available and more than happy to assist. ## Debug diesel by getting the exact generated SQL `diesel::debug_query(&query).to_string();` ## Running evals The evals package loads an mcp client that then runs the index.ts file, so there is no need to rebuild between tests. You can load environment variables by prefixing the npx command. Full documentation can be found [here](https://www.mcpevals.io/docs). ```bash OPENAI_API_KEY=your-key npx mcp-eval evals.ts clients/mcp-server/src/index.ts ``` ## Local Setup for Testing Stripe Features Install Stripe CLI. 1. `stripe login` 2. `stripe listen --forward-to localhost:8090/api/stripe/webhook` 3. set the `STRIPE_WEBHOOK_SECRET` in the `server/.env` to the resulting webhook signing secret 4. `stripe products create --name trieve --default-price-data.unit-amount 1200 --default-price-data.currency usd` 5. `stripe plans create --amount=1200 --currency=usd --interval=month --product={id from response of step 3}` ## Contributors <a href="https://github.com/devflowinc/trieve/graphs/contributors"> <img alt="contributors" src="https://contrib.rocks/image?repo=devflowinc/trieve"/> </a> ", Assign "at most 3 tags" to the expected json: {"id":"10121","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"