pathwaycom/serviette

A no-code RAG server that keeps answers in sync with your documents. Works with 8 vector databases. Built on Pathway.

Open original source ↗

From the publisher

README & documentation

Source preview

Read the project’s overview, installation instructions and usage examples. The original README is the source of truth.

A no-code, always up-to-date RAG server for any vector database — built on the Pathway Live Data Framework. Point serviette at a folder of documents, pick a vector database and an embedder in one YAML file, and run two commands: you get a chat and a REST API that answer from those documents and cite their sources. From then on, any change to the documents — an edit, a new file, a deletion — is reflected in the answers within seconds. serviette runs on Pathway, which needs a free license key — one click at (GitHub or LinkedIn sign-in). Every command below expects it in PATHWAYLICENSEKEY. Try it in four commands: Use pip 23.1 or newer (python -m pip install -U pip first): older pip lacks the resolver improvements this dependency tree needs and can take hours. This indexes a small bundled corpus (a fictional coffee-machine company) into ./serviette-demo/docs and…

pathwaycom/serviette on GitHub A short preview, not the full document.

Read the full README ↗ · Preview checked 2026-10-30T10:46:31.532Z

Inside the original README — Document outline
  1. serviette
  2. Who is it for
  3. Highlights
  4. Architecture
  5. Benchmarks
  6. Indexing resources
  7. Retrieval accuracy (FRAMES)
  8. Multimodality
  9. Retrieval quality
  10. Observability
  11. Security
  12. Requirements

Headings are captured from the source. Links open the publisher’s document, not a locally hosted copy.

Links from the README

References supplied by the publisher, not independently verified endorsements. Check the destination before downloading files or entering credentials.

Documentation belongs to its respective authors. Reported project/model license: MIT. A listing is not a grant of reuse or training rights. Confirm the document’s own terms at the source.

What this repository does

A no-code RAG server that keeps answers in sync with your documents. Works with 8 vector databases. Built on Pathway.

Repository facts

Owner
pathwaycom
Primary language
Python
Stars
58,738
Forks
1,542
Open issues + pull requests
9
License
MIT
Archived
No
Default branch
main
Created
2023-07-19T08:43:37.000Z
Last push
2026-10-16T10:31:14.000Z

Topics and intended use

Owner-supplied topics: chromadb, document-qa, document-search, duckdb, live-data, llm, milvus, mongodb, no-code, pathway, pgvector, pinecone, qdrant, rag, real-time, retrieval-augmented-generation, self-hosted, semantic-search, vector-database, weaviate

Review the README for scope, installation, examples and limitations. We do not run repository code or certify it.

Evaluate before installing

Review licensing and dependencies, inspect recent commits and unresolved issues, and test in an isolated environment before production use. Stars and forks alone cannot answer these questions.

README and project files

Issues and maintenance discussion

Releases and changelog

Source and freshness

Source: GitHub. Metadata observed 2026-11-01T12:20:37.856Z. Daily imports are snapshots, not real-time monitoring.

Popularity and source listings do not establish security, suitability, licensing rights or benchmark performance.

Open original source

Related repositories

public-apis/public-apis

EbookFoundation/free-programming-books

donnemartin/system-design-primer

vinta/awesome-python

practical-tutorials/project-based-learning

NousResearch/hermes-agent