Ross ROSS = Recommend OSS · open-source software intelligence for agents

meilisearch/meilisearch

A lightning-fast search engine API bringing AI-powered hybrid search to your sites and applications. observed · 2026-08-28

github.com/meilisearch/meilisearch · homepage · Rust · NOASSERTION (other) observed · 2026-08-28

Health v2 · maintenance only

94/100

  • Activity 99
  • Release rhythm 85
  • Longevity 100

Flags: no_license

How is this computed?

round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10) — computed 2026-09-03. Adoption (stars, forks) is never an input.

  • gap_med: 5.0
  • age_days: 3054
  • days_rel: 20
  • days_push: 7
  • n_releases_24m: 91

Full methodology

Adoption not part of the score

59101 stars · 2684 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-29, confidence not recorded

Meilisearch is a fast, open-source search engine that provides typo-tolerant full-text search, semantic and hybrid AI-powered search, and vector storage through a single REST API. It is self-hostable (with a paid cloud offering) and ships with SDKs for many languages plus an MCP server for LLM integration.

Use cases

  • add instant search-as-you-type to my website
  • typo-tolerant product search for an e-commerce store
  • semantic or hybrid search over my documents
  • store vectors and do similarity search for RAG
  • self-hosted Algolia alternative
  • faceted filtering and geosearch for listings
  • ground an LLM chatbot in my own content
  • search across documentation or internal knowledge

When to choose

  • you need sub-50ms, out-of-the-box relevant search with minimal configuration
  • you want typo tolerance, faceting, and geosearch without tuning a ranking engine
  • you want to combine keyword and vector/semantic search in one API
  • you want a self-hosted search engine with SDKs for most languages

When to avoid

  • you need complex custom relevance scoring or deep query DSL like Elasticsearch
  • you need a distributed, horizontally scalable search cluster for very large datasets
  • you need heavy analytics or log ingestion workloads rather than app search
  • you require a permissive license for enterprise redistribution (license is not standard MIT at repo level)

Facets

service · maturity stable

search-engine vector-database http-server rag mcp databases web-development artificial-intelligence e-commerce self-hosted cloud rust full-text-search typo-tolerance semantic-search hybrid-search search-as-you-type geosearch faceting instantsearch embeddings site-search search retrieval-augmented-generation docker kubernetes web-server

7 sources

Member repositories

RepositoryRoleHealth v2
meilisearch/meilisearchmain94

For agents

markdown · JSON · MCP: product_card(name="meilisearch/meilisearch")

Data as of 2026-08-30T08:39:29.467469+00:00 · Report a problem