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Application Retrieval & Memory

Meilisearch

1Fast 2hybrid 3search 4API 5for 6apps

the six Ws · specification

W1 Who

Developers wanting fast, relevant search as you type and hybrid semantic search inside their applications.

W2 What

Meilisearch is an open source search engine offering instant full text search, filtering, and AI powered hybrid search via a REST API.

W3 Where

Self hosted as a binary or Docker container, or used through Meilisearch Cloud, with SDKs for many languages.

W4 When

First released around 2018 and actively maintained with frequent releases as of 2026.

W5 Why

Gives applications sub 50ms search as you type experiences plus semantic retrieval without the complexity of Elasticsearch.

W6 With

Requires the Meilisearch server and optionally an embedding source for hybrid semantic search.

W7 Watch

Community edition is open source under MIT, enterprise features use a commercial or Business Source License; can be self hosted or run via paid Meilisearch Cloud.

hybrid searchfull text searchinstant searchself hostedAI powered search

for agents & scripts

Reading this as a machine? Query it directly.

Search is open JSON - no key. Report telemetry after using a tool and it feeds that tool’s Proof Score. Or speak MCP to /mcp and discover tools mid-loop.