diff --git a/README.md b/README.md
index 3142f3dbc..0cea59d96 100644
--- a/README.md
+++ b/README.md
@@ -8,15 +8,29 @@ https://www.rust-lang.org)
 
 A _full-text search database_ using a key-value store internally.
 
-It uses [RocksDB](https://github.com/facebook/rocksdb) as the internal key-value store. The key-value store allows us to handle updates and queries with small memory and CPU overheads.
+## Features
+
+- Provides [6 default ranking criteria](https://github.com/meilisearch/MeiliDB/blob/e0b759839d552f02e3dd0064948f4d8022415ed7/src/rank/criterion/mod.rs#L94-L105) used to [bucket sort](https://en.wikipedia.org/wiki/Bucket_sort) documents
+- Accepts [custom criteria](https://github.com/meilisearch/MeiliDB/blob/e0b759839d552f02e3dd0064948f4d8022415ed7/src/rank/criterion/mod.rs#L24-L31) and can apply them in any custom order
+- Support [ranged queries](https://github.com/meilisearch/MeiliDB/blob/e0b759839d552f02e3dd0064948f4d8022415ed7/src/rank/query_builder.rs#L165), useful for paginating results
+- Can [distinct](https://github.com/meilisearch/MeiliDB/blob/e0b759839d552f02e3dd0064948f4d8022415ed7/src/rank/query_builder.rs#L96) and [filter](https://github.com/meilisearch/MeiliDB/blob/e0b759839d552f02e3dd0064948f4d8022415ed7/src/rank/query_builder.rs#L85) returned documents based on context defined rules
+- Can store complete documents or only [user schema specified fields](https://github.com/meilisearch/MeiliDB/blob/20b5a6a06e4b897313e83e24fe1e1e47c660bfe8/examples/schema-example.toml)
+- The [default tokenizer](https://github.com/meilisearch/MeiliDB/blob/a960c325f30f38be6a63634b3bd621daf82912a8/src/tokenizer/mod.rs) can index latin and kanji based languages
+- Returns [the matching text areas](https://github.com/meilisearch/MeiliDB/blob/e0b759839d552f02e3dd0064948f4d8022415ed7/src/rank/mod.rs#L15-L18), useful to highlight matched words in results
+- Accepts query time search config like the [searchable fields](https://github.com/meilisearch/MeiliDB/blob/e0b759839d552f02e3dd0064948f4d8022415ed7/src/rank/query_builder.rs#L107)
+- Supports run time indexing  (incremental indexing)
+
+
+
+It uses [RocksDB](https://github.com/facebook/rocksdb) as the internal key-value store. The key-value store allows us to handle updates and queries with small memory and CPU overheads. The whole ranking system is [data oriented driven](https://github.com/meilisearch/MeiliDB/issues/82) and provides great performances.
 
 You can [read the deep dive](deep-dive.md) if you want more information on the engine, it describes the whole process of generating updates and handling queries or you can take a look at the [typos and ranking rules](typos-ranking-rules.md) if you want to know the default rules used to sort the documents.
 
-We will be proud if you submit issues and pull requests. You can help to grow this project and start contributing by checking [issues tagged "good-first-issue"](https://github.com/Kerollmops/MeiliDB/issues?q=is%3Aissue+is%3Aopen+label%3A%22good+first+issue%22). It is a good start!
+We will be proud if you submit issues and pull requests. You can help to grow this project and start contributing by checking [issues tagged "good-first-issue"](https://github.com/meilisearch/MeiliDB/issues?q=is%3Aissue+is%3Aopen+label%3A%22good+first+issue%22). It is a good start!
 
 The project is only a library yet. It means that there is no binary provided yet. To get started, you can check the examples wich are made to work with the data located in the `misc/` folder.
 
-MeiliDB will be a binary in a near future so you will be able to use it as a database out-of-the-box. We should be able to query it using a [to-be-defined](https://github.com/Kerollmops/MeiliDB/issues/38) protocol. This is our current goal, [see the milestones](https://github.com/Kerollmops/MeiliDB/milestones). In the end, the binary will be a bunch of network protocols and wrappers around the library - which will also be published on [crates.io](https://crates.io). Both the binary and the library will follow the same update cycle.
+MeiliDB will be a binary in a near future so you will be able to use it as a database out-of-the-box. We should be able to query it using a [to-be-defined](https://github.com/meilisearch/MeiliDB/issues/38) protocol. This is our current goal, [see the milestones](https://github.com/meilisearch/MeiliDB/milestones). In the end, the binary will be a bunch of network protocols and wrappers around the library - which will also be published on [crates.io](https://crates.io). Both the binary and the library will follow the same update cycle.