From 917041ab9773a47fd88e134c9ed1e8e63988ae6d Mon Sep 17 00:00:00 2001
From: James Briggs <james.briggs@hotmail.com>
Date: Wed, 3 Apr 2024 10:54:40 +0800
Subject: [PATCH] add integration section to readme

---
 README.md | 7 ++++++-
 1 file changed, 6 insertions(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 03480b8d..74209411 100644
--- a/README.md
+++ b/README.md
@@ -15,7 +15,6 @@
 
 Semantic Router is a superfast decision-making layer for your LLMs and agents. Rather than waiting for slow LLM generations to make tool-use decisions, we use the magic of semantic vector space to make those decisions — _routing_ our requests using _semantic_ meaning.
 
-
 ---
 
 ## Quickstart
@@ -117,6 +116,12 @@ rl("I'm interested in learning about llama 2").name
 
 In this case, no decision could be made as we had no matches — so our route layer returned `None`!
 
+## Integrations
+
+The _encoders_ of semantic router include easy-to-use integrations with [Cohere](https://github.com/aurelio-labs/semantic-router/blob/main/semantic_router/encoders/cohere.py), [OpenAI](https://github.com/aurelio-labs/semantic-router/blob/main/docs/encoders/openai-embed-3.ipynb), [Hugging Face](https://github.com/aurelio-labs/semantic-router/blob/main/docs/encoders/huggingface.ipynb), [FastEmbed](https://github.com/aurelio-labs/semantic-router/blob/main/docs/encoders/fastembed.ipynb), and [more](https://github.com/aurelio-labs/semantic-router/tree/main/semantic_router/encoders) — we even support [multi-modality](https://github.com/aurelio-labs/semantic-router/blob/main/docs/07-multi-modal.ipynb)!.
+
+Our utterance vector space also integrates with [Pinecone](https://github.com/aurelio-labs/semantic-router/blob/main/docs/indexes/pinecone.ipynb) and [Qdrant](https://github.com/aurelio-labs/semantic-router/blob/main/docs/indexes/qdrant.ipynb)!
+
 ---
 
 ## 📚 Resources
-- 
GitLab