diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index 9028e2dd1..6d8071b56 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -12,6 +12,7 @@ This guide will help you get started and ensure your contributions can be effici
 - [Code of Conduct](CODE_OF_CONDUCT.md)
 - [Discord Community](https://discord.gg/bcy8xFAtfd)  
 - [Issue Tracker](https://github.com/topoteretes/cognee/issues)
+- [Cognee Docs](https://docs.cognee.ai)
 
 ## 1. 🚀 Ways to Contribute
 
@@ -69,6 +70,13 @@ Looking for a place to start? Try filtering for [good first issues](https://gith
 git clone https://github.com/<your-github-username>/cognee.git
 cd cognee
 ```
+In case you are working on Vector and Graph Adapters
+1. Fork the [**cognee**](https://github.com/topoteretes/cognee-community) repository
+2. Clone your fork:
+```shell
+git clone https://github.com/<your-github-username>/cognee-community.git
+cd cognee-community
+```
 
 ### Create a Branch
 
diff --git a/cognee/modules/retrieval/utils/brute_force_triplet_search.py b/cognee/modules/retrieval/utils/brute_force_triplet_search.py
index 381520737..4667f4738 100644
--- a/cognee/modules/retrieval/utils/brute_force_triplet_search.py
+++ b/cognee/modules/retrieval/utils/brute_force_triplet_search.py
@@ -155,12 +155,14 @@ async def brute_force_search(
         logger.error("Failed to initialize vector engine: %s", e)
         raise RuntimeError("Initialization error") from e
 
+    query_vector = (await vector_engine.embedding_engine.embed_text([query]))[0]
+
     send_telemetry("cognee.brute_force_triplet_search EXECUTION STARTED", user.id)
 
     async def search_in_collection(collection_name: str):
         try:
             return await vector_engine.search(
-                collection_name=collection_name, query_text=query, limit=0
+                collection_name=collection_name, query_vector=query_vector, limit=0
             )
         except CollectionNotFoundError:
             return []