diff --git a/pkgs/community/swarmauri_documentstore_redis/pyproject.toml b/pkgs/community/swarmauri_documentstore_redis/pyproject.toml
index e67cb99a..5bf27acc 100644
--- a/pkgs/community/swarmauri_documentstore_redis/pyproject.toml
+++ b/pkgs/community/swarmauri_documentstore_redis/pyproject.toml
@@ -17,8 +17,8 @@ classifiers = [
 python = ">=3.10,<3.13"
 
 # Swarmauri
-swarmauri_core = { path = "../../core" }
-swarmauri_base = { path = "../../base" }
+swarmauri_core = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/core"}
+swarmauri_base = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/base"}
 
 # Dependencies
 redis = "^4.0"
diff --git a/pkgs/community/swarmauri_embedding_mlm/pyproject.toml b/pkgs/community/swarmauri_embedding_mlm/pyproject.toml
index a69b9844..847c5787 100644
--- a/pkgs/community/swarmauri_embedding_mlm/pyproject.toml
+++ b/pkgs/community/swarmauri_embedding_mlm/pyproject.toml
@@ -17,8 +17,8 @@ classifiers = [
 python = ">=3.10,<3.13"
 
 # Swarmauri
-swarmauri_core = { path = "../../core" }
-swarmauri_base = { path = "../../base" }
+swarmauri_core = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/core"}
+swarmauri_base = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/base"}
 
 
 [tool.poetry.group.dev.dependencies]
diff --git a/pkgs/community/swarmauri_llm_leptonai/pyproject.toml b/pkgs/community/swarmauri_llm_leptonai/pyproject.toml
index 68980da8..86d81a1b 100644
--- a/pkgs/community/swarmauri_llm_leptonai/pyproject.toml
+++ b/pkgs/community/swarmauri_llm_leptonai/pyproject.toml
@@ -17,8 +17,8 @@ classifiers = [
 python = ">=3.10,<3.13"
 
 # Swarmauri
-swarmauri_core = { path = "../../core" }
-swarmauri_base = { path = "../../base" }
+swarmauri_core = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/core"}
+swarmauri_base = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/base"}
 
 # Dependencies
 leptonai = "^0.22.0"
diff --git a/pkgs/community/swarmauri_llm_pytesseractimg2text/pyproject.toml b/pkgs/community/swarmauri_llm_pytesseractimg2text/pyproject.toml
index 715fe7fc..955f9771 100644
--- a/pkgs/community/swarmauri_llm_pytesseractimg2text/pyproject.toml
+++ b/pkgs/community/swarmauri_llm_pytesseractimg2text/pyproject.toml
@@ -17,8 +17,8 @@ classifiers = [
 python = ">=3.10,<3.13"
 
 # Swarmauri
-swarmauri_core = { path = "../../core" }
-swarmauri_base = { path = "../../base" }
+swarmauri_core = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/core"}
+swarmauri_base = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/base"}
 
 # Dependencies
 pytesseract = "^0.3.13"
diff --git a/pkgs/community/swarmauri_measurement_mutualinformation/pyproject.toml b/pkgs/community/swarmauri_measurement_mutualinformation/pyproject.toml
index 931ae341..4a1905dd 100644
--- a/pkgs/community/swarmauri_measurement_mutualinformation/pyproject.toml
+++ b/pkgs/community/swarmauri_measurement_mutualinformation/pyproject.toml
@@ -17,8 +17,8 @@ classifiers = [
 python = ">=3.10,<3.13"
 
 # Swarmauri
-swarmauri_core = { path = "../../core" }
-swarmauri_base = { path = "../../base" }
+swarmauri_core = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/core"}
+swarmauri_base = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/base"}
 
 # Dependencies
 scikit-learn = "^1.5.2"
diff --git a/pkgs/community/swarmauri_measurement_tokencountestimator/pyproject.toml b/pkgs/community/swarmauri_measurement_tokencountestimator/pyproject.toml
index 0da8831a..1662aa77 100644
--- a/pkgs/community/swarmauri_measurement_tokencountestimator/pyproject.toml
+++ b/pkgs/community/swarmauri_measurement_tokencountestimator/pyproject.toml
@@ -17,8 +17,8 @@ classifiers = [
 python = ">=3.10,<3.13"
 
 # Swarmauri
-swarmauri_core = { path = "../../core" }
-swarmauri_base = { path = "../../base" }
+swarmauri_core = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/core"}
+swarmauri_base = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/base"}
 
 # Dependencies
 tiktoken = "^0.8.0"
diff --git a/pkgs/community/swarmauri_parser_bertembedding/pyproject.toml b/pkgs/community/swarmauri_parser_bertembedding/pyproject.toml
index a108db2c..651181a4 100644
--- a/pkgs/community/swarmauri_parser_bertembedding/pyproject.toml
+++ b/pkgs/community/swarmauri_parser_bertembedding/pyproject.toml
@@ -17,8 +17,8 @@ classifiers = [
 python = ">=3.10,<3.13"
 
 # Swarmauri
-swarmauri_core = { path = "../../core" }
-swarmauri_base = { path = "../../base" }
+swarmauri_core = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/core"}
+swarmauri_base = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/base"}
 
 # Dependencies
 transformers = ">=4.45.0"
diff --git a/pkgs/community/swarmauri_parser_entityrecognition/pyproject.toml b/pkgs/community/swarmauri_parser_entityrecognition/pyproject.toml
index 30d1c581..e44a1c4f 100644
--- a/pkgs/community/swarmauri_parser_entityrecognition/pyproject.toml
+++ b/pkgs/community/swarmauri_parser_entityrecognition/pyproject.toml
@@ -17,8 +17,8 @@ classifiers = [
 python = ">=3.10,<3.13"
 
 # Swarmauri
-swarmauri_core = { path = "../../core" }
-swarmauri_base = { path = "../../base" }
+swarmauri_core = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/core"}
+swarmauri_base = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/base"}
 
 # Dependencies
 spacy = ">=3.0.0,<=3.8.2"
diff --git a/pkgs/community/swarmauri_parser_fitzpdf/pyproject.toml b/pkgs/community/swarmauri_parser_fitzpdf/pyproject.toml
index 763f9fa0..ddadf5a6 100644
--- a/pkgs/community/swarmauri_parser_fitzpdf/pyproject.toml
+++ b/pkgs/community/swarmauri_parser_fitzpdf/pyproject.toml
@@ -17,8 +17,8 @@ classifiers = [
 python = ">=3.10,<3.13"
 
 # Swarmauri
-swarmauri_core = { path = "../../core" }
-swarmauri_base = { path = "../../base" }
+swarmauri_core = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/core"}
+swarmauri_base = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/base"}
 
 # Dependencies
 PyMuPDF = "^1.24.12"
diff --git a/pkgs/community/swarmauri_parser_pypdf2/pyproject.toml b/pkgs/community/swarmauri_parser_pypdf2/pyproject.toml
index d674c2d9..3ee54724 100644
--- a/pkgs/community/swarmauri_parser_pypdf2/pyproject.toml
+++ b/pkgs/community/swarmauri_parser_pypdf2/pyproject.toml
@@ -17,8 +17,8 @@ classifiers = [
 python = ">=3.10,<3.13"
 
 # Swarmauri
-swarmauri_core = { path = "../../core" }
-swarmauri_base = { path = "../../base" }
+swarmauri_core = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/core"}
+swarmauri_base = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/base"}
 
 # Dependencies
 pypdf = "^5.0.1"
diff --git a/pkgs/community/swarmauri_parser_pypdftk/pyproject.toml b/pkgs/community/swarmauri_parser_pypdftk/pyproject.toml
index 59a71d80..4f6b5a50 100644
--- a/pkgs/community/swarmauri_parser_pypdftk/pyproject.toml
+++ b/pkgs/community/swarmauri_parser_pypdftk/pyproject.toml
@@ -17,8 +17,8 @@ classifiers = [
 python = ">=3.10,<3.13"
 
 # Swarmauri
-swarmauri_core = { path = "../../core" }
-swarmauri_base = { path = "../../base" }
+swarmauri_core = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/core"}
+swarmauri_base = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/base"}
 
 # Dependencies
 pypdftk = "^0.5"
diff --git a/pkgs/community/swarmauri_parser_textblob/pyproject.toml b/pkgs/community/swarmauri_parser_textblob/pyproject.toml
index 150428be..dd985b66 100644
--- a/pkgs/community/swarmauri_parser_textblob/pyproject.toml
+++ b/pkgs/community/swarmauri_parser_textblob/pyproject.toml
@@ -17,8 +17,8 @@ classifiers = [
 python = ">=3.10,<3.13"
 
 # Swarmauri
-swarmauri_core = { path = "../../core" }
-swarmauri_base = { path = "../../base" }
+swarmauri_core = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/core"}
+swarmauri_base = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/base"}
 
 # Dependencies
 textblob = "^0.18.0"
diff --git a/pkgs/community/swarmauri_state_clipboard/pyproject.toml b/pkgs/community/swarmauri_state_clipboard/pyproject.toml
index 73f05e8e..f8825a35 100644
--- a/pkgs/community/swarmauri_state_clipboard/pyproject.toml
+++ b/pkgs/community/swarmauri_state_clipboard/pyproject.toml
@@ -17,8 +17,8 @@ classifiers = [
 python = ">=3.10,<3.13"
 
 # Swarmauri
-swarmauri_core = { path = "../../core" }
-swarmauri_base = { path = "../../base" }
+swarmauri_core = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/core"}
+swarmauri_base = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/base"}
 
 # dependencies
 pyperclip = "^1.8.3"
diff --git a/pkgs/community/swarmauri_tool_captchagenerator/pyproject.toml b/pkgs/community/swarmauri_tool_captchagenerator/pyproject.toml
index f681c488..eae9e2d1 100644
--- a/pkgs/community/swarmauri_tool_captchagenerator/pyproject.toml
+++ b/pkgs/community/swarmauri_tool_captchagenerator/pyproject.toml
@@ -17,8 +17,8 @@ classifiers = [
 python = ">=3.10,<3.13"
 
 # Swarmauri
-swarmauri_core = { path = "../../core" }
-swarmauri_base = { path = "../../base" }
+swarmauri_core = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/core"}
+swarmauri_base = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/base"}
 
 # dependencies
 captcha = "^0.6.0"
diff --git a/pkgs/community/swarmauri_tool_dalechallreadability/pyproject.toml b/pkgs/community/swarmauri_tool_dalechallreadability/pyproject.toml
index 1bf18f93..23866e4d 100644
--- a/pkgs/community/swarmauri_tool_dalechallreadability/pyproject.toml
+++ b/pkgs/community/swarmauri_tool_dalechallreadability/pyproject.toml
@@ -17,8 +17,8 @@ classifiers = [
 python = ">=3.10,<3.13"
 
 # Swarmauri
-swarmauri_core = { path = "../../core" }
-swarmauri_base = { path = "../../base" }
+swarmauri_core = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/core"}
+swarmauri_base = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/base"}
 
 # dependencies
 textstat = "^0.7.4"
diff --git a/pkgs/community/swarmauri_tool_downloadpdf/pyproject.toml b/pkgs/community/swarmauri_tool_downloadpdf/pyproject.toml
index fe54e2ef..e278a648 100644
--- a/pkgs/community/swarmauri_tool_downloadpdf/pyproject.toml
+++ b/pkgs/community/swarmauri_tool_downloadpdf/pyproject.toml
@@ -17,8 +17,8 @@ classifiers = [
 python = ">=3.10,<3.13"
 
 # Swarmauri
-swarmauri_core = { path = "../../core" }
-swarmauri_base = { path = "../../base" }
+swarmauri_core = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/core"}
+swarmauri_base = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/base"}
 
 
 [tool.poetry.group.dev.dependencies]
diff --git a/pkgs/community/swarmauri_tool_entityrecognition/pyproject.toml b/pkgs/community/swarmauri_tool_entityrecognition/pyproject.toml
index 891d5401..acdc9e84 100644
--- a/pkgs/community/swarmauri_tool_entityrecognition/pyproject.toml
+++ b/pkgs/community/swarmauri_tool_entityrecognition/pyproject.toml
@@ -17,8 +17,8 @@ classifiers = [
 python = ">=3.10,<3.13"
 
 # Swarmauri
-swarmauri_core = { path = "../../core" }
-swarmauri_base = { path = "../../base" }
+swarmauri_core = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/core"}
+swarmauri_base = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/base"}
 
 # Dependencies
 transformers = ">=4.45.0"
diff --git a/pkgs/community/swarmauri_tool_folium/pyproject.toml b/pkgs/community/swarmauri_tool_folium/pyproject.toml
index 58ed6b75..87bdeefd 100644
--- a/pkgs/community/swarmauri_tool_folium/pyproject.toml
+++ b/pkgs/community/swarmauri_tool_folium/pyproject.toml
@@ -17,8 +17,8 @@ classifiers = [
 python = ">=3.10,<3.13"
 
 # Swarmauri
-swarmauri_core = { path = "../../core" }
-swarmauri_base = { path = "../../base" }
+swarmauri_core = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/core"}
+swarmauri_base = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/base"}
 
 # Dependencies
 folium = "^0.18.0"
diff --git a/pkgs/community/swarmauri_tool_github/pyproject.toml b/pkgs/community/swarmauri_tool_github/pyproject.toml
index d430cda6..2db9cbab 100644
--- a/pkgs/community/swarmauri_tool_github/pyproject.toml
+++ b/pkgs/community/swarmauri_tool_github/pyproject.toml
@@ -17,8 +17,8 @@ classifiers = [
 python = ">=3.10,<3.13"
 
 # Swarmauri
-swarmauri_core = { path = "../../core" }
-swarmauri_base = { path = "../../base" }
+swarmauri_core = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/core"}
+swarmauri_base = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/base"}
 
 # Dependencies
 pygithub = "^2.4.0"
diff --git a/pkgs/community/swarmauri_tool_gmail/pyproject.toml b/pkgs/community/swarmauri_tool_gmail/pyproject.toml
index 186ca0f5..309ecdf6 100644
--- a/pkgs/community/swarmauri_tool_gmail/pyproject.toml
+++ b/pkgs/community/swarmauri_tool_gmail/pyproject.toml
@@ -17,8 +17,8 @@ classifiers = [
 python = ">=3.10,<3.13"
 
 # Swarmauri
-swarmauri_core = { path = "../../core" }
-swarmauri_base = { path = "../../base" }
+swarmauri_core = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/core"}
+swarmauri_base = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/base"}
 
 # Dependencies
 
diff --git a/pkgs/community/swarmauri_tool_lexicaldensity/pyproject.toml b/pkgs/community/swarmauri_tool_lexicaldensity/pyproject.toml
index 65610c6f..8e68bd78 100644
--- a/pkgs/community/swarmauri_tool_lexicaldensity/pyproject.toml
+++ b/pkgs/community/swarmauri_tool_lexicaldensity/pyproject.toml
@@ -17,8 +17,8 @@ classifiers = [
 python = ">=3.10,<3.13"
 
 # Swarmauri
-swarmauri_core = { path = "../../core" }
-swarmauri_base = { path = "../../base" }
+swarmauri_core = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/core"}
+swarmauri_base = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/base"}
 
 # Dependencies
 textstat = "^0.7.4"
diff --git a/pkgs/community/swarmauri_tool_psutil/pyproject.toml b/pkgs/community/swarmauri_tool_psutil/pyproject.toml
index 49f87dbb..377d9cbb 100644
--- a/pkgs/community/swarmauri_tool_psutil/pyproject.toml
+++ b/pkgs/community/swarmauri_tool_psutil/pyproject.toml
@@ -17,8 +17,8 @@ classifiers = [
 python = ">=3.10,<3.13"
 
 # Swarmauri
-swarmauri_core = { path = "../../core" }
-swarmauri_base = { path = "../../base" }
+swarmauri_core = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/core"}
+swarmauri_base = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/base"}
 
 # Dependencies
 psutil = "^6.1.0"
diff --git a/pkgs/community/swarmauri_tool_qrcodegenerator/pyproject.toml b/pkgs/community/swarmauri_tool_qrcodegenerator/pyproject.toml
index 14c025b3..72aa4c67 100644
--- a/pkgs/community/swarmauri_tool_qrcodegenerator/pyproject.toml
+++ b/pkgs/community/swarmauri_tool_qrcodegenerator/pyproject.toml
@@ -17,8 +17,8 @@ classifiers = [
 python = ">=3.10,<3.13"
 
 # Swarmauri
-swarmauri_core = { path = "../../core" }
-swarmauri_base = { path = "../../base" }
+swarmauri_core = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/core"}
+swarmauri_base = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/base"}
 
 # Dependencies
 qrcode = "^7.3.1"
diff --git a/pkgs/community/swarmauri_tool_sentencecomplexity/pyproject.toml b/pkgs/community/swarmauri_tool_sentencecomplexity/pyproject.toml
index 2c8a201e..e8252341 100644
--- a/pkgs/community/swarmauri_tool_sentencecomplexity/pyproject.toml
+++ b/pkgs/community/swarmauri_tool_sentencecomplexity/pyproject.toml
@@ -17,8 +17,8 @@ classifiers = [
 python = ">=3.10,<3.13"
 
 # Swarmauri
-swarmauri_core = { path = "../../core" }
-swarmauri_base = { path = "../../base" }
+swarmauri_core = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/core"}
+swarmauri_base = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/base"}
 
 # Dependencies
 nltk = "^3.9.1"
diff --git a/pkgs/community/swarmauri_tool_sentimentanalysis/pyproject.toml b/pkgs/community/swarmauri_tool_sentimentanalysis/pyproject.toml
index 82d5dfb9..fbfe5b40 100644
--- a/pkgs/community/swarmauri_tool_sentimentanalysis/pyproject.toml
+++ b/pkgs/community/swarmauri_tool_sentimentanalysis/pyproject.toml
@@ -17,8 +17,8 @@ classifiers = [
 python = ">=3.10,<3.13"
 
 # Swarmauri
-swarmauri_core = { path = "../../core" }
-swarmauri_base = { path = "../../base" }
+swarmauri_core = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/core"}
+swarmauri_base = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/base"}
 
 
 [tool.poetry.group.dev.dependencies]
diff --git a/pkgs/community/swarmauri_tool_smogindex/pyproject.toml b/pkgs/community/swarmauri_tool_smogindex/pyproject.toml
index 652b12d0..4a1ee2fc 100644
--- a/pkgs/community/swarmauri_tool_smogindex/pyproject.toml
+++ b/pkgs/community/swarmauri_tool_smogindex/pyproject.toml
@@ -17,8 +17,8 @@ classifiers = [
 python = ">=3.10,<3.13"
 
 # Swarmauri
-swarmauri_core = { path = "../../core" }
-swarmauri_base = { path = "../../base" }
+swarmauri_core = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/core"}
+swarmauri_base = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/base"}
 
 # Dependencies
 nltk = "^3.9.1"
diff --git a/pkgs/community/swarmauri_tool_textlength/pyproject.toml b/pkgs/community/swarmauri_tool_textlength/pyproject.toml
index 0a013fdb..5d4a6ad0 100644
--- a/pkgs/community/swarmauri_tool_textlength/pyproject.toml
+++ b/pkgs/community/swarmauri_tool_textlength/pyproject.toml
@@ -17,8 +17,8 @@ classifiers = [
 python = ">=3.10,<3.13"
 
 # Swarmauri
-swarmauri_core = { path = "../../core" }
-swarmauri_base = { path = "../../base" }
+swarmauri_core = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/core"}
+swarmauri_base = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/base"}
 
 # Dependencies
 nltk = "^3.9.1"
diff --git a/pkgs/community/swarmauri_tool_webscraping/pyproject.toml b/pkgs/community/swarmauri_tool_webscraping/pyproject.toml
index 6f0cbfa9..f1c2032f 100644
--- a/pkgs/community/swarmauri_tool_webscraping/pyproject.toml
+++ b/pkgs/community/swarmauri_tool_webscraping/pyproject.toml
@@ -17,8 +17,8 @@ classifiers = [
 python = ">=3.10,<3.13"
 
 # Swarmauri
-swarmauri_core = { path = "../../core" }
-swarmauri_base = { path = "../../base" }
+swarmauri_core = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/core"}
+swarmauri_base = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/base"}
 
 # Dependencies
 beautifulsoup4 = "^4.10.0"
diff --git a/pkgs/community/swarmauri_tool_zapierhook/pyproject.toml b/pkgs/community/swarmauri_tool_zapierhook/pyproject.toml
index 031d2f6d..ad090036 100644
--- a/pkgs/community/swarmauri_tool_zapierhook/pyproject.toml
+++ b/pkgs/community/swarmauri_tool_zapierhook/pyproject.toml
@@ -17,8 +17,8 @@ classifiers = [
 python = ">=3.10,<3.13"
 
 # Swarmauri
-swarmauri_core = { path = "../../core" }
-swarmauri_base = { path = "../../base" }
+swarmauri_core = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/core"}
+swarmauri_base = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/base"}
 
 [tool.poetry.group.dev.dependencies]
 flake8 = "^7.0"
diff --git a/pkgs/community/swarmauri_vectorstore_annoy/pyproject.toml b/pkgs/community/swarmauri_vectorstore_annoy/pyproject.toml
index 7631a1d2..55af909d 100644
--- a/pkgs/community/swarmauri_vectorstore_annoy/pyproject.toml
+++ b/pkgs/community/swarmauri_vectorstore_annoy/pyproject.toml
@@ -17,9 +17,9 @@ classifiers = [
 python = ">=3.10,<3.13"
 
 # Swarmauri
-swarmauri_core = { path = "../../core" }
-swarmauri_base = { path = "../../base" }
-swarmauri_embedding_doc2vec = { path = "../../standards" }
+swarmauri_core = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/core"}
+swarmauri_base = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/base"}
+swarmauri_embedding_doc2vec = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/standards"}
 
 # Dependencies
 annoy = "^1.17.3"
diff --git a/pkgs/community/swarmauri_vectorstore_cloudweaviate/pyproject.toml b/pkgs/community/swarmauri_vectorstore_cloudweaviate/pyproject.toml
index b0945ba1..0bb20bc0 100644
--- a/pkgs/community/swarmauri_vectorstore_cloudweaviate/pyproject.toml
+++ b/pkgs/community/swarmauri_vectorstore_cloudweaviate/pyproject.toml
@@ -17,9 +17,9 @@ classifiers = [
 python = ">=3.10,<3.13"
 
 # Swarmauri
-swarmauri_core = { path = "../../core" }
-swarmauri_base = { path = "../../base" }
-swarmauri_embedding_doc2vec = { path = "../../standards" }
+swarmauri_core = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/core"}
+swarmauri_base = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/base"}
+swarmauri_embedding_doc2vec = { git = https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/standards"}
 
 # Dependencies
 weaviate-client = "^4.9.2"
diff --git a/pkgs/community/swarmauri_vectorstore_duckdb/pyproject.toml b/pkgs/community/swarmauri_vectorstore_duckdb/pyproject.toml
index 7afb9511..b581c1f8 100644
--- a/pkgs/community/swarmauri_vectorstore_duckdb/pyproject.toml
+++ b/pkgs/community/swarmauri_vectorstore_duckdb/pyproject.toml
@@ -17,9 +17,9 @@ classifiers = [
 python = ">=3.10,<3.13"
 
 # Swarmauri
-swarmauri_core = { path = "../../core" }
-swarmauri_base = { path = "../../base" }
-swarmauri_embedding_doc2vec = { path = "../../standards" }
+swarmauri_core = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/core"}
+swarmauri_base = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/base"}
+swarmauri_embedding_doc2vec = { git = https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/standards"}
 
 # Dependencies
 duckdb = "^1.1.1"
diff --git a/pkgs/community/swarmauri_vectorstore_mlm/pyproject.toml b/pkgs/community/swarmauri_vectorstore_mlm/pyproject.toml
index 1eadf5b5..9a159eec 100644
--- a/pkgs/community/swarmauri_vectorstore_mlm/pyproject.toml
+++ b/pkgs/community/swarmauri_vectorstore_mlm/pyproject.toml
@@ -17,9 +17,9 @@ classifiers = [
 python = ">=3.10,<3.13"
 
 # Swarmauri
-swarmauri_core = { path = "../../core" }
-swarmauri_base = { path = "../../base" }
-swarmauri_vectorstore_mlm = { path = "../../community" }
+swarmauri_core = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/core"}
+swarmauri_base = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/base"}
+swarmauri_embedding_doc2vec = { git = https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/standards"}
 
 # Dependencies
 transformers = ">=4.45.0"
diff --git a/pkgs/community/swarmauri_vectorstore_neo4j/pyproject.toml b/pkgs/community/swarmauri_vectorstore_neo4j/pyproject.toml
index 3c3552fd..a1f60d79 100644
--- a/pkgs/community/swarmauri_vectorstore_neo4j/pyproject.toml
+++ b/pkgs/community/swarmauri_vectorstore_neo4j/pyproject.toml
@@ -17,8 +17,8 @@ classifiers = [
 python = ">=3.10,<3.13"
 
 # Swarmauri
-swarmauri_core = { path = "../../core" }
-swarmauri_base = { path = "../../base" }
+swarmauri_core = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/core"}
+swarmauri_base = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/base"}
 
 # Dependencies
 neo4j = "^5.25.0"
diff --git a/pkgs/community/swarmauri_vectorstore_persistentchromadb/pyproject.toml b/pkgs/community/swarmauri_vectorstore_persistentchromadb/pyproject.toml
index fb4c7ad1..88739e29 100644
--- a/pkgs/community/swarmauri_vectorstore_persistentchromadb/pyproject.toml
+++ b/pkgs/community/swarmauri_vectorstore_persistentchromadb/pyproject.toml
@@ -17,9 +17,9 @@ classifiers = [
 python = ">=3.10,<3.13"
 
 # Swarmauri
-swarmauri_core = { path = "../../core" }
-swarmauri_base = { path = "../../base" }
-swarmauri_embedding_doc2vec = { path = "../../standards" }
+swarmauri_core = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/core"}
+swarmauri_base = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/base"}
+swarmauri_embedding_doc2vec = { git = https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/standards"}
 
 
 # Dependencies
diff --git a/pkgs/community/swarmauri_vectorstore_pinecone/pyproject.toml b/pkgs/community/swarmauri_vectorstore_pinecone/pyproject.toml
index da427d57..3dcd6630 100644
--- a/pkgs/community/swarmauri_vectorstore_pinecone/pyproject.toml
+++ b/pkgs/community/swarmauri_vectorstore_pinecone/pyproject.toml
@@ -17,9 +17,9 @@ classifiers = [
 python = ">=3.10,<3.13"
 
 # Swarmauri
-swarmauri_core = { path = "../../core" }
-swarmauri_base = { path = "../../base" }
-swarmauri_embedding_doc2vec = { path = "../../standards" }
+swarmauri_core = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/core"}
+swarmauri_base = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/base"}
+swarmauri_embedding_doc2vec = { git = https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/standards"}
 
 # Dependencies
 pinecone-client[grpc] = "^5.0.1"
diff --git a/pkgs/community/swarmauri_vectorstore_qdrant/pyproject.toml b/pkgs/community/swarmauri_vectorstore_qdrant/pyproject.toml
index 48e5b2f8..8365be1a 100644
--- a/pkgs/community/swarmauri_vectorstore_qdrant/pyproject.toml
+++ b/pkgs/community/swarmauri_vectorstore_qdrant/pyproject.toml
@@ -17,9 +17,9 @@ classifiers = [
 python = ">=3.10,<3.13"
 
 # Swarmauri
-swarmauri_core = { path = "../../core" }
-swarmauri_base = { path = "../../base" }
-swarmauri_embedding_doc2vec = { path = "../../standards" }
+swarmauri_core = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/core"}
+swarmauri_base = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/base"}
+swarmauri_embedding_doc2vec = { git = https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/standards"}
 
 # Dependencies
 qdrant-client = "^1.12.0"
diff --git a/pkgs/community/swarmauri_vectorstore_redis/pyproject.toml b/pkgs/community/swarmauri_vectorstore_redis/pyproject.toml
index 68d1ca2f..40ebac4e 100644
--- a/pkgs/community/swarmauri_vectorstore_redis/pyproject.toml
+++ b/pkgs/community/swarmauri_vectorstore_redis/pyproject.toml
@@ -17,8 +17,8 @@ classifiers = [
 python = ">=3.10,<3.13"
 
 # Swarmauri
-swarmauri_core = { path = "../../core" }
-swarmauri_base = { path = "../../base" }
+swarmauri_core = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/core"}
+swarmauri_base = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/base"}
 
 # Dependencies
 redis = "^4.0"
diff --git a/pkgs/pyproject.toml b/pkgs/pyproject.toml
index c803ff38..c84d4a85 100644
--- a/pkgs/pyproject.toml
+++ b/pkgs/pyproject.toml
@@ -12,27 +12,66 @@ python = ">=3.10,<3.13"
 pydantic = "^2.0"
 
 # Path dependencies (editable installs by default)
-swarmauri_core = { path = "./core" }
-swarmauri_base = { path = "./base" }
-swarmauri = { path = "./swarmauri" }
-swarmauri_standard = { path = "./standards/swarmauri_standard", extras=["full"] }
+swarmauri_core = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/core" }
+swarmauri_base = { git = ""https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/base" }
+swarmauri = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/swarmauri" }
+swarmauri_standard = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/standards/swarmauri_standard", extras = ["full"] }
 
 # Extra First Class Citizens
-swarmauri_vectorstore_doc2vec = { path = "./standards/swarmauri_doc2vec_vectorstore", optional = true }
-swarmauri_embedding_doc2vec = { path = "./standards/swarmauri_doc2vec_embedding", optional = true }
-swarmauri_tool_matplotlib = { path = "./standards/swarmauri_matplotlib_tool", optional = true }
-swarmauri_parser_keywordextractor = { path = "./standards/swarmauri_keywordextractor_parser", optional = true }
-swarmauri_vectorstore_tfidf = { path = "./standards/swarmauri_tfidf_vectorstore", optional = true }
-swarmauri_embedding_tfidf = { path = "./standards/swarmauri_tfidf_embedding", optional = true }
-swarmauri_embedding_nmf = { path = "./standards/swarmauri_nmf_embedding", optional = true }
-swarmauri_parser_beautifulsoupelement = { path = "./standards/swarmauri_beautifulsoupelement_parser", optional = true }
-swarmauri_distance_minkowski = { path = "./standards/swarmauri_minkowski_distance", optional = true }
+swarmauri_vectorstore_doc2vec = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/standards/vectorstore_doc2vec", optional = true }
+swarmauri_embedding_doc2vec = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/standards/embedding_doc2vec", optional = true }
+swarmauri_tool_matplotlib = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/standards/tool_matplotlib", optional = true }
+swarmauri_parser_keywordextractor = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/standards/parser_keywordextractor", optional = true }
+swarmauri_vectorstore_tfidf = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/standards/vectorstore_tfidf", optional = true }
+swarmauri_embedding_tfidf = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/standards/embedding_tfidf", optional = true }
+swarmauri_embedding_nmf = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/standards/embedding_nmf", optional = true }
+swarmauri_parser_beautifulsoupelement = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/standards/parser_beautifulsoupelement", optional = true }
+swarmauri_distance_minkowski = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/standards/distance_minkowski", optional = true }
 
 # Standard Plugin Example
 swm_example_package = { path = "./standards/swm_example_package" }
 
 # Community Packages (will push out later)
-swarmauri_community = { path = "./community/swarmauri_community", extras=["full"] }
+#swarmauri_community = { path = "./community/swarmauri_community", extras=["full"] }
+
+swarmauri_vectorstore_redis = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/community/swarmauri_vectorstore_redis", optional = true }
+swarmauri_documentstore_redis = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/community/swarmauri_documentstore_redis", optional = true }
+swarmauri_vectorstore_qdrant = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/community/swarmauri_vectorstore_qdrant", optional = true }
+swarmauri_vectorstore_pinecone = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/community/swarmauri_vectorstore_pinecone", optional = true }
+swarmauri_vectorstore_persistentchromadb = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/community/swarmauri_vectorstore_persistentchromadb", optional = true }
+swarmauri_vectorstore_neo4j = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/community/swarmauri_vectorstore_neo4j", optional = true }
+swarmauri_vectorstore_mlm = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/community/swarmauri_vectorstore_mlm", optional = true }
+swarmauri_vectorstore_duckdb = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/community/swarmauri_vectorstore_duckdb", optional = true }
+swarmauri_vectorstore_cloudweaviate = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/community/swarmauri_vectorstore_cloudweaviate", optional = true }
+swarmauri_tool_zapierhook = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/community/swarmauri_tool_zapierhook", optional = true }
+swarmauri_tool_webscraping = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/community/swarmauri_tool_webscraping", optional = true }
+swarmauri_tool_textlength = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/community/swarmauri_tool_textlength", optional = true }
+swarmauri_tool_smogindex = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/community/swarmauri_tool_smogindex", optional = true }
+swarmauri_tool_sentimentanalysis = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/community/swarmauri_tool_sentimentanalysis", optional = true }
+swarmauri_tool_sentencecomplexity = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/community/swarmauri_tool_sentencecomplexity", optional = true }
+swarmauri_tool_qrcodegenerator = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/community/swarmauri_tool_qrcodegenerator", optional = true }
+swarmauri_tool_lexicaldensity = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/community/swarmauri_tool_lexicaldensity", optional = true }
+swarmauri_parser_textblob = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/community/swarmauri_parser_textblob", optional = true }
+swarmauri_state_clipboard = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/community/swarmauri_state_clipboard", optional = true }
+swarmauri_parser_fitzpdf = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/community/swarmauri_parser_fitzpdf", optional = true }
+swarmauri_tool_captchagenerator = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/community/swarmauri_tool_captchagenerator", optional = true }
+swarmauri_parser_entityrecognition = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/community/swarmauri_parser_entityrecognition", optional = true }
+swarmauri_parser_bertembedding = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/community/swarmauri_parser_bertembedding", optional = true }
+swarmauri_measurement_mutualinformation = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/community/swarmauri_measurement_mutualinformation", optional = true }
+swarmauri_parser_pypdf2 = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/community/swarmauri_parser_pypdf2", optional = true }
+swarmauri_measurement_tokencountestimator = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/community/swarmauri_measurement_tokencountestimator", optional = true }
+swarmauri_llm_pytesseractimg2text = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/community/swarmauri_llm_pytesseractimg2text", optional = true }
+swarmauri_tool_entityrecognition = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/community/swarmauri_tool_entityrecognition", optional = true }
+swarmauri_tool_downloadpdf = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/community/swarmauri_tool_downloadpdf", optional = true }
+swarmauri_tool_dalechallreadability = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/community/swarmauri_tool_dalechallreadability", optional = true }
+swarmauri_llm_leptonai = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/community/swarmauri_llm_leptonai", optional = true }
+swarmauri_tool_gmail = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/community/swarmauri_tool_gmail", optional = true }
+swarmauri_tool_folium = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/community/swarmauri_tool_folium", optional = true }
+swarmauri_tool_psutil = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/community/swarmauri_tool_psutil", optional = true }
+swarmauri_embedding_mlm = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/community/swarmauri_embedding_mlm", optional = true }
+swarmauri_tool_github = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/community/swarmauri_tool_github", optional = true }
+swarmauri_vectorstore_annoy = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/community/swarmauri_vectorstore_annoy", optional = true }
+
 swm_example_community_package = { path = "./community/swm_example_community_package" }
 
 [tool.poetry.group.dev.dependencies]
diff --git a/pkgs/standards/swarmauri_distance_minkowski/pyproject.toml b/pkgs/standards/swarmauri_distance_minkowski/pyproject.toml
index 387d9a7c..b393e3ef 100644
--- a/pkgs/standards/swarmauri_distance_minkowski/pyproject.toml
+++ b/pkgs/standards/swarmauri_distance_minkowski/pyproject.toml
@@ -17,8 +17,8 @@ classifiers = [
 python = ">=3.10,<3.13"
 
 # Swarmauri
-swarmauri_core = { path = "../../core" }
-swarmauri_base = { path = "../../base" }
+swarmauri_core = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/core"}
+swarmauri_base = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/base"}
 
 # Dependencies
 scipy = ">=1.7.0,<1.14.0"
diff --git a/pkgs/standards/swarmauri_embedding_doc2vec/pyproject.toml b/pkgs/standards/swarmauri_embedding_doc2vec/pyproject.toml
index 8f0f9bc3..25905fd3 100644
--- a/pkgs/standards/swarmauri_embedding_doc2vec/pyproject.toml
+++ b/pkgs/standards/swarmauri_embedding_doc2vec/pyproject.toml
@@ -17,8 +17,8 @@ classifiers = [
 python = ">=3.10,<3.13"
 
 # Swarmauri
-swarmauri_core = { path = "../../core" }
-swarmauri_base = { path = "../../base" }
+swarmauri_core = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/core"}
+swarmauri_base = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/base"}
 
 # Dependencies
 gensim = "==4.3.3"
diff --git a/pkgs/standards/swarmauri_embedding_nmf/pyproject.toml b/pkgs/standards/swarmauri_embedding_nmf/pyproject.toml
index b21023c3..a732d38b 100644
--- a/pkgs/standards/swarmauri_embedding_nmf/pyproject.toml
+++ b/pkgs/standards/swarmauri_embedding_nmf/pyproject.toml
@@ -17,8 +17,8 @@ classifiers = [
 python = ">=3.10,<3.13"
 
 # Swarmauri
-swarmauri_core = { path = "../../core" }
-swarmauri_base = { path = "../../base" }
+swarmauri_core = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/core"}
+swarmauri_base = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/base"}
 
 # Dependencies
 scikit-learn = "^1.4.2"
diff --git a/pkgs/standards/swarmauri_embedding_nmf/tests/unit/TfidfEmbedding_unit_test.py b/pkgs/standards/swarmauri_embedding_nmf/tests/unit/TfidfEmbedding_unit_test.py
new file mode 100644
index 00000000..64fb5068
--- /dev/null
+++ b/pkgs/standards/swarmauri_embedding_nmf/tests/unit/TfidfEmbedding_unit_test.py
@@ -0,0 +1,39 @@
+import pytest
+from swarmauri_embedding_nmf.NmfEmbedding import TfidfEmbedding
+
+
+@pytest.mark.unit
+def test_ubc_resource():
+    def test():
+        assert TfidfEmbedding().resource == "Embedding"
+
+    test()
+
+
+@pytest.mark.unit
+def test_ubc_type():
+    assert TfidfEmbedding().type == "TfidfEmbedding"
+
+
+@pytest.mark.unit
+def test_serialization():
+    embedder = TfidfEmbedding()
+    assert (
+        embedder.id == TfidfEmbedding.model_validate_json(embedder.model_dump_json()).id
+    )
+
+
+@pytest.mark.unit
+def test_fit_transform():
+    embedder = TfidfEmbedding()
+    documents = ["test", "test1", "test2"]
+    embedder.fit_transform(documents)
+    assert documents == embedder.extract_features()
+
+
+@pytest.mark.unit
+def test_infer_vector():
+    embedder = TfidfEmbedding()
+    documents = ["test", "test1", "test2"]
+    embedder.fit_transform(documents)
+    assert embedder.infer_vector("hi", documents).value == [1.0, 0.0, 0.0, 0.0]
diff --git a/pkgs/standards/swarmauri_embedding_tfidf/pyproject.toml b/pkgs/standards/swarmauri_embedding_tfidf/pyproject.toml
index 00159d56..280095ee 100644
--- a/pkgs/standards/swarmauri_embedding_tfidf/pyproject.toml
+++ b/pkgs/standards/swarmauri_embedding_tfidf/pyproject.toml
@@ -17,8 +17,8 @@ classifiers = [
 python = ">=3.10,<3.13"
 
 # Swarmauri
-swarmauri_core = { path = "../../core" }
-swarmauri_base = { path = "../../base" }
+swarmauri_core = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/core"}
+swarmauri_base = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/base"}
 
 # Dependencies
 scikit-learn = "^1.4.2"
diff --git a/pkgs/standards/swarmauri_parser_beautifulsoupelement/pyproject.toml b/pkgs/standards/swarmauri_parser_beautifulsoupelement/pyproject.toml
index 5eeca833..2d6c040b 100644
--- a/pkgs/standards/swarmauri_parser_beautifulsoupelement/pyproject.toml
+++ b/pkgs/standards/swarmauri_parser_beautifulsoupelement/pyproject.toml
@@ -17,8 +17,8 @@ classifiers = [
 python = ">=3.10,<3.13"
 
 # Swarmauri
-swarmauri_core = { path = "../../core" }
-swarmauri_base = { path = "../../base" }
+swarmauri_core = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/core"}
+swarmauri_base = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/base"}
 
 # Dependencies
 beautifulsoup4 = "04.12.3"
diff --git a/pkgs/standards/swarmauri_parser_keywordextractor/pyproject.toml b/pkgs/standards/swarmauri_parser_keywordextractor/pyproject.toml
index d262ad2f..426eee76 100644
--- a/pkgs/standards/swarmauri_parser_keywordextractor/pyproject.toml
+++ b/pkgs/standards/swarmauri_parser_keywordextractor/pyproject.toml
@@ -17,8 +17,8 @@ classifiers = [
 python = ">=3.10,<3.13"
 
 # Swarmauri
-swarmauri_core = { path = "../../core" }
-swarmauri_base = { path = "../../base" }
+swarmauri_core = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/core"}
+swarmauri_base = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/base"}
 
 # Dependencies
 yake = "==0.4.8"
diff --git a/pkgs/standards/swarmauri_standard/pyproject.toml b/pkgs/standards/swarmauri_standard/pyproject.toml
index 206afab4..35f0a9e9 100644
--- a/pkgs/standards/swarmauri_standard/pyproject.toml
+++ b/pkgs/standards/swarmauri_standard/pyproject.toml
@@ -17,8 +17,8 @@ classifiers = [
 python = ">=3.10,<3.13"
 
 # Swarmauri
-swarmauri_core = { path = "../../core" }
-swarmauri_base = { path = "../../base" }
+swarmauri_core = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/core"}
+swarmauri_base = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/base"}
 
 # Dependencies
 toml = "^0.10.2"
diff --git a/pkgs/standards/swarmauri_tool_matplotlib/pyproject.toml b/pkgs/standards/swarmauri_tool_matplotlib/pyproject.toml
index 13c5f6db..4643def8 100644
--- a/pkgs/standards/swarmauri_tool_matplotlib/pyproject.toml
+++ b/pkgs/standards/swarmauri_tool_matplotlib/pyproject.toml
@@ -17,8 +17,8 @@ classifiers = [
 python = ">=3.10,<3.13"
 
 # Swarmauri
-swarmauri_core = { path = "../../core" }
-swarmauri_base = { path = "../../base" }
+swarmauri_core = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/core"}
+swarmauri_base = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/base"}
 
 # Dependencies
 matplotlib = ">=3.9.2"
diff --git a/pkgs/standards/swarmauri_vectorstore_doc2vec/pyproject.toml b/pkgs/standards/swarmauri_vectorstore_doc2vec/pyproject.toml
index 5e26fd09..b7d15f5a 100644
--- a/pkgs/standards/swarmauri_vectorstore_doc2vec/pyproject.toml
+++ b/pkgs/standards/swarmauri_vectorstore_doc2vec/pyproject.toml
@@ -17,9 +17,10 @@ classifiers = [
 python = ">=3.10,<3.13"
 
 # Swarmauri
-swarmauri_core = { path = "../../core" }
-swarmauri_base = { path = "../../base" }
-swarmauri_embedding_doc2vec = { path = "../../standard" }
+
+swarmauri_core = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/core"}
+swarmauri_base = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/base"}
+swarmauri_embedding_doc2vec = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/standards"}
 
 [tool.poetry.group.dev.dependencies]
 flake8 = "^7.0"
diff --git a/pkgs/standards/swarmauri_vectorstore_tfidf/pyproject.toml b/pkgs/standards/swarmauri_vectorstore_tfidf/pyproject.toml
index b1a52849..d64313b2 100644
--- a/pkgs/standards/swarmauri_vectorstore_tfidf/pyproject.toml
+++ b/pkgs/standards/swarmauri_vectorstore_tfidf/pyproject.toml
@@ -17,9 +17,9 @@ classifiers = [
 python = ">=3.10,<3.13"
 
 # Swarmauri
-swarmauri_core = { path = "../../core" }
-swarmauri_base = { path = "../../base" }
-swarmauri_embedding_tfidf = { path = "../../standard" }
+swarmauri_core = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/core"}
+swarmauri_base = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/base"}
+swarmauri_embedding_tfidf = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/standards"}
 
 [tool.poetry.group.dev.dependencies]
 flake8 = "^7.0"
diff --git a/pkgs/swarmauri/pyproject.toml b/pkgs/swarmauri/pyproject.toml
index b4681813..b40e45ca 100644
--- a/pkgs/swarmauri/pyproject.toml
+++ b/pkgs/swarmauri/pyproject.toml
@@ -15,9 +15,9 @@ classifiers = [
 
 [tool.poetry.dependencies]
 python = ">=3.10,<3.13"
-swarmauri_core = { path = "../core" }
-swarmauri_base = { path = "../base" }
-swarmauri_standard = { path = "../standards/swarmauri_standard" }
+swarmauri_core = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/core"}
+swarmauri_base = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/base"}
+swarmauri_standard = { git = "https://github.com/swarmauri/swarmauri-sdk.git", branch = "mono/0.6.0.dev1", subdirectory = "pkgs/standards/swarmauri_standard"}
 
 toml = "^0.10.2"
 httpx = "^0.27.0"