diff --git a/List_of_codes.md b/List_of_codes.md
index 333f29f..8dc892a 100644
--- a/List_of_codes.md
+++ b/List_of_codes.md
@@ -4,7 +4,7 @@ Below is a list of publicly available gravitational microlensing modeling packag
 
 | Name and Repo | Docs | Language | Main Paper | Note |
 |---------------|------|----------|------------|------|
-| [VBMicrolensing](https://github.com/valboz/VBMicrolensing) | | C++, python wrapper | | model generation only | 
+| [VBMicrolensing](https://github.com/valboz/VBMicrolensing) | [docs](https://github.com/valboz/VBMicrolensing/tree/main/docs) | C++, python wrapper | | model generation only | 
 | [RTModel](https://github.com/valboz/RTModel) | [docs](https://github.com/valboz/RTModel/blob/main/docs/README.md) | C++, python wrapper | | model fitting (VBM for generation) |
 | [pyLIMA](https://github.com/ebachelet/pyLIMA) | [docs](https://pylima.readthedocs.io/en/latest/) | python | | |
 | [MulensModel](https://github.com/rpoleski/MulensModel) | [docs](https://rpoleski.github.io/MulensModel/) | python | | |
diff --git a/Model_Class_Support.md b/Model_Class_Support.md
index ffc294f..5315cd3 100644
--- a/Model_Class_Support.md
+++ b/Model_Class_Support.md
@@ -4,12 +4,12 @@ This page describes the types of models (e.g. single-lens or binary lens) that a
 
 ## Defintions
 
-VBM* = VBMicrolensing for model generation and RTModel for Fitting
-MM = MulensModel
-PSPL = Point Source, Point Lens (1S1L)
-PSBL = Point Source, Binary Lens (1S2L)
-BSPL = Binary Source, Point Lens (2S1L)
-BSBL = Binary Source, Binary Lens (2S2L)
+VBM* = VBMicrolensing for model generation and RTModel for Fitting  
+MM = MulensModel  
+PSPL = Point Source, Point Lens (1S1L)  
+PSBL = Point Source, Binary Lens (1S2L)  
+BSPL = Binary Source, Point Lens (2S1L)  
+BSBL = Binary Source, Binary Lens (2S2L)  
 
 | Feature                                                | BAGLE | VBM* | MM | pyLIMA | RTModel | eesunhong  |
 |--------------------------------------------------------|-------|------|----|--------|---------|------------|
diff --git a/Model_Fitting_Algorithms.md b/Model_Fitting_Algorithms.md
index 92faf2b..0713135 100644
--- a/Model_Fitting_Algorithms.md
+++ b/Model_Fitting_Algorithms.md
@@ -4,35 +4,73 @@ This page details the fitting algorithms/processes supported by various microlen
 
 ## Overview
 
-| Algorithm                                              | BAGLE | VBM | MM | pyLIMA | RTModel | eesunhong  |
-|--------------------------------------------------------|-------|-----|----|--------|---------|------------|
-| Uses Fitted Algorithm of Any Kind                      | Y     | N   | N  | Y      | Y       | Y          |
-| | | | | | | |
-| Binary Grid search                                     |       |     |    |        |         | Y          |
-| Differential Evolution                                 |       |     |    | Y      |         |            |
-| Nested Samples                                         | Y     |     |    |        |         |            |
-| Levenberg–Marquardt                                    |       |     |    |        | Y       |            |
+| Algorithm                                              | BAGLE | VBM | MM | pyLIMA | RTModel | eesunhong | microlux | microJax |
+|--------------------------------------------------------|-------|-----|----|--------|---------|-----------|----------|----------|
+| Uses Fitted Algorithm of Any Kind                      | Y     | N   | N  | Y      | Y       | Y         | N        | N        |
+| | | | | | | | | |
+| Binary Grid search                                     |       |     |    |        |         | Y         |          |          |
+| MCMC                                                   |       |     |    |        |         | Y         |          |          |
+| Differential Evolution                                 |       |     |    | Y      |         |           |          |          |
+| Nested Samples                                         | Y     |     |    |        |         |           |          |          |
+| Levenberg–Marquardt                                    |       |     |    |        | Y       |           |          |          |
+| Auto-Differentiation                                    |       |     |    |        |         |           | Y        | Y        |
 
 ## Package Specific Notes
 
-<!-- ### ### BAGLE -->
+### `BAGLE`
 
+**GitHub Link:** [https://github.com/MovingUniverseLab/BAGLE_Microlensing](https://github.com/MovingUniverseLab/BAGLE_Microlensing)  
+**Documentation Link:** [https://bagle.readthedocs.io/en/latest/](https://bagle.readthedocs.io/en/latest/)
 
 
-<!-- ### VBM -->
+<!--
+### `VBM`
 
+**GitHub Link:** [https://github.com/valboz/VBMicrolensing](https://github.com/valboz/VBMicrolensing)  
+**Documentation Link:** [https://github.com/valboz/VBMicrolensing/tree/main/docs](https://github.com/valboz/VBMicrolensing/tree/main/docs)
 
 
-<!-- ### MulensModel -->
 
+### `MulensModel`
 
+**GitHub Link:** [https://github.com/rpoleski/MulensModel](https://github.com/rpoleski/MulensModel)  
+**Documentation Link:** [https://rpoleski.github.io/MulensModel/](https://rpoleski.github.io/MulensModel/)
+-->
 
-<!-- ### pyLIMA -->
 
 
+### pyLIMA
 
-<!-- ### RTModel -->
+**GitHub Link:** [https://github.com/ebachelet/pyLIMA](https://github.com/ebachelet/pyLIMA)  
+**Documentation Link:** [https://pylima.readthedocs.io/en/latest/](https://pylima.readthedocs.io/en/latest/)
 
 
 
-<!-- ### essunhong -->
+### RTModel
+
+**GitHub Link:** [https://github.com/valboz/RTModel](https://github.com/valboz/RTModel)  
+**Documentation Link:** [https://github.com/valboz/RTModel/blob/main/docs/README.md](https://github.com/valboz/RTModel/blob/main/docs/README.md)
+
+
+
+### essunhong
+
+**GitHub Link:** [https://github.com/golmschenk/eesunhong](https://github.com/golmschenk/eesunhong)  
+**Documentation Link:** [https://eesunhong.readthedocs.io/en/latest/index.html](https://eesunhong.readthedocs.io/en/latest/index.html)
+
+
+<!--
+### `microlux`
+
+**GitHub Link:** [https://github.com/CoastEgo/microlux](https://github.com/CoastEgo/microlux)  
+**Documentation Link:** [https://coastego.github.io/microlux/](https://coastego.github.io/microlux/)
+
+
+
+### `microJAX`
+
+**GitHub Link:** [https://github.com/ShotaMiyazaki94/microjax](https://github.com/ShotaMiyazaki94/microjax)  
+**Documentation Link:** [https://shotamiyazaki94.github.io/microjax/](https://shotamiyazaki94.github.io/microjax/)
+-->
+
+