diff --git a/docs/packages.toml b/docs/packages.toml
index 2cf9c0fe366..ffb4841ffb3 100644
--- a/docs/packages.toml
+++ b/docs/packages.toml
@@ -142,6 +142,9 @@
     user = "oxfordcontrol"
     rev = "v0.11.0"
     has_html = true
+[CoolPDLP]
+    user = "JuliaDecisionFocusedLearning"
+    rev = "v0.1.0"
 [COPT]
     user = "COPT-Public"
     rev = "v1.1.32"
diff --git a/docs/src/installation.md b/docs/src/installation.md
index e9a309a9df9..fb60fdd94b8 100644
--- a/docs/src/installation.md
+++ b/docs/src/installation.md
@@ -117,6 +117,7 @@ The link in the `Solver` column is the corresponding Julia package.
 | [CDD](https://github.com/cddlib/cddlib)                                        | [CDDLib.jl](https://github.com/JuliaPolyhedra/CDDLib.jl)                         |        | GPL      | LP                        |
 | [Clarabel.jl](https://github.com/oxfordcontrol/Clarabel.jl)                    |                                                                                  |        | Apache   | LP, QP, SOCP, SDP         |
 | [Clp](https://github.com/coin-or/Clp)                                          | [Clp.jl](https://github.com/jump-dev/Clp.jl)                                     |        | EPL      | LP                        |
+| [CoolPDLP.jl](https://github.com/JuliaDecisionFocusedLearning/CoolPDLP.jl)     |                                                                                  |        | MIT      | LP                        |
 | [COPT](https://www.shanshu.ai/copt)                                            | [COPT.jl](https://github.com/COPT-Public/COPT.jl)                                |        | Comm.    | (MI)LP, SOCP, SDP         |
 | [COSMO.jl](https://github.com/oxfordcontrol/COSMO.jl)                          |                                                                                  |        | Apache   | LP, QP, SOCP, SDP         |
 | [Couenne](http://github.com/coin-or/Couenne)                                   | [AmplNLWriter.jl](https://github.com/jump-dev/AmplNLWriter.jl)                   |        | EPL      | (MI)NLP                   |
diff --git a/docs/styles/config/vocabularies/JuMP/accept.txt b/docs/styles/config/vocabularies/JuMP/accept.txt
index ce192b52672..21e2974bc18 100644
--- a/docs/styles/config/vocabularies/JuMP/accept.txt
+++ b/docs/styles/config/vocabularies/JuMP/accept.txt
@@ -13,6 +13,7 @@ broadcasted
 camelCase
 [Cc]odecov
 compat
+CPU(?s)
 dataframe(?s)
 datastructure
 demuxer
@@ -130,6 +131,7 @@ warmstart
 
 % Proper nouns
 Adagrad
+Agence
 AMPL
 Appveyor
 Artelys
@@ -169,6 +171,7 @@ JSONSchema
 MATLAB
 MOI
 (Mosek|MOSEK)
+Nationale
 (Nvidia|NVIDIA)
 Octeract
 Optim
@@ -210,6 +213,7 @@ Chachuat
 Chebyshev
 Cholesky
 Coey
+Dalle
 Dantzig
 Das
 Daubechies
@@ -228,6 +232,7 @@ Garstka
 Gleixner
 Goemans
 Grothey
+Guillaume
 Habibi
 Hamad
 Hande