diff --git a/badges/POVM Toolbox.svg b/badges/POVM Toolbox.svg
new file mode 100644
index 0000000000..ef64b2b367
--- /dev/null
+++ b/badges/POVM Toolbox.svg	
@@ -0,0 +1 @@
+<svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" width="192" height="20" role="img" aria-label="POVM Toolbox: Qiskit ecosystem"><title>POVM Toolbox: Qiskit ecosystem</title><linearGradient id="s" x2="0" y2="100%"><stop offset="0" stop-color="#bbb" stop-opacity=".1"/><stop offset="1" stop-opacity=".1"/></linearGradient><clipPath id="r"><rect width="192" height="20" rx="3" fill="#fff"/></clipPath><g clip-path="url(#r)"><rect width="89" height="20" fill="#555"/><rect x="89" width="103" height="20" fill="blueviolet"/><rect width="192" height="20" fill="url(#s)"/></g><g fill="#fff" text-anchor="middle" font-family="Verdana,Geneva,DejaVu Sans,sans-serif" text-rendering="geometricPrecision" font-size="110"><text aria-hidden="true" x="455" y="150" fill="#010101" fill-opacity=".3" transform="scale(.1)" textLength="790">POVM Toolbox</text><text x="455" y="140" transform="scale(.1)" fill="#fff" textLength="790">POVM Toolbox</text><text aria-hidden="true" x="1395" y="150" fill="#010101" fill-opacity=".3" transform="scale(.1)" textLength="930">Qiskit ecosystem</text><text x="1395" y="140" transform="scale(.1)" fill="#fff" textLength="930">Qiskit ecosystem</text></g></svg>
\ No newline at end of file
diff --git a/badges/Qiskit Nature + CP2K Embedding.svg b/badges/Qiskit Nature + CP2K Embedding.svg
new file mode 100644
index 0000000000..5e5435838d
--- /dev/null
+++ b/badges/Qiskit Nature + CP2K Embedding.svg	
@@ -0,0 +1 @@
+<svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" width="292" height="20" role="img" aria-label="Qiskit Nature   CP2K Embedding: Qiskit ecosystem"><title>Qiskit Nature   CP2K Embedding: Qiskit ecosystem</title><linearGradient id="s" x2="0" y2="100%"><stop offset="0" stop-color="#bbb" stop-opacity=".1"/><stop offset="1" stop-opacity=".1"/></linearGradient><clipPath id="r"><rect width="292" height="20" rx="3" fill="#fff"/></clipPath><g clip-path="url(#r)"><rect width="189" height="20" fill="#555"/><rect x="189" width="103" height="20" fill="blueviolet"/><rect width="292" height="20" fill="url(#s)"/></g><g fill="#fff" text-anchor="middle" font-family="Verdana,Geneva,DejaVu Sans,sans-serif" text-rendering="geometricPrecision" font-size="110"><text aria-hidden="true" x="955" y="150" fill="#010101" fill-opacity=".3" transform="scale(.1)" textLength="1790">Qiskit Nature   CP2K Embedding</text><text x="955" y="140" transform="scale(.1)" fill="#fff" textLength="1790">Qiskit Nature   CP2K Embedding</text><text aria-hidden="true" x="2395" y="150" fill="#010101" fill-opacity=".3" transform="scale(.1)" textLength="930">Qiskit ecosystem</text><text x="2395" y="140" transform="scale(.1)" fill="#fff" textLength="930">Qiskit ecosystem</text></g></svg>
\ No newline at end of file
diff --git a/badges/Qiskit Scaleway.svg b/badges/Qiskit Scaleway.svg
new file mode 100644
index 0000000000..49dc39c7fd
--- /dev/null
+++ b/badges/Qiskit Scaleway.svg	
@@ -0,0 +1 @@
+<svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" width="200" height="20" role="img" aria-label="Qiskit Scaleway: Qiskit ecosystem"><title>Qiskit Scaleway: Qiskit ecosystem</title><linearGradient id="s" x2="0" y2="100%"><stop offset="0" stop-color="#bbb" stop-opacity=".1"/><stop offset="1" stop-opacity=".1"/></linearGradient><clipPath id="r"><rect width="200" height="20" rx="3" fill="#fff"/></clipPath><g clip-path="url(#r)"><rect width="97" height="20" fill="#555"/><rect x="97" width="103" height="20" fill="blueviolet"/><rect width="200" height="20" fill="url(#s)"/></g><g fill="#fff" text-anchor="middle" font-family="Verdana,Geneva,DejaVu Sans,sans-serif" text-rendering="geometricPrecision" font-size="110"><text aria-hidden="true" x="495" y="150" fill="#010101" fill-opacity=".3" transform="scale(.1)" textLength="870">Qiskit Scaleway</text><text x="495" y="140" transform="scale(.1)" fill="#fff" textLength="870">Qiskit Scaleway</text><text aria-hidden="true" x="1475" y="150" fill="#010101" fill-opacity=".3" transform="scale(.1)" textLength="930">Qiskit ecosystem</text><text x="1475" y="140" transform="scale(.1)" fill="#fff" textLength="930">Qiskit ecosystem</text></g></svg>
\ No newline at end of file
diff --git a/badges/TorchQuantum.svg b/badges/TorchQuantum.svg
new file mode 100644
index 0000000000..4b07704787
--- /dev/null
+++ b/badges/TorchQuantum.svg
@@ -0,0 +1 @@
+<svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" width="196" height="20" role="img" aria-label="TorchQuantum: Qiskit ecosystem"><title>TorchQuantum: Qiskit ecosystem</title><linearGradient id="s" x2="0" y2="100%"><stop offset="0" stop-color="#bbb" stop-opacity=".1"/><stop offset="1" stop-opacity=".1"/></linearGradient><clipPath id="r"><rect width="196" height="20" rx="3" fill="#fff"/></clipPath><g clip-path="url(#r)"><rect width="93" height="20" fill="#555"/><rect x="93" width="103" height="20" fill="blueviolet"/><rect width="196" height="20" fill="url(#s)"/></g><g fill="#fff" text-anchor="middle" font-family="Verdana,Geneva,DejaVu Sans,sans-serif" text-rendering="geometricPrecision" font-size="110"><text aria-hidden="true" x="475" y="150" fill="#010101" fill-opacity=".3" transform="scale(.1)" textLength="830">TorchQuantum</text><text x="475" y="140" transform="scale(.1)" fill="#fff" textLength="830">TorchQuantum</text><text aria-hidden="true" x="1435" y="150" fill="#010101" fill-opacity=".3" transform="scale(.1)" textLength="930">Qiskit ecosystem</text><text x="1435" y="140" transform="scale(.1)" fill="#fff" textLength="930">Qiskit ecosystem</text></g></svg>
\ No newline at end of file
diff --git a/badges/ffsim.svg b/badges/ffsim.svg
new file mode 100644
index 0000000000..235c00f0f0
--- /dev/null
+++ b/badges/ffsim.svg
@@ -0,0 +1 @@
+<svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" width="140" height="20" role="img" aria-label="ffsim: Qiskit ecosystem"><title>ffsim: Qiskit ecosystem</title><linearGradient id="s" x2="0" y2="100%"><stop offset="0" stop-color="#bbb" stop-opacity=".1"/><stop offset="1" stop-opacity=".1"/></linearGradient><clipPath id="r"><rect width="140" height="20" rx="3" fill="#fff"/></clipPath><g clip-path="url(#r)"><rect width="37" height="20" fill="#555"/><rect x="37" width="103" height="20" fill="blueviolet"/><rect width="140" height="20" fill="url(#s)"/></g><g fill="#fff" text-anchor="middle" font-family="Verdana,Geneva,DejaVu Sans,sans-serif" text-rendering="geometricPrecision" font-size="110"><text aria-hidden="true" x="195" y="150" fill="#010101" fill-opacity=".3" transform="scale(.1)" textLength="270">ffsim</text><text x="195" y="140" transform="scale(.1)" fill="#fff" textLength="270">ffsim</text><text aria-hidden="true" x="875" y="150" fill="#010101" fill-opacity=".3" transform="scale(.1)" textLength="930">Qiskit ecosystem</text><text x="875" y="140" transform="scale(.1)" fill="#fff" textLength="930">Qiskit ecosystem</text></g></svg>
\ No newline at end of file
diff --git a/ecosystem/resources/members/Blueqat.toml b/ecosystem/resources/members/Blueqat.toml
index 7dd07bc152..c03fd69ba0 100644
--- a/ecosystem/resources/members/Blueqat.toml
+++ b/ecosystem/resources/members/Blueqat.toml
@@ -5,5 +5,5 @@ licence = "Apache 2.0"
 labels = [ "Converter", "Software development kit",]
 created_at = 1678827878.864396
 updated_at = 1678827878.864397
-stars = 366
+stars = 367
 group = "other"
diff --git a/ecosystem/resources/members/c3.toml b/ecosystem/resources/members/c3.toml
index 74bfd9d7a7..c65d999ebe 100644
--- a/ecosystem/resources/members/c3.toml
+++ b/ecosystem/resources/members/c3.toml
@@ -7,5 +7,5 @@ alternatives = ""
 labels = [ "Circuit simulator",]
 created_at = 1678827878.240528
 updated_at = 1678827878.240528
-stars = 61
+stars = 62
 group = "other"
diff --git a/ecosystem/resources/members/diskit.toml b/ecosystem/resources/members/diskit.toml
index 7e5e07ab60..787b1ae6b2 100644
--- a/ecosystem/resources/members/diskit.toml
+++ b/ecosystem/resources/members/diskit.toml
@@ -7,5 +7,5 @@ alternatives = "Interlin-q: https://github.com/Interlin-q/Interlin-q A similar l
 labels = [ "Circuit", "Converter",]
 created_at = 1678827878.415704
 updated_at = 1678827878.415704
-stars = 8
+stars = 9
 group = "other"
diff --git a/ecosystem/resources/members/ffsim.toml b/ecosystem/resources/members/ffsim.toml
index 737aa8ae63..1382e3fb76 100644
--- a/ecosystem/resources/members/ffsim.toml
+++ b/ecosystem/resources/members/ffsim.toml
@@ -5,4 +5,5 @@ licence = "Apache License 2.0"
 affiliations = "IBM"
 labels = [ "Chemistry", "Circuit simulator", "IBM maintained", "Rust",]
 website = "https://qiskit-community.github.io/ffsim/"
+stars = 14
 group = "applications"
diff --git a/ecosystem/resources/members/pennylane-qiskit.toml b/ecosystem/resources/members/pennylane-qiskit.toml
index 46c845dfb0..e078a2dd6b 100644
--- a/ecosystem/resources/members/pennylane-qiskit.toml
+++ b/ecosystem/resources/members/pennylane-qiskit.toml
@@ -5,5 +5,5 @@ licence = "Apache 2.0"
 labels = [ "Converter",]
 created_at = 1678827878.782751
 updated_at = 1678827878.782752
-stars = 170
+stars = 169
 group = "other"
diff --git a/ecosystem/resources/members/povm-toolbox.toml b/ecosystem/resources/members/povm-toolbox.toml
index 036c74fb44..4bf42b8343 100644
--- a/ecosystem/resources/members/povm-toolbox.toml
+++ b/ecosystem/resources/members/povm-toolbox.toml
@@ -6,5 +6,6 @@ contact_info = "oss@zurich.ibm.com"
 alternatives = "_No response_"
 affiliations = "_No response_"
 labels = [ "Quantum information",]
+stars = 4
 group = "other"
 documentation = "https://qiskit-community.github.io/povm-toolbox/"
diff --git a/ecosystem/resources/members/pyEPR.toml b/ecosystem/resources/members/pyEPR.toml
index 0d0bcb1188..82ad105635 100644
--- a/ecosystem/resources/members/pyEPR.toml
+++ b/ecosystem/resources/members/pyEPR.toml
@@ -7,5 +7,5 @@ alternatives = ""
 labels = [ "Hardware",]
 created_at = 1662470654.437653
 updated_at = 1662470654.437655
-stars = 155
+stars = 156
 group = "other"
diff --git a/ecosystem/resources/members/qBraid.toml b/ecosystem/resources/members/qBraid.toml
index bc508c385d..885c27de2b 100644
--- a/ecosystem/resources/members/qBraid.toml
+++ b/ecosystem/resources/members/qBraid.toml
@@ -9,5 +9,5 @@ labels = [ "Circuit", "OpenQASM", "Converter", "Software development kit",]
 created_at = 1690263743.561744
 updated_at = 1690263743.56175
 website = "https://qbraid.com"
-stars = 56
+stars = 57
 group = "other"
diff --git a/ecosystem/resources/members/qiskit-aer.toml b/ecosystem/resources/members/qiskit-aer.toml
index 9f2a27ac66..a27b95666b 100644
--- a/ecosystem/resources/members/qiskit-aer.toml
+++ b/ecosystem/resources/members/qiskit-aer.toml
@@ -5,6 +5,6 @@ licence = "Apache 2.0"
 labels = [ "IBM maintained", "Circuit simulator",]
 created_at = 1636403010.377695
 updated_at = 1636403010.377697
-stars = 438
+stars = 439
 group = "other"
 documentation = "https://qiskit.org/ecosystem/aer"
diff --git a/ecosystem/resources/members/qiskit-dynamics.toml b/ecosystem/resources/members/qiskit-dynamics.toml
index bac36aadc8..dee6dd5d8e 100644
--- a/ecosystem/resources/members/qiskit-dynamics.toml
+++ b/ecosystem/resources/members/qiskit-dynamics.toml
@@ -5,6 +5,6 @@ licence = "Apache 2.0"
 labels = [ "IBM maintained", "Physics",]
 created_at = 1628883441.121108
 updated_at = 1628883441.121111
-stars = 93
+stars = 94
 group = "applications"
 documentation = "https://qiskit.org/ecosystem/dynamics/"
diff --git a/ecosystem/resources/members/qiskit-finance.toml b/ecosystem/resources/members/qiskit-finance.toml
index 1fd4ef43ff..c08c4c19d3 100644
--- a/ecosystem/resources/members/qiskit-finance.toml
+++ b/ecosystem/resources/members/qiskit-finance.toml
@@ -5,6 +5,6 @@ licence = "Apache 2.0"
 labels = [ "Algorithms", "Finance",]
 created_at = 1636403009.368607
 updated_at = 1636403009.368609
-stars = 211
+stars = 212
 group = "applications"
 documentation = "https://qiskit-community.github.io/qiskit-finance/"
diff --git a/ecosystem/resources/members/qiskit-machine-learning.toml b/ecosystem/resources/members/qiskit-machine-learning.toml
index ba34886233..7f31de4a83 100644
--- a/ecosystem/resources/members/qiskit-machine-learning.toml
+++ b/ecosystem/resources/members/qiskit-machine-learning.toml
@@ -5,6 +5,6 @@ licence = "Apache 2.0"
 labels = [ "Algorithms", "Machine learning",]
 created_at = 1636403010.012954
 updated_at = 1636403010.012956
-stars = 595
+stars = 597
 group = "applications"
 documentation = "https://qiskit-community.github.io/qiskit-machine-learning/"
diff --git a/ecosystem/resources/members/qiskit-nature-cp2k.toml b/ecosystem/resources/members/qiskit-nature-cp2k.toml
index 636920994e..999fb62f90 100644
--- a/ecosystem/resources/members/qiskit-nature-cp2k.toml
+++ b/ecosystem/resources/members/qiskit-nature-cp2k.toml
@@ -3,5 +3,6 @@ url = "https://github.com/mrossinek/qiskit-nature-cp2k"
 description = "This project contains the utilities that are required for the communication between Qiskit Nature and CP2K."
 licence = "Apache License 2.0"
 labels = [ "Chemistry",]
+stars = 1
 group = "applications"
 reference_paper = "https://arxiv.org/abs/2404.18737"
diff --git a/ecosystem/resources/members/qiskit-nature-pyscf.toml b/ecosystem/resources/members/qiskit-nature-pyscf.toml
index f6baa6957f..a5b1cbf3b7 100644
--- a/ecosystem/resources/members/qiskit-nature-pyscf.toml
+++ b/ecosystem/resources/members/qiskit-nature-pyscf.toml
@@ -5,6 +5,6 @@ licence = "Apache License 2.0"
 labels = [ "Chemistry",]
 created_at = 1678827878.723733
 updated_at = 1678827878.723734
-stars = 15
+stars = 16
 group = "applications"
 documentation = "https://qiskit-community.github.io/qiskit-nature-pyscf/"
diff --git a/ecosystem/resources/members/qiskit-timeline-debugger.toml b/ecosystem/resources/members/qiskit-timeline-debugger.toml
index 1397eef40d..44bbdc6d00 100644
--- a/ecosystem/resources/members/qiskit-timeline-debugger.toml
+++ b/ecosystem/resources/members/qiskit-timeline-debugger.toml
@@ -5,5 +5,5 @@ licence = "Apache 2.0"
 labels = [ "Visualization", "Productivity", "Transpiler plugin",]
 created_at = 1674387065.334913
 updated_at = 1709296915.670992
-stars = 12
+stars = 13
 group = "other"
diff --git a/ecosystem/resources/members/spinoza.toml b/ecosystem/resources/members/spinoza.toml
index 893f13188b..370fc6cbef 100644
--- a/ecosystem/resources/members/spinoza.toml
+++ b/ecosystem/resources/members/spinoza.toml
@@ -6,6 +6,6 @@ contact_info = "sy2685@columbia.edu"
 labels = [ "Circuit simulator", "Rust",]
 created_at = 1683727562.604629
 updated_at = 1683727562.604634
-stars = 42
+stars = 45
 group = "other"
 reference_paper = "https://arxiv.org/abs/2303.01493"
diff --git a/ecosystem/resources/members/torchquantum.toml b/ecosystem/resources/members/torchquantum.toml
index 1e3846874f..9bade21cf4 100644
--- a/ecosystem/resources/members/torchquantum.toml
+++ b/ecosystem/resources/members/torchquantum.toml
@@ -5,5 +5,5 @@ licence = "Apache 2.0"
 labels = [ "Machine learning",]
 created_at = 1678827878.611621
 updated_at = 1678827878.611622
-stars = 1185
+stars = 1191
 group = "applications"