diff --git a/badges/Aer.svg b/badges/Aer.svg
new file mode 100644
index 000000000..956219319
--- /dev/null
+++ b/badges/Aer.svg
@@ -0,0 +1 @@
+<svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" width="132" height="20" role="img" aria-label="Aer: Qiskit ecosystem"><title>Aer: 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="132" height="20" rx="3" fill="#fff"/></clipPath><g clip-path="url(#r)"><rect width="29" height="20" fill="#555"/><rect x="29" width="103" height="20" fill="blueviolet"/><rect width="132" 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="155" y="150" fill="#010101" fill-opacity=".3" transform="scale(.1)" textLength="190">Aer</text><text x="155" y="140" transform="scale(.1)" fill="#fff" textLength="190">Aer</text><text aria-hidden="true" x="795" y="150" fill="#010101" fill-opacity=".3" transform="scale(.1)" textLength="930">Qiskit ecosystem</text><text x="795" 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/RasQberry.toml b/ecosystem/resources/members/RasQberry.toml
index 1b8edd4dd..7acbf32be 100644
--- a/ecosystem/resources/members/RasQberry.toml
+++ b/ecosystem/resources/members/RasQberry.toml
@@ -7,6 +7,6 @@ labels = [ "Game",]
 ibm_maintained = false
 created_at = 1674598082.072493
 updated_at = 1674598082.072494
-stars = 131
+stars = 132
 group = "other"
 uuid = "dfa4cfd2-0ef5-4536-b7ec-47cc982ed0d9"
diff --git a/ecosystem/resources/members/azure-quantum-python.toml b/ecosystem/resources/members/azure-quantum-python.toml
index 9c1acfe46..978a25306 100644
--- a/ecosystem/resources/members/azure-quantum-python.toml
+++ b/ecosystem/resources/members/azure-quantum-python.toml
@@ -5,6 +5,6 @@ licence = "MIT license"
 labels = [ "Compute provider",]
 ibm_maintained = false
 created_at = 1715084759.598566
-stars = 119
+stars = 120
 group = "provider"
 uuid = "8abf631e-bbf0-4624-b9c7-60073981f5b0"
diff --git a/ecosystem/resources/members/bosonic-qiskit.toml b/ecosystem/resources/members/bosonic-qiskit.toml
index 98e345eaa..b8cc539bf 100644
--- a/ecosystem/resources/members/bosonic-qiskit.toml
+++ b/ecosystem/resources/members/bosonic-qiskit.toml
@@ -6,6 +6,6 @@ labels = [ "Physics", "Application package",]
 ibm_maintained = false
 created_at = 1678827878.841977
 updated_at = 1678827878.841978
-stars = 44
+stars = 45
 group = "applications"
 uuid = "3d8fe04d-8ac0-4282-9eb6-cb458550945a"
diff --git a/ecosystem/resources/members/circuit-knitting-toolbox.toml b/ecosystem/resources/members/circuit-knitting-toolbox.toml
index 989291f4c..03e5f5d25 100644
--- a/ecosystem/resources/members/circuit-knitting-toolbox.toml
+++ b/ecosystem/resources/members/circuit-knitting-toolbox.toml
@@ -7,7 +7,7 @@ labels = [ "Algorithms", "Circuit building tool",]
 ibm_maintained = true
 created_at = 1670427445.884067
 updated_at = 1670427445.884068
-stars = 70
+stars = 72
 group = "other"
 documentation = "https://qiskit-extensions.github.io/circuit-knitting-toolbox/"
 uuid = "b8a6cb2a-e38f-46a5-b714-37ddb1e562e4"
diff --git a/ecosystem/resources/members/mitiq.toml b/ecosystem/resources/members/mitiq.toml
index c6c3eea27..4c8bfeaff 100644
--- a/ecosystem/resources/members/mitiq.toml
+++ b/ecosystem/resources/members/mitiq.toml
@@ -6,6 +6,6 @@ labels = [ "Error mitigation",]
 ibm_maintained = false
 created_at = 1678827878.932437
 updated_at = 1678827878.932437
-stars = 347
+stars = 350
 group = "other"
 uuid = "a4ba9712-0aae-4660-b2df-4e6e81abb6c4"
diff --git a/ecosystem/resources/members/pennylane-qiskit.toml b/ecosystem/resources/members/pennylane-qiskit.toml
index 7c8add600..fc9e806c3 100644
--- a/ecosystem/resources/members/pennylane-qiskit.toml
+++ b/ecosystem/resources/members/pennylane-qiskit.toml
@@ -6,6 +6,6 @@ labels = [ "Converter",]
 ibm_maintained = false
 created_at = 1678827878.782751
 updated_at = 1678827878.782752
-stars = 178
+stars = 181
 group = "other"
 uuid = "cfbecefc-6cf7-49a6-99c5-049dae76fdcc"
diff --git a/ecosystem/resources/members/povm-toolbox.toml b/ecosystem/resources/members/povm-toolbox.toml
index bfd178fc8..a1e5d8d91 100644
--- a/ecosystem/resources/members/povm-toolbox.toml
+++ b/ecosystem/resources/members/povm-toolbox.toml
@@ -7,7 +7,7 @@ alternatives = "_No response_"
 affiliations = "_No response_"
 labels = [ "Quantum information", "Algorithms", "Circuit building tool",]
 ibm_maintained = false
-stars = 6
+stars = 26
 group = "other"
 documentation = "https://qiskit-community.github.io/povm-toolbox/"
 uuid = "1fb3d426-e458-4c7a-be9e-e31a758bb872"
diff --git a/ecosystem/resources/members/pyRiemann-qiskit.toml b/ecosystem/resources/members/pyRiemann-qiskit.toml
index 6eacf4706..55e4c32aa 100644
--- a/ecosystem/resources/members/pyRiemann-qiskit.toml
+++ b/ecosystem/resources/members/pyRiemann-qiskit.toml
@@ -6,7 +6,7 @@ contact_info = "gcattan@hotmail.fr"
 affiliations = "pyRiemann (https://github.com/pyRiemann)"
 labels = [ "Machine learning", "Application package",]
 ibm_maintained = false
-stars = 21
+stars = 22
 group = "applications"
 documentation = "https://pyriemann-qiskit.readthedocs.io/"
 uuid = "fb1907a7-9af8-4c23-be0c-48841a36f2df"
diff --git a/ecosystem/resources/members/qBraid.toml b/ecosystem/resources/members/qBraid.toml
index c2026f45d..905beb2f5 100644
--- a/ecosystem/resources/members/qBraid.toml
+++ b/ecosystem/resources/members/qBraid.toml
@@ -10,6 +10,6 @@ ibm_maintained = false
 created_at = 1690263743.561744
 updated_at = 1690263743.56175
 website = "https://qbraid.com"
-stars = 63
+stars = 65
 group = "other"
 uuid = "c5b19e1a-cdde-4f31-b9d2-62c7709da809"
diff --git a/ecosystem/resources/members/qdao.toml b/ecosystem/resources/members/qdao.toml
index a809e1b1f..da2d01947 100644
--- a/ecosystem/resources/members/qdao.toml
+++ b/ecosystem/resources/members/qdao.toml
@@ -6,6 +6,6 @@ contact_info = "zyilun8@gmail.com"
 affiliations = "Institute of Computing Technology, Chinese Academy of Sciences."
 labels = [ "Circuit simulator",]
 ibm_maintained = false
-stars = 10
+stars = 11
 group = "other"
 uuid = "c39a1176-0a10-41c5-9961-f6f4f5da0c6c"
diff --git a/ecosystem/resources/members/qiskit-aer.toml b/ecosystem/resources/members/qiskit-aer.toml
index db487e3d0..0fe772451 100644
--- a/ecosystem/resources/members/qiskit-aer.toml
+++ b/ecosystem/resources/members/qiskit-aer.toml
@@ -6,7 +6,7 @@ labels = [ "Circuit simulator",]
 ibm_maintained = true
 created_at = 1636403010.377695
 updated_at = 1636403010.377697
-stars = 470
+stars = 471
 group = "other"
 documentation = "https://qiskit.github.io/qiskit-aer/"
 uuid = "474599a7-228b-446f-ae57-636fdbe8c1c6"
diff --git a/ecosystem/resources/members/qiskit-algorithms.toml b/ecosystem/resources/members/qiskit-algorithms.toml
index d199af8b0..3d3e46d9e 100644
--- a/ecosystem/resources/members/qiskit-algorithms.toml
+++ b/ecosystem/resources/members/qiskit-algorithms.toml
@@ -6,7 +6,7 @@ contact_info = "ept@zurich.ibm.com"
 affiliations = "IBM Quantum"
 labels = [ "Algorithms", "Application package",]
 ibm_maintained = false
-stars = 89
+stars = 98
 group = "applications"
 documentation = "https://qiskit-community.github.io/qiskit-algorithms/"
 uuid = "39fba621-edbb-485b-a723-8a0760ab4b85"
diff --git a/ecosystem/resources/members/qiskit-alice-bob-provider.toml b/ecosystem/resources/members/qiskit-alice-bob-provider.toml
index 5783c74d6..07453cecc 100644
--- a/ecosystem/resources/members/qiskit-alice-bob-provider.toml
+++ b/ecosystem/resources/members/qiskit-alice-bob-provider.toml
@@ -5,6 +5,6 @@ licence = "Apache 2.0"
 labels = [ "Compute provider",]
 ibm_maintained = false
 created_at = 1715084994.136498
-stars = 21
+stars = 23
 group = "provider"
 uuid = "00f82ee3-ab46-44fc-afbb-32cb34a72339"
diff --git a/ecosystem/resources/members/qiskit-aqt-provider.toml b/ecosystem/resources/members/qiskit-aqt-provider.toml
index b9ebb332e..d43ded62b 100644
--- a/ecosystem/resources/members/qiskit-aqt-provider.toml
+++ b/ecosystem/resources/members/qiskit-aqt-provider.toml
@@ -7,7 +7,7 @@ affiliations = "Alpine Quantum Technologies GmbH"
 labels = [ "Compute provider",]
 ibm_maintained = false
 website = "https://www.aqt.eu/qc-systems/"
-stars = 26
+stars = 27
 group = "provider"
 documentation = "https://qiskit-community.github.io/qiskit-aqt-provider/"
 uuid = "04f15cf5-ee50-4c77-b254-8907ed3ba407"
diff --git a/ecosystem/resources/members/qiskit-experiments.toml b/ecosystem/resources/members/qiskit-experiments.toml
index 368bd2b7f..f0c6e8eae 100644
--- a/ecosystem/resources/members/qiskit-experiments.toml
+++ b/ecosystem/resources/members/qiskit-experiments.toml
@@ -6,7 +6,7 @@ labels = [ "Algorithms",]
 ibm_maintained = true
 created_at = 1661785302.25299
 updated_at = 1661785302.25299
-stars = 151
+stars = 152
 group = "other"
 documentation = "https://qiskit.org/ecosystem/experiments/"
 uuid = "6e94a8b7-65a7-4fee-b71e-25191203fa49"
diff --git a/ecosystem/resources/members/qiskit-finance.toml b/ecosystem/resources/members/qiskit-finance.toml
index b0ba57cb5..5b7e91fc6 100644
--- a/ecosystem/resources/members/qiskit-finance.toml
+++ b/ecosystem/resources/members/qiskit-finance.toml
@@ -6,7 +6,7 @@ labels = [ "Algorithms", "Finance", "Application package",]
 ibm_maintained = false
 created_at = 1636403009.368607
 updated_at = 1636403009.368609
-stars = 220
+stars = 226
 group = "applications"
 documentation = "https://qiskit-community.github.io/qiskit-finance/"
 uuid = "8ebeec26-5043-4423-9cdc-bfa92bd4ad63"
diff --git a/ecosystem/resources/members/qiskit-machine-learning.toml b/ecosystem/resources/members/qiskit-machine-learning.toml
index 8eadcd178..15bdcab5c 100644
--- a/ecosystem/resources/members/qiskit-machine-learning.toml
+++ b/ecosystem/resources/members/qiskit-machine-learning.toml
@@ -6,7 +6,7 @@ labels = [ "Algorithms", "Machine learning", "Application package",]
 ibm_maintained = false
 created_at = 1636403010.012954
 updated_at = 1636403010.012956
-stars = 624
+stars = 631
 group = "applications"
 documentation = "https://qiskit-community.github.io/qiskit-machine-learning/"
 uuid = "18986ebc-e138-4998-8c52-16359961af0a"
diff --git a/ecosystem/resources/members/qiskit-nature.toml b/ecosystem/resources/members/qiskit-nature.toml
index 51da538d0..ea1841af9 100644
--- a/ecosystem/resources/members/qiskit-nature.toml
+++ b/ecosystem/resources/members/qiskit-nature.toml
@@ -6,7 +6,7 @@ labels = [ "Algorithms", "Chemistry", "Physics", "Application package",]
 ibm_maintained = false
 created_at = 1636403009.16708
 updated_at = 1636403009.167082
-stars = 291
+stars = 293
 group = "applications"
 documentation = "https://qiskit-community.github.io/qiskit-nature/"
 uuid = "768ba9e4-0aea-4046-a902-5c81051f001f"
diff --git a/ecosystem/resources/members/qiskit-optimization.toml b/ecosystem/resources/members/qiskit-optimization.toml
index a1db3a2ee..2bdc7f7f9 100644
--- a/ecosystem/resources/members/qiskit-optimization.toml
+++ b/ecosystem/resources/members/qiskit-optimization.toml
@@ -6,7 +6,7 @@ labels = [ "Algorithms", "Optimization", "Application package",]
 ibm_maintained = false
 created_at = 1636403009.538761
 updated_at = 1636403009.538763
-stars = 216
+stars = 222
 group = "applications"
 documentation = "https://qiskit-community.github.io/qiskit-optimization/"
 uuid = "3b2ff33f-b4a3-49cd-ab32-563d282cc3bf"
diff --git a/ecosystem/resources/members/qiskit-qec.toml b/ecosystem/resources/members/qiskit-qec.toml
index c7479633d..0f77beb5a 100644
--- a/ecosystem/resources/members/qiskit-qec.toml
+++ b/ecosystem/resources/members/qiskit-qec.toml
@@ -6,6 +6,6 @@ labels = [ "Algorithms", "Circuit building tool", "Error correction",]
 ibm_maintained = false
 created_at = 1662992390.122591
 updated_at = 1662992390.122597
-stars = 77
+stars = 78
 group = "other"
 uuid = "f00eb2fa-f4f1-4e97-8e59-3013e424e0f5"
diff --git a/ecosystem/resources/members/qiskit-research.toml b/ecosystem/resources/members/qiskit-research.toml
index 21300929a..70f7faeaf 100644
--- a/ecosystem/resources/members/qiskit-research.toml
+++ b/ecosystem/resources/members/qiskit-research.toml
@@ -1,11 +1,11 @@
 name = "Qiskit Research"
 url = "https://github.com/qiskit-community/qiskit-research"
-description = "Run quantum computing research experiments by using Qiskit and IBM Quantum services, demonstrating best practices by example."
+description = "Software utilities for running quantum computing research experiments using Qiskit and the IBM Quantum Services."
 licence = "Apache 2.0"
-labels = [ "Paper implementation",]
+labels = []
 ibm_maintained = false
 created_at = 1662992208.202283
 updated_at = 1662992208.20229
-stars = 65
+stars = 66
 group = "other"
 uuid = "8794efa6-808d-45a6-bee1-39f8eeb45fdf"
diff --git a/ecosystem/resources/members/qiskit-scaleway.toml b/ecosystem/resources/members/qiskit-scaleway.toml
index 1196d269b..c18441323 100644
--- a/ecosystem/resources/members/qiskit-scaleway.toml
+++ b/ecosystem/resources/members/qiskit-scaleway.toml
@@ -6,7 +6,7 @@ contact_info = "lmerbouche@scaleway.com"
 labels = [ "Circuit simulator", "Compute provider",]
 ibm_maintained = false
 website = "https://www.scaleway.com"
-stars = 2
+stars = 4
 group = "provider"
 documentation = "https://pypi.org/project/qiskit-scaleway/"
 uuid = "a942dc5d-c715-4b23-a9d6-4f2c3ee1d70b"
diff --git a/ecosystem/resources/members/qiskit-serverless.toml b/ecosystem/resources/members/qiskit-serverless.toml
index 2276566fe..9b4fe88c6 100644
--- a/ecosystem/resources/members/qiskit-serverless.toml
+++ b/ecosystem/resources/members/qiskit-serverless.toml
@@ -7,6 +7,6 @@ labels = [ "Software development kit",]
 ibm_maintained = true
 created_at = 1670427445.627174
 updated_at = 1670427445.627175
-stars = 58
+stars = 62
 group = "other"
 uuid = "d463fcf2-9e98-4d16-af3b-25ec29b650f7"
diff --git a/ecosystem/resources/members/qiskit-symb.toml b/ecosystem/resources/members/qiskit-symb.toml
index d6dba43f9..dbb3292dc 100644
--- a/ecosystem/resources/members/qiskit-symb.toml
+++ b/ecosystem/resources/members/qiskit-symb.toml
@@ -7,6 +7,6 @@ labels = [ "Circuit simulator", "Quantum information",]
 ibm_maintained = false
 created_at = 1680254616.930627
 updated_at = 1680254616.930632
-stars = 24
+stars = 25
 group = "other"
 uuid = "9350b230-d7ca-4d52-b082-9d71303478b7"
diff --git a/ecosystem/resources/members/torchquantum.toml b/ecosystem/resources/members/torchquantum.toml
index fbb174913..b7b16a13a 100644
--- a/ecosystem/resources/members/torchquantum.toml
+++ b/ecosystem/resources/members/torchquantum.toml
@@ -6,6 +6,6 @@ labels = [ "Machine learning", "Application package",]
 ibm_maintained = false
 created_at = 1678827878.611621
 updated_at = 1678827878.611622
-stars = 1242
+stars = 1253
 group = "applications"
 uuid = "6fefeede-f98e-44df-aea0-149827358701"