diff --git a/utility/microbenchmark_results.csv b/utility/microbenchmark_results.csv
index 7bf59441..3a08cbcd 100644
--- a/utility/microbenchmark_results.csv
+++ b/utility/microbenchmark_results.csv
@@ -1,43 +1,43 @@
-min,lq,mean,median,uq,max,neval
-1.16,1.16,1.16,1.16,1.16,1.16,1
-1.83,1.83,1.83,1.83,1.83,1.83,1
-693.01,693.01,693.01,693.01,693.01,693.01,1
-3.69,3.69,3.69,3.69,3.69,3.69,1
-5.19,5.19,5.19,5.19,5.19,5.19,1
-805.32,805.32,805.32,805.32,805.32,805.32,1
-689.2,689.2,689.2,689.2,689.2,689.2,1
-573.82,573.82,573.82,573.82,573.82,573.82,1
-700.61,700.61,700.61,700.61,700.61,700.61,1
-615.47,615.47,615.47,615.47,615.47,615.47,1
-685.91,685.91,685.91,685.91,685.91,685.91,1
-702.75,702.75,702.75,702.75,702.75,702.75,1
-656.78,656.78,656.78,656.78,656.78,656.78,1
-664.89,664.89,664.89,664.89,664.89,664.89,1
-372.23,372.23,372.23,372.23,372.23,372.23,1
-848.39,848.39,848.39,848.39,848.39,848.39,1
-671.34,671.34,671.34,671.34,671.34,671.34,1
-1.05,1.05,1.05,1.05,1.05,1.05,1
-981.49,981.49,981.49,981.49,981.49,981.49,1
-626.57,626.57,626.57,626.57,626.57,626.57,1
-656.61,656.61,656.61,656.61,656.61,656.61,1
-642.03,642.03,642.03,642.03,642.03,642.03,1
-696.71,696.71,696.71,696.71,696.71,696.71,1
-694.78,694.78,694.78,694.78,694.78,694.78,1
-641.12,641.12,641.12,641.12,641.12,641.12,1
-752.85,752.85,752.85,752.85,752.85,752.85,1
-2.84,2.84,2.84,2.84,2.84,2.84,1
-2.33,2.33,2.33,2.33,2.33,2.33,1
-3.83,3.83,3.83,3.83,3.83,3.83,1
-3.5,3.5,3.5,3.5,3.5,3.5,1
-3.87,3.87,3.87,3.87,3.87,3.87,1
-4.96,4.96,4.96,4.96,4.96,4.96,1
-2.18,2.18,2.18,2.18,2.18,2.18,1
-3.69,3.69,3.69,3.69,3.69,3.69,1
-2.29,2.29,2.29,2.29,2.29,2.29,1
-2.3,2.3,2.3,2.3,2.3,2.3,1
-2.11,2.11,2.11,2.11,2.11,2.11,1
-3.3,3.3,3.3,3.3,3.3,3.3,1
-3.91,3.91,3.91,3.91,3.91,3.91,1
-13.27,13.27,13.27,13.27,13.27,13.27,1
-14.4,14.4,14.4,14.4,14.4,14.4,1
-41.54,41.54,41.54,41.54,41.54,41.54,1
+min,lq,mean,median,uq,max,neval,description,source
+1.56,1.56,1.56,1.56,1.56,1.56,1,simple static (read-only) test project,ouhsc
+2.08,2.08,2.08,2.08,2.08,2.08,1,longitudinal (read-only) ARM test project,ouhsc
+841.23,841.23,841.23,841.23,841.23,841.23,1,simple write data,ouhsc
+4.34,4.34,4.34,4.34,4.34,4.34,1,Russian Characters,ouhsc
+6.67,6.67,6.67,6.67,6.67,6.67,1,"super-wide --3,000 columns",ouhsc
+912.5,912.5,912.5,912.5,912.5,912.5,1,static (not longitudinal) survey test project,ouhsc
+769.03,769.03,769.03,769.03,769.03,769.03,1,"Clinical Trial (Fake) --Read-only, contributed by @higgi13425",ouhsc
+1.08,1.08,1.08,1.08,1.08,1.08,1,nonnumeric record_id,ouhsc
+729.67,729.67,729.67,729.67,729.67,729.67,1,DAG Read,ouhsc
+936.55,936.55,936.55,936.55,936.55,936.55,1,potentially problematic values,ouhsc
+778.25,778.25,778.25,778.25,778.25,778.25,1,Repeating Instruments,ouhsc
+1.62,1.62,1.62,1.62,1.62,1.62,1,simple write metadata,ouhsc
+974.01,974.01,974.01,974.01,974.01,974.01,1,DAG Write -admin,ouhsc
+791.47,791.47,791.47,791.47,791.47,791.47,1,DAG Write -group A,ouhsc
+389.54,389.54,389.54,389.54,389.54,389.54,1,"super-wide #3--35,000 columns",ouhsc
+827.92,827.92,827.92,827.92,827.92,827.92,1,Repeating Instruments --Sparse,ouhsc
+636.88,636.88,636.88,636.88,636.88,636.88,1,Delete Single Arm,ouhsc
+1.41,1.41,1.41,1.41,1.41,1.41,1,Delete Multiple Arm,ouhsc
+1.14,1.14,1.14,1.14,1.14,1.14,1,longitudinal single arm,ouhsc
+1.01,1.01,1.01,1.01,1.01,1.01,1,decimal comma and dot,ouhsc
+997.98,997.98,997.98,997.98,997.98,997.98,1,decimal comma,ouhsc
+900.25,900.25,900.25,900.25,900.25,900.25,1,decimal dot,ouhsc
+1.04,1.04,1.04,1.04,1.04,1.04,1,Validation Types,ouhsc
+1.03,1.03,1.03,1.03,1.03,1.03,1,Blank for Gray Status,ouhsc
+903.09,903.09,903.09,903.09,903.09,903.09,1,Checkboxes 1,ouhsc
+1.32,1.32,1.32,1.32,1.32,1.32,1,Vignette: Longitudinal & Repeating Measures,ouhsc
+2.49,2.49,2.49,2.49,2.49,2.49,1,classic,redcaptidier
+3.02,3.02,3.02,3.02,3.02,3.02,1,classic no repeat,redcaptidier
+3.36,3.36,3.36,3.36,3.36,3.36,1,longitudinal,redcaptidier
+3.67,3.67,3.67,3.67,3.67,3.67,1,longitudinal no arms,redcaptidier
+5.06,5.06,5.06,5.06,5.06,5.06,1,longitudinal no repeat,redcaptidier
+5.01,5.01,5.01,5.01,5.01,5.01,1,deep dive vignette,redcaptidier
+2.11,2.11,2.11,2.11,2.11,2.11,1,repeat first instrument,redcaptidier
+3.35,3.35,3.35,3.35,3.35,3.35,1,repeat event,redcaptidier
+2.46,2.46,2.46,2.46,2.46,2.46,1,restricted access,redcaptidier
+2,2,2,2,2,2,1,large sparse db,redcaptidier
+1.94,1.94,1.94,1.94,1.94,1.94,1,data access groups,redcaptidier
+3.28,3.28,3.28,3.28,3.28,3.28,1,longitudinal data access groups,redcaptidier
+3.15,3.15,3.15,3.15,3.15,3.15,1,mixed structure repeat no repeat,redcaptidier
+10.44,10.44,10.44,10.44,10.44,10.44,1,prodigy db,redcaptidier
+15.1,15.1,15.1,15.1,15.1,15.1,1,cart comprehensive db,redcaptidier
+48.32,48.32,48.32,48.32,48.32,48.32,1,bmt outcomes db,redcaptidier
diff --git a/utility/test_creds.R b/utility/test_creds.R
index 98e66109..97c51353 100644
--- a/utility/test_creds.R
+++ b/utility/test_creds.R
@@ -38,7 +38,7 @@ redcaptidier_creds <- tibble::tribble(
 )
 
 # Combine Credentials
-creds <- rbind(ouhsc_creds, redcaptidier_creds)
+creds <- rbind(ouhsc_creds %>% mutate(source = "ouhsc"), redcaptidier_creds %>% mutate(source = "redcaptidier"))
 
 microbenchmark_fx <- function(redcap_uri, token, name, times = 1){
   microbenchmark(
@@ -58,4 +58,5 @@ for (i in seq_along(microbenchmark_results)) {
 out %>%
   select(-expr) %>%
   mutate(across(tidyselect::everything(), ~round(., digits = 2))) %>%
+  cbind(., "description" = creds$comment, "source" = creds$source) %>%
   readr::write_csv("utility/microbenchmark_results.csv")