diff --git a/algos.yaml b/algos.yaml
index e9087ee..888d60e 100644
--- a/algos.yaml
+++ b/algos.yaml
@@ -186,6 +186,18 @@ bit:
       run-groups:
         empty:
           args: []
+
+    Chemfp:
+      disabled: false
+      docker-tag: ann-benchmarks-chemfp
+      singularity-tag: ann-bench-chemfp
+      module: ann_benchmarks.algorithms.chemfp
+      constructor: Chemfp
+      base-args: ["@metric"]
+      run-groups:
+        empty:
+          args: []
+
 int:
   jaccard:
     Bruteforce: