diff --git a/src/faebryk/core/cpp/__init__.pyi b/src/faebryk/core/cpp/__init__.pyi
index 4f7814f2..08efaa91 100644
--- a/src/faebryk/core/cpp/__init__.pyi
+++ b/src/faebryk/core/cpp/__init__.pyi
@@ -181,4 +181,5 @@ def find_paths(
     src: Node, dst: Sequence[Node]
 ) -> tuple[list[list[GraphInterface]], list[Counter]]: ...
 def print_obj(obj: object) -> None: ...
+def set_indiv_measure(value: bool) -> None: ...
 def set_leak_warnings(value: bool) -> None: ...
diff --git a/src/faebryk/core/cpp/include/pathfinder/pathcounter.hpp b/src/faebryk/core/cpp/include/pathfinder/pathcounter.hpp
index b8674135..72d8c864 100644
--- a/src/faebryk/core/cpp/include/pathfinder/pathcounter.hpp
+++ b/src/faebryk/core/cpp/include/pathfinder/pathcounter.hpp
@@ -9,6 +9,10 @@
 
 inline bool INDIV_MEASURE = true;
 
+inline void set_indiv_measure(bool v) {
+    INDIV_MEASURE = v;
+}
+
 class PathFinder;
 class BFSPath;
 
diff --git a/src/faebryk/core/cpp/src/main.cpp b/src/faebryk/core/cpp/src/main.cpp
index bc1e73c6..f07b51a7 100644
--- a/src/faebryk/core/cpp/src/main.cpp
+++ b/src/faebryk/core/cpp/src/main.cpp
@@ -68,6 +68,7 @@ PYMOD(m) {
 
     // TODO why this rv_pol needed
     m.def("find_paths", &find_paths, "src"_a, "dst"_a, nb::rv_policy::reference);
+    m.def("set_indiv_measure", &set_indiv_measure, "value"_a);
 
     // Graph
     using GI = GraphInterface;
diff --git a/src/faebryk/core/cpp/src/pathfinder/pathfinder.cpp b/src/faebryk/core/cpp/src/pathfinder/pathfinder.cpp
index 47dac73b..dc225b0e 100644
--- a/src/faebryk/core/cpp/src/pathfinder/pathfinder.cpp
+++ b/src/faebryk/core/cpp/src/pathfinder/pathfinder.cpp
@@ -313,11 +313,11 @@ bool PathFinder::_filter_conditional_link(BFSPath &p) {
         return true;
     }
 
-    if (link_conditional->needs_to_check_only_first_in_path()) {
-        if (p.size() > 1) {
-            return true;
-        }
-    }
+    // if (link_conditional->needs_to_check_only_first_in_path()) {
+    //     if (p.size() > 1) {
+    //         return true;
+    //     }
+    // }
 
     // TODO check recoverable?
     return link_conditional->run_filter(edge->from, edge->to) ==
diff --git a/src/faebryk/core/moduleinterface.py b/src/faebryk/core/moduleinterface.py
index 51c778d0..a1ec2a59 100644
--- a/src/faebryk/core/moduleinterface.py
+++ b/src/faebryk/core/moduleinterface.py
@@ -10,7 +10,6 @@
 
 from faebryk.core.cpp import (
     GraphInterfaceModuleConnection,
-    find_paths,
 )
 from faebryk.core.graphinterface import GraphInterface
 from faebryk.core.link import (
@@ -19,14 +18,13 @@
     LinkDirectConditionalFilterResult,
 )
 from faebryk.core.node import CNode, Node, NodeException
+from faebryk.core.pathfinder import Path, find_paths
 from faebryk.core.trait import Trait
 from faebryk.library.can_specialize import can_specialize
 from faebryk.libs.util import cast_assert, once
 
 logger = logging.getLogger(__name__)
 
-type Path = list[GraphInterface]
-
 
 class ModuleInterface(Node):
     class TraitT(Trait): ...
@@ -103,12 +101,12 @@ def connect_shallow(self, *other: Self) -> Self:
         return self.connect(*other, linkcls=type(self).LinkDirectShallow())
 
     def get_connected(self) -> dict[Self, Path]:
-        paths = find_paths(self, [])[0]
+        paths = find_paths(self, [])
         return {cast_assert(type(self), p[-1].node): p for p in paths}
 
     def is_connected_to(self, other: "ModuleInterface") -> list[Path]:
         return [
-            path for path in find_paths(self, [other])[0] if path[-1] is other.self_gif
+            path for path in find_paths(self, [other]) if path[-1] is other.self_gif
         ]
 
     def specialize[T: ModuleInterface](self, special: T) -> T:
diff --git a/src/faebryk/core/pathfinder.py b/src/faebryk/core/pathfinder.py
new file mode 100644
index 00000000..fed3faed
--- /dev/null
+++ b/src/faebryk/core/pathfinder.py
@@ -0,0 +1,115 @@
+# This file is part of the faebryk project
+# SPDX-License-Identifier: MIT
+
+import io
+from typing import Sequence
+
+from more_itertools import partition
+from rich.console import Console
+from rich.table import Table
+
+from faebryk.core.cpp import Counter, set_indiv_measure
+from faebryk.core.cpp import find_paths as find_paths_cpp
+from faebryk.core.graphinterface import GraphInterface
+from faebryk.core.node import Node
+from faebryk.libs.util import ConfigFlag
+
+type Path = list[GraphInterface]
+
+
+# Also in C++
+INDIV_MEASURE = ConfigFlag(
+    "INDIV_MEASURE", default=True, descr="Measure individual paths"
+)
+set_indiv_measure(bool(INDIV_MEASURE))
+
+
+def find_paths(src: Node, dst: Sequence[Node]) -> list[Path]:
+    paths, counters = find_paths_cpp(src, dst)
+
+    print(Counters(counters))
+    return paths
+
+
+class Counters:
+    def __init__(self, counters: list[Counter]):
+        self.counters: dict[str, Counter] = {c.name: c for c in counters}
+
+    def __repr__(self):
+        table = Table(title="Filter Counters")
+        table.add_column("func", style="cyan", width=20)
+        table.add_column("in", style="green", justify="right")
+        table.add_column("weak in", style="green", justify="right")
+        table.add_column("out", style="green", justify="right")
+        # table.add_column("drop", style="cyan", justify="center")
+        table.add_column("filt", style="magenta", justify="right")
+        table.add_column("weaker", style="green", justify="right")
+        table.add_column("stronger", style="green", justify="right")
+        table.add_column("time", style="yellow", justify="right")
+        table.add_column("time/in", style="yellow", justify="right")
+
+        individual, total = partition(
+            lambda x: x[1].total_counter, self.counters.items()
+        )
+        individual = list(individual)
+        for section in partition(lambda x: x[1].multi, individual):
+            for k, v in sorted(
+                section,
+                key=lambda x: (x[1].out_cnt, x[1].in_cnt),
+                reverse=True,
+            ):
+                k_clean = (
+                    k.split("path_")[-1]
+                    .replace("_", " ")
+                    .removeprefix("by ")
+                    .removeprefix("with ")
+                )
+                if v.in_cnt == 0:
+                    continue
+                table.add_row(
+                    k_clean,
+                    str(v.in_cnt),
+                    str(v.weak_in_cnt),
+                    str(v.out_cnt),
+                    # "x" if getattr(k, "discovery_filter", False) else "",
+                    f"{(1-v.out_cnt/v.in_cnt)*100:.1f} %" if v.in_cnt else "-",
+                    str(v.out_weaker),
+                    str(v.out_stronger),
+                    f"{v.time_spent_s*1000:.2f} ms",
+                    f"{v.time_spent_s/v.in_cnt*1000*1000:.2f} us" if v.in_cnt else "-",
+                )
+            table.add_section()
+
+        table.add_section()
+        for k, v in total:
+            if v.in_cnt == 0:
+                continue
+            table.add_row(
+                k,
+                str(v.in_cnt),
+                str(v.weak_in_cnt),
+                str(v.out_cnt),
+                # "x" if getattr(k, "discovery_filter", False) else "",
+                f"{(1-v.out_cnt/v.in_cnt)*100:.1f} %" if v.in_cnt else "-",
+                str(v.out_weaker),
+                str(v.out_stronger),
+                f"{v.time_spent_s*1000:.2f} ms",
+                f"{v.time_spent_s/v.in_cnt*1000*1000:.2f} us" if v.in_cnt else "-",
+            )
+        if INDIV_MEASURE:
+            table.add_row(
+                "Total",
+                "",
+                "",
+                "",
+                # "",
+                "",
+                "",
+                "",
+                f"{sum(v.time_spent_s for _,v in individual)*1000:.2f} ms",
+                f"{sum(v.time_spent_s/v.in_cnt for _,v in individual if v.in_cnt)*1000*1000:.2f} us",  # noqa: E501
+            )
+
+        console = Console(record=True, width=120, file=io.StringIO())
+        console.print(table)
+        return console.export_text(styles=True)