diff --git a/agentdescent/algorithms/__init__.py b/agentdescent/algorithms/__init__.py
index 1192f89f..13053bb1 100644
--- a/agentdescent/algorithms/__init__.py
+++ b/agentdescent/algorithms/__init__.py
@@ -321,6 +321,12 @@ def _unknown_algorithm_message(where: str, name: Any) -> str:
         return msg
     slug = _fold(name)
     if slug not in _EXAMPLES_ONLY_PORTS:
+        # A near-miss typo (`gepaa`, `evo_skill`) names the card it most
+        # likely meant, so the fix is one word rather than a list scan.
+        import difflib
+        close = difflib.get_close_matches(slug, sorted(_REGISTRY), n=1, cutoff=0.75)
+        if close:
+            return f"{msg}; did you mean {close[0]!r}?"
         return msg
     doc = f"docs/algo-{slug.replace('_', '-')}.md"
     return (f"{msg}. {slug!r} is an examples/ research port ({doc}), not a "
diff --git a/changelog.d/874-algorithm-did-you-mean.md b/changelog.d/874-algorithm-did-you-mean.md
new file mode 100644
index 00000000..819e998c
--- /dev/null
+++ b/changelog.d/874-algorithm-did-you-mean.md
@@ -0,0 +1,4 @@
+Changed
+An unknown algorithm name that is a near-miss typo of a registered card now ends
+with "did you mean 'gepa'?" (`algorithms show` / `run`, specs, MCP), instead of
+only listing every card (#874).
diff --git a/tests/test_algorithms.py b/tests/test_algorithms.py
index e8b56d5a..c7001608 100644
--- a/tests/test_algorithms.py
+++ b/tests/test_algorithms.py
@@ -1060,3 +1060,16 @@ def test_mcp_list_algorithms_carries_cards_vs_ports_note():
     names = {a["name"] for a in payload["algorithms"]}
     assert "gepa" in names and "evoskill" not in names  # kind filter
     assert all(a["surface"] == "card" for a in payload["algorithms"])
+
+
+@pytest.mark.parametrize("typo,meant", [("gepaa", "gepa"), ("evo_skill", "evoskill"),
+                                        ("skilopt", "skillopt")])
+def test_unknown_algorithm_names_the_near_miss(typo, meant):
+    with pytest.raises(AlgorithmError, match=rf"did you mean '{meant}'\?$"):
+        algorithms.get(typo, where="show")
+
+
+def test_unknown_algorithm_without_near_miss_has_no_guess():
+    with pytest.raises(AlgorithmError) as e:
+        algorithms.get("nope", where="show")
+    assert "did you mean" not in str(e.value)