diff --git a/modules/capabilities/ai.nix b/modules/capabilities/ai.nix
index e42a611..0f83440 100644
--- a/modules/capabilities/ai.nix
+++ b/modules/capabilities/ai.nix
@@ -3,22 +3,54 @@ let
   hmModules = config.flake.modules.homeManager;
 in
 {
-  flake.modules.nixos.ai = {
-    home-manager.sharedModules = [ hmModules.ai ];
+  flake.modules.nixos.ai =
+    { pkgs, ... }:
+    {
+      home-manager.sharedModules = [ hmModules.ai ];
 
-    nixpkgs.overlays = [ inputs.llm-agents.overlays.default ];
+      nixpkgs.overlays = [ inputs.llm-agents.overlays.default ];
 
-    nix.settings = {
-      extra-substituters = [ "https://cache.numtide.com" ];
-      extra-trusted-public-keys = [
-        "niks3.numtide.com-1:DTx8wZduET09hRmMtKdQDxNNthLQETkc/yaX7M4qK0g="
-      ];
+      nix.settings = {
+        extra-substituters = [ "https://cache.numtide.com" ];
+        extra-trusted-public-keys = [
+          "niks3.numtide.com-1:DTx8wZduET09hRmMtKdQDxNNthLQETkc/yaX7M4qK0g="
+        ];
+      };
+
+      services.ollama = {
+        enable = true;
+        package = pkgs.ollama-vulkan;
+        loadModels = [ "nomic-embed-text" ];
+      };
     };
-  };
 
   flake.modules.homeManager.ai =
     { pkgs, ... }:
     {
+      services.podman = {
+        volumes = {
+          grounded-docs-config = { };
+          grounded-docs-data = { };
+        };
+
+        containers.grounded-docs = {
+          image = "ghcr.io/arabold/docs-mcp-server:2.4.0";
+          network = "host";
+          volumes = [
+            "grounded-docs-config.volume:/config"
+            "grounded-docs-data.volume:/data"
+          ];
+          environment = {
+            DOCS_MCP_APP_TELEMETRY_ENABLED = "false";
+            DOCS_MCP_EMBEDDING_MODEL = "openai:nomic-embed-text";
+            DOCS_MCP_EMBEDDINGS_VECTOR_DIMENSION = "768";
+            OPENAI_API_BASE = "http://127.0.0.1:11434/v1";
+            OPENAI_API_KEY = "ollama";
+          };
+          exec = "--protocol http --host 127.0.0.1 --port 6280";
+        };
+      };
+
       programs.mcp = {
         enable = true;
         servers.nixos = {
@@ -29,6 +61,7 @@ in
 
       home.packages = [
         pkgs.llm-agents.codex
+        pkgs.ctx7
       ];
     };
 }
diff --git a/modules/capabilities/dev-tools.nix b/modules/capabilities/dev-tools.nix
index 02c0a4a..7c136a0 100644
--- a/modules/capabilities/dev-tools.nix
+++ b/modules/capabilities/dev-tools.nix
@@ -12,7 +12,6 @@
         resterm
         inputs.devenv.packages.${pkgs.stdenv.hostPlatform.system}.default
         kubectl
-        ctx7
         mongodb-compass
       ];