diff --git a/README.md b/README.md
index 8edd498d8..b01785333 100644
--- a/README.md
+++ b/README.md
@@ -136,7 +136,7 @@ The native path installs ECC's skills, agents, commands, and plugin-managed hook
   <a href="https://www.coderabbit.ai" title="CodeRabbit"><img src="assets/images/sponsors/coderabbit.png" height="54" alt="CodeRabbit" /></a>&nbsp;&nbsp;&nbsp;
   <a href="https://www.greptile.com/go/ecc" title="Greptile"><img src="assets/images/sponsors/greptile.png" height="54" alt="Greptile" /></a>&nbsp;&nbsp;&nbsp;
   <a href="https://www.atlascloud.ai/?utm_source=github&amp;utm_medium=link&amp;utm_campaign=ECC" title="Atlas Cloud"><picture><source media="(prefers-color-scheme: dark)" srcset="assets/images/sponsors/atlascloud-dark.svg" /><img src="assets/images/sponsors/atlascloud.svg" width="154" alt="Atlas Cloud" /></picture></a>&nbsp;&nbsp;&nbsp;
-  <a href="https://www.moonshot.ai" title="Moonshot AI - Kimi"><picture><source media="(prefers-color-scheme: dark)" srcset="assets/images/sponsors/moonshot-dark.png" /><img src="assets/images/sponsors/moonshot.png" width="132" alt="Moonshot AI - Kimi" /></picture></a>&nbsp;&nbsp;&nbsp;
+  <a href="https://platform.kimi.ai?aff=ecc" title="Moonshot AI - Kimi"><picture><source media="(prefers-color-scheme: dark)" srcset="assets/images/sponsors/moonshot-dark.png" /><img src="assets/images/sponsors/moonshot.png" width="132" alt="Moonshot AI - Kimi" /></picture></a>&nbsp;&nbsp;&nbsp;
   <a href="https://compute.itomarkets.com" title="Itô Markets"><picture><source media="(prefers-color-scheme: light)" srcset="assets/images/sponsors/ito-transparent-light.png" /><img src="assets/images/sponsors/ito-transparent.png" width="96" alt="Itô Markets" /></picture></a>
 </p>
 
@@ -337,7 +337,7 @@ cd ECC
 | Qwen CLI | `./install.sh --profile minimal --target qwen` | See the [Qwen guide](docs/QWEN-GUIDE.md) |
 | Hermes | `./install.sh --profile minimal --target hermes` | See the [Hermes setup guide](docs/HERMES-SETUP.md) |
 | OpenClaw | `./install.sh --profile minimal --target openclaw` | Managed home-directory install |
-| Kimi Code CLI | `./install.sh --profile minimal --target kimi` | Project-local `.kimi-code/` install |
+| Kimi Code CLI | `./install.sh --profile minimal --target kimi` | Project-local `.kimi-code/` install · [Get Kimi Code](https://www.kimi.com/code?aff=ecc) |
 | CodeBuddy | `./install.sh --profile minimal --target codebuddy` | Project-local `.codebuddy/` install |
 | JoyCode | `./install.sh --profile minimal --target joycode` | Project-local `.joycode/` install |
 
@@ -368,7 +368,7 @@ Run or self-host any open-source model behind that gateway using separate comput
 
 ### Self-host Kimi with ECC + Itô compute
 
-The Kimi Code harness and the model-serving layer are separate. ECC configures the agent harness; you bring an API endpoint or self-host an open-weight Kimi model on your own GPU capacity. This adapter is verified against Kimi Code 0.31.x (`@moonshot-ai/kimi-code`):
+The Kimi Code harness and the model-serving layer are separate. ECC configures the agent harness; you bring an API endpoint ([get a Kimi API key](https://platform.kimi.ai?aff=ecc)) or self-host an open-weight Kimi model on your own GPU capacity. This adapter is verified against Kimi Code 0.31.x (`@moonshot-ai/kimi-code`):
 
 <table aria-label="Local Kimi model path" width="100%">
 <tr>
diff --git a/commands/prp-pr.md b/commands/prp-pr.md
index 9469cb884..2016ec90b 100644
--- a/commands/prp-pr.md
+++ b/commands/prp-pr.md
@@ -1,5 +1,5 @@
 ---
-description: "Create a GitHub PR from current branch with unpushed commits — discovers templates, analyzes changes, pushes"
+description: "Alias of /pr for the PRP workflow series. Use when creating a pull request mid-PRP workflow; otherwise use /pr."
 argument-hint: "[base-branch] (default: main)"
 ---
 
diff --git a/docs/COMMAND-REGISTRY.json b/docs/COMMAND-REGISTRY.json
index 29b1cd647..4f7918cfc 100644
--- a/docs/COMMAND-REGISTRY.json
+++ b/docs/COMMAND-REGISTRY.json
@@ -741,7 +741,7 @@
     },
     {
       "command": "prp-pr",
-      "description": "Create a GitHub PR from current branch with unpushed commits — discovers templates, analyzes changes, pushes",
+      "description": "Alias of /pr for the PRP workflow series. Use when creating a pull request mid-PRP workflow; otherwise use /pr.",
       "type": "testing",
       "primaryAgents": [],
       "allAgents": [],