diff --git a/README.md b/README.md
index e4de615..e65474f 100644
--- a/README.md
+++ b/README.md
@@ -91,6 +91,7 @@ Install or disable them dynamically with the `/plugin` command — enabling you
 - [debug-session](./plugins/debug-session)
 - [debugger](./plugins/debugger)
 - [double-check](./plugins/double-check)
+- [gcf-proxy](./plugins/gcf-proxy)
 - [optimize](./plugins/optimize)
 - [performance-benchmarker](./plugins/performance-benchmarker)
 - [refractor](./plugins/refractor)
diff --git a/plugins/gcf-proxy/.claude-plugin/plugin.json b/plugins/gcf-proxy/.claude-plugin/plugin.json
new file mode 100644
index 0000000..700275b
--- /dev/null
+++ b/plugins/gcf-proxy/.claude-plugin/plugin.json
@@ -0,0 +1,12 @@
+{
+  "name": "gcf-proxy",
+  "description": "Save 71% on MCP tool call tokens. Wraps any MCP server with GCF encoding, zero code changes.",
+  "version": "1.0.0",
+  "author": {
+    "name": "Blackwell Systems",
+    "url": "https://blackwell-systems.com"
+  },
+  "homepage": "https://gcformat.com",
+  "repository": "https://github.com/blackwell-systems/gcf-claude-plugin",
+  "license": "MIT"
+}
diff --git a/plugins/gcf-proxy/hooks/hooks.json b/plugins/gcf-proxy/hooks/hooks.json
new file mode 100644
index 0000000..e5ce3f0
--- /dev/null
+++ b/plugins/gcf-proxy/hooks/hooks.json
@@ -0,0 +1,14 @@
+{
+  "hooks": [
+    {
+      "event": "SessionStart",
+      "command": "rm -f /tmp/gcf-proxy-stats.json",
+      "timeout": 1000
+    },
+    {
+      "event": "Stop",
+      "command": "node -e \"const fs=require('fs'); try{const d=JSON.parse(fs.readFileSync('/tmp/gcf-proxy-stats.json','utf8')); if(d.calls>0){const s=d.pct_saved.toFixed(0); const tb=d.est_tokens_saved; const saved=tb>=1000?(tb/1000).toFixed(1)+'K':tb; console.log(JSON.stringify({notification:'gcf-proxy: '+d.calls+' tool calls rewritten, '+s+'% fewer tokens (~'+saved+' tokens saved)'}))}}catch(e){}\"",
+      "timeout": 1000
+    }
+  ]
+}
diff --git a/plugins/gcf-proxy/skills/setup/SKILL.md b/plugins/gcf-proxy/skills/setup/SKILL.md
new file mode 100644
index 0000000..04ee48b
--- /dev/null
+++ b/plugins/gcf-proxy/skills/setup/SKILL.md
@@ -0,0 +1,53 @@
+---
+description: Wrap an existing MCP server with gcf-proxy to reduce token costs by 71%. Provide the server name from your MCP config.
+---
+
+# GCF Proxy Setup
+
+The user wants to wrap an MCP server with gcf-proxy to reduce token costs.
+
+## What to do
+
+1. Read the user's MCP configuration (`.mcp.json` in the project or `~/.claude.json`) to find the target server.
+2. If `$ARGUMENTS` is provided, find the server matching that name.
+3. Create a new entry that wraps the original server with gcf-proxy:
+   - Keep the original server entry (renamed with a `-raw` suffix, disabled) so the user can revert.
+   - The new entry prepends gcf-proxy before the original command: `npx -y @blackwell-systems/gcf-proxy@latest --stats-file /tmp/gcf-proxy-stats.json <original-command> <original-args>`
+4. Show the user what changed and explain the expected savings (71% fewer tokens on tool responses).
+
+## Example
+
+If the user has:
+```json
+{
+  "mcpServers": {
+    "github": {
+      "command": "npx",
+      "args": ["-y", "@modelcontextprotocol/server-github"]
+    }
+  }
+}
+```
+
+Transform it to:
+```json
+{
+  "mcpServers": {
+    "github": {
+      "command": "npx",
+      "args": ["-y", "@blackwell-systems/gcf-proxy@latest", "--stats-file", "/tmp/gcf-proxy-stats.json", "npx", "-y", "@modelcontextprotocol/server-github"]
+    },
+    "github-raw": {
+      "command": "npx",
+      "args": ["-y", "@modelcontextprotocol/server-github"],
+      "disabled": true
+    }
+  }
+}
+```
+
+## Important
+- Do NOT use `--` between gcf-proxy and the server command. gcf-proxy takes the server command directly as positional arguments.
+- Always preserve the original server config so the user can revert.
+- If the server already uses gcf-proxy, tell the user it's already wrapped.
+- Environment variables from the original config must be preserved.
diff --git a/plugins/gcf-proxy/skills/stats/SKILL.md b/plugins/gcf-proxy/skills/stats/SKILL.md
new file mode 100644
index 0000000..6e03bd6
--- /dev/null
+++ b/plugins/gcf-proxy/skills/stats/SKILL.md
@@ -0,0 +1,21 @@
+---
+description: Show GCF proxy token savings statistics for the current session or overall usage.
+---
+
+# GCF Stats
+
+Show the user their gcf-proxy token savings.
+
+Run `npx -y @blackwell-systems/gcf-proxy@latest --stats` to retrieve session statistics.
+
+If that command is not available or returns no data, explain that gcf-proxy tracks savings in real time when running with `--verbose` and suggest:
+
+```bash
+npx -y @blackwell-systems/gcf-proxy@latest --verbose -- <their-server-command>
+```
+
+Present any stats in a clear format showing:
+- Tokens saved (GCF vs JSON)
+- Percentage reduction
+- Session deduplication savings (if multi-call session)
+- Estimated cost savings based on their model's pricing