diff --git a/CHANGELOG.md b/CHANGELOG.md
index e2f33bc2ba..0fe3f580ba 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -2,6 +2,10 @@
 
 See the [releases page](https://github.com/github/codeql-action/releases) for the relevant changes to the CodeQL CLI and language packs.
 
+## 3.28.7 - 29 Jan 2025
+
+No user facing changes.
+
 ## 3.28.6 - 27 Jan 2025
 
 - Re-enable debug artifact upload for CLI versions 2.20.3 or greater. [#2726](https://github.com/github/codeql-action/pull/2726)
diff --git a/lib/analyze-action.js b/lib/analyze-action.js
index 350d0530cc..489db548b4 100644
--- a/lib/analyze-action.js
+++ b/lib/analyze-action.js
@@ -160,6 +160,14 @@ async function run() {
     let dbCreationTimings = undefined;
     let didUploadTrapCaches = false;
     util.initializeEnvironment(actionsUtil.getActionVersion());
+    // Unset the CODEQL_PROXY_* environment variables, as they are not needed
+    // and can cause issues with the CodeQL CLI
+    // Check for CODEQL_PROXY_HOST: and if it is empty but set, unset it
+    if (process.env.CODEQL_PROXY_HOST === "") {
+        delete process.env.CODEQL_PROXY_HOST;
+        delete process.env.CODEQL_PROXY_PORT;
+        delete process.env.CODEQL_PROXY_CA_CERTIFICATE;
+    }
     // Make inputs accessible in the `post` step, details at
     // https://github.com/github/codeql-action/issues/2553
     actionsUtil.persistInputs();
diff --git a/lib/analyze-action.js.map b/lib/analyze-action.js.map
index 7aa46488dd..ee73a45bda 100644
--- a/lib/analyze-action.js.map
+++ b/lib/analyze-action.js.map
@@ -1 +1 @@
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\ No newline at end of file
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\ No newline at end of file
diff --git a/lib/start-proxy-action.js b/lib/start-proxy-action.js
index deb61dc07c..8e7ad825d6 100644
--- a/lib/start-proxy-action.js
+++ b/lib/start-proxy-action.js
@@ -45,7 +45,6 @@ const util = __importStar(require("./util"));
 const UPDATEJOB_PROXY = "update-job-proxy";
 const UPDATEJOB_PROXY_VERSION = "v2.0.20241023203727";
 const UPDATEJOB_PROXY_URL_PREFIX = "https://github.com/github/codeql-action/releases/download/codeql-bundle-v2.18.1/";
-const PROXY_USER = "proxy_user";
 const KEY_SIZE = 2048;
 const KEY_EXPIRY_YEARS = 2;
 const CERT_SUBJECT = [
@@ -100,15 +99,17 @@ async function runWrapper() {
     core.saveState("proxy-log-file", proxyLogFilePath);
     // Get the configuration options
     const credentials = (0, start_proxy_1.getCredentials)(logger, actionsUtil.getOptionalInput("registry_secrets"), actionsUtil.getOptionalInput("registries_credentials"), actionsUtil.getOptionalInput("language"));
+    if (credentials.length === 0) {
+        logger.info("No credentials found, skipping proxy setup.");
+        return;
+    }
     logger.info(`Credentials loaded for the following registries:\n ${credentials
         .map((c) => credentialToStr(c))
         .join("\n")}`);
     const ca = generateCertificateAuthority();
-    const proxyAuth = getProxyAuth();
     const proxyConfig = {
         all_credentials: credentials,
         ca,
-        proxy_auth: proxyAuth,
     };
     // Start the Proxy
     const proxyBin = await getProxyBinaryPath();
@@ -165,17 +166,6 @@ async function startProxy(binPath, config, logFilePath, logger) {
         core.setFailed(`start-proxy action failed: ${util.getErrorMessage(error)}`);
     }
 }
-// getProxyAuth returns the authentication information for the proxy itself.
-function getProxyAuth() {
-    const proxy_password = actionsUtil.getOptionalInput("proxy_password");
-    if (proxy_password) {
-        return {
-            username: PROXY_USER,
-            password: proxy_password,
-        };
-    }
-    return;
-}
 async function getProxyBinaryPath() {
     const proxyFileName = process.platform === "win32" ? `${UPDATEJOB_PROXY}.exe` : UPDATEJOB_PROXY;
     const platform = process.platform === "win32"
diff --git a/lib/start-proxy-action.js.map b/lib/start-proxy-action.js.map
index c58df44d37..ab67cea0dc 100644
--- a/lib/start-proxy-action.js.map
+++ b/lib/start-proxy-action.js.map
@@ -1 +1 @@
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diff --git a/node_modules/.package-lock.json b/node_modules/.package-lock.json
index 1f1c8a4a58..7d51a675c2 100644
--- a/node_modules/.package-lock.json
+++ b/node_modules/.package-lock.json
@@ -1,6 +1,6 @@
 {
   "name": "codeql",
-  "version": "3.28.6",
+  "version": "3.28.7",
   "lockfileVersion": 3,
   "requires": true,
   "packages": {
diff --git a/package-lock.json b/package-lock.json
index b34e41be0d..426e158c61 100644
--- a/package-lock.json
+++ b/package-lock.json
@@ -1,12 +1,12 @@
 {
   "name": "codeql",
-  "version": "3.28.6",
+  "version": "3.28.7",
   "lockfileVersion": 3,
   "requires": true,
   "packages": {
     "": {
       "name": "codeql",
-      "version": "3.28.6",
+      "version": "3.28.7",
       "license": "MIT",
       "dependencies": {
         "@actions/artifact": "^2.1.9",
diff --git a/package.json b/package.json
index df627fc4eb..8b2faf1a60 100644
--- a/package.json
+++ b/package.json
@@ -1,6 +1,6 @@
 {
   "name": "codeql",
-  "version": "3.28.6",
+  "version": "3.28.7",
   "private": true,
   "description": "CodeQL action",
   "scripts": {
diff --git a/src/analyze-action.ts b/src/analyze-action.ts
index ff678b964a..5c2ab3cb98 100644
--- a/src/analyze-action.ts
+++ b/src/analyze-action.ts
@@ -202,6 +202,15 @@ async function run() {
   let didUploadTrapCaches = false;
   util.initializeEnvironment(actionsUtil.getActionVersion());
 
+  // Unset the CODEQL_PROXY_* environment variables, as they are not needed
+  // and can cause issues with the CodeQL CLI
+  // Check for CODEQL_PROXY_HOST: and if it is empty but set, unset it
+  if (process.env.CODEQL_PROXY_HOST === "") {
+    delete process.env.CODEQL_PROXY_HOST;
+    delete process.env.CODEQL_PROXY_PORT;
+    delete process.env.CODEQL_PROXY_CA_CERTIFICATE;
+  }
+
   // Make inputs accessible in the `post` step, details at
   // https://github.com/github/codeql-action/issues/2553
   actionsUtil.persistInputs();
diff --git a/src/start-proxy-action.ts b/src/start-proxy-action.ts
index 013b237bad..a6da812e64 100644
--- a/src/start-proxy-action.ts
+++ b/src/start-proxy-action.ts
@@ -14,7 +14,6 @@ const UPDATEJOB_PROXY = "update-job-proxy";
 const UPDATEJOB_PROXY_VERSION = "v2.0.20241023203727";
 const UPDATEJOB_PROXY_URL_PREFIX =
   "https://github.com/github/codeql-action/releases/download/codeql-bundle-v2.18.1/";
-const PROXY_USER = "proxy_user";
 const KEY_SIZE = 2048;
 const KEY_EXPIRY_YEARS = 2;
 
@@ -100,6 +99,12 @@ async function runWrapper() {
     actionsUtil.getOptionalInput("registries_credentials"),
     actionsUtil.getOptionalInput("language"),
   );
+
+  if (credentials.length === 0) {
+    logger.info("No credentials found, skipping proxy setup.");
+    return;
+  }
+
   logger.info(
     `Credentials loaded for the following registries:\n ${credentials
       .map((c) => credentialToStr(c))
@@ -107,12 +112,10 @@ async function runWrapper() {
   );
 
   const ca = generateCertificateAuthority();
-  const proxyAuth = getProxyAuth();
 
   const proxyConfig: ProxyConfig = {
     all_credentials: credentials,
     ca,
-    proxy_auth: proxyAuth,
   };
 
   // Start the Proxy
@@ -181,18 +184,6 @@ async function startProxy(
   }
 }
 
-// getProxyAuth returns the authentication information for the proxy itself.
-function getProxyAuth(): BasicAuthCredentials | undefined {
-  const proxy_password = actionsUtil.getOptionalInput("proxy_password");
-  if (proxy_password) {
-    return {
-      username: PROXY_USER,
-      password: proxy_password,
-    };
-  }
-  return;
-}
-
 async function getProxyBinaryPath(): Promise<string> {
   const proxyFileName =
     process.platform === "win32" ? `${UPDATEJOB_PROXY}.exe` : UPDATEJOB_PROXY;
diff --git a/start-proxy/action.yml b/start-proxy/action.yml
index cf52125dd7..a5bb5fc5f4 100644
--- a/start-proxy/action.yml
+++ b/start-proxy/action.yml
@@ -9,9 +9,6 @@ inputs:
   registries_credentials:
     description: Base64 encoded JSON configuration for the URLs and credentials of the package registries
     required: false
-  proxy_password:
-    required: false
-    description: The password of the proxy
   token:
     description: GitHub token to use for authenticating with this instance of GitHub, used to upload debug artifacts.
     default: ${{ github.token }}