diff --git a/CHANGELOG.md b/CHANGELOG.md
index 4989ee8400..b40758c8ba 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,5 +1,9 @@
 # CodeQL Action Changelog
 
+## 2.2.4 - 10 Feb 2023
+
+No user facing changes.
+
 ## 2.2.3 - 08 Feb 2023
 
 - Update default CodeQL bundle version to 2.12.2. [#1518](https://github.com/github/codeql-action/pull/1518)
diff --git a/lib/feature-flags.js b/lib/feature-flags.js
index fea2cf2b39..91d6c048f3 100644
--- a/lib/feature-flags.js
+++ b/lib/feature-flags.js
@@ -118,7 +118,7 @@ class GitHubFeatureFlags {
         this.repositoryNwo = repositoryNwo;
         this.featureFlagsFile = featureFlagsFile;
         this.logger = logger;
-        /**/
+        this.hasAccessedRemoteFeatureFlags = false; // Not accessed by default.
     }
     getCliVersionFromFeatureFlag(f) {
         if (!f.startsWith(DEFAULT_VERSION_FEATURE_FLAG_PREFIX) ||
@@ -139,7 +139,9 @@ class GitHubFeatureFlags {
             const defaultDotComCliVersion = await this.getDefaultDotcomCliVersion();
             return {
                 cliVersion: defaultDotComCliVersion.version,
-                toolsFeatureFlagsValid: defaultDotComCliVersion.toolsFeatureFlagsValid,
+                toolsFeatureFlagsValid: this.hasAccessedRemoteFeatureFlags
+                    ? defaultDotComCliVersion.toolsFeatureFlagsValid
+                    : undefined,
                 variant,
             };
         }
@@ -170,7 +172,9 @@ class GitHubFeatureFlags {
                 `shipped with the Action. This is ${defaults.cliVersion}.`);
             return {
                 version: defaults.cliVersion,
-                toolsFeatureFlagsValid: false,
+                toolsFeatureFlagsValid: this.hasAccessedRemoteFeatureFlags
+                    ? false
+                    : undefined,
             };
         }
         const maxCliVersion = enabledFeatureFlagCliVersions.reduce((maxVersion, currentVersion) => currentVersion > maxVersion ? currentVersion : maxVersion, enabledFeatureFlagCliVersions[0]);
@@ -237,6 +241,7 @@ class GitHubFeatureFlags {
         // Do nothing when not running against github.com
         if (this.gitHubVersion.type !== util.GitHubVariant.DOTCOM) {
             this.logger.debug("Not running against github.com. Disabling all toggleable features.");
+            this.hasAccessedRemoteFeatureFlags = false;
             return {};
         }
         try {
@@ -247,6 +252,7 @@ class GitHubFeatureFlags {
             const remoteFlags = response.data;
             this.logger.debug("Loaded the following default values for the feature flags from the Code Scanning API: " +
                 `${JSON.stringify(remoteFlags)}`);
+            this.hasAccessedRemoteFeatureFlags = true;
             return remoteFlags;
         }
         catch (e) {
@@ -255,6 +261,7 @@ class GitHubFeatureFlags {
                     "As a result, it will not be opted into any experimental features. " +
                     "This could be because the Action is running on a pull request from a fork. If not, " +
                     `please ensure the Action has the 'security-events: write' permission. Details: ${e}`);
+                this.hasAccessedRemoteFeatureFlags = false;
                 return {};
             }
             else {
@@ -265,7 +272,6 @@ class GitHubFeatureFlags {
                 throw new Error(`Encountered an error while trying to determine feature enablement: ${e}`);
             }
         }
-        return {};
     }
 }
 //# sourceMappingURL=feature-flags.js.map
\ No newline at end of file
diff --git a/lib/feature-flags.js.map b/lib/feature-flags.js.map
index 91960c2d86..5919aa3bb8 100644
--- a/lib/feature-flags.js.map
+++ b/lib/feature-flags.js.map
@@ -1 +1 @@
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\ No newline at end of file
diff --git a/lib/init-action.js.map b/lib/init-action.js.map
index 25f6407999..88efb2c798 100644
--- a/lib/init-action.js.map
+++ b/lib/init-action.js.map
@@ -1 +1 @@
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\ No newline at end of file
+{"version":3,"file":"init-action.js","sourceRoot":"","sources":["../src/init-action.ts"],"names":[],"mappings":";;;;;;;;;;;;;;;;;;;;;;;;;AAAA,2CAA6B;AAE7B,oDAAsC;AAEtC,iDAUwB;AACxB,6CAAgD;AAChD,qCAA8D;AAE9D,mDAAuE;AACvE,iCAOgB;AAChB,2CAAuC;AACvC,uCAAqD;AACrD,6CAAkD;AAClD,iDAAmD;AACnD,iCAcgB;AAChB,yCAA8C;AAgD9C,KAAK,UAAU,oBAAoB,CACjC,YAA0B,EAC1B,SAAe,EACf,MAAsC,EACtC,uBAA2C,EAC3C,sBAA2C,EAC3C,WAAwB,EACxB,YAAoB,EACpB,MAAc;IAEd,MAAM,gBAAgB,GAAG,MAAM,IAAA,qCAAsB,EACnD,MAAM,EACN,YAAY,EACZ,SAAS,CACV,CAAC;IAEF,MAAM,iBAAiB,GAAG,IAAA,+BAAgB,EAAC,WAAW,CAAC,CAAC;IAExD,MAAM,gBAAgB,GAAqB;QACzC,GAAG,gBAAgB;QACnB,WAAW,EAAE,IAAA,+BAAgB,EAAC,OAAO,CAAC,IAAI,EAAE;QAC5C,sBAAsB,EAAE,YAAY;QACpC,YAAY,EAAE,WAAW,IAAI,kBAAW,CAAC,OAAO;QAChD,kBAAkB,EAAE,iBAAiB,IAAI,EAAE;KAC5C,CAAC;IAEF,IAAI,uBAAuB,GAA4B,EAAE,CAAC;IAE1D,IAAI,WAAW,KAAK,kBAAW,CAAC,QAAQ,EAAE;QACxC,uBAAuB,GAAG;YACxB,0BAA0B,EAAE,uBAAuB;YACnD,yBAAyB,EAAE,sBAAsB;SAClD,CAAC;KACH;IAED,IAAI,MAAM,KAAK,SAAS,EAAE;QACxB,MAAM,SAAS,GAAG,MAAM,CAAC,SAAS,CAAC,IAAI,CAAC,GAAG,CAAC,CAAC;QAC7C,MAAM,KAAK,GAAG,CAAC,MAAM,CAAC,iBAAiB,CAAC,KAAK,IAAI,EAAE,CAAC,CAAC,IAAI,CAAC,GAAG,CAAC,CAAC;QAC/D,MAAM,WAAW,GAAG,CAAC,MAAM,CAAC,iBAAiB,CAAC,cAAc,CAAC,IAAI,EAAE,CAAC,CAAC,IAAI,CACvE,GAAG,CACJ,CAAC;QACF,MAAM,qBAAqB,GAAG,MAAM,CAAC,iBAAiB,CACpD,yBAAyB,CAC1B;YACC,CAAC,CAAC,SAAS;YACX,CAAC,CAAC,EAAE,CAAC;QAEP,MAAM,OAAO,GAAa,EAAE,CAAC;QAC7B,IAAI,YAAY,GAAG,IAAA,+BAAgB,EAAC,SAAS,CAAC,EAAE,IAAI,EAAE,CAAC;QACvD,IAAI,YAAY,KAAK,SAAS,IAAI,YAAY,CAAC,UAAU,CAAC,GAAG,CAAC,EAAE;YAC9D,OAAO,CAAC,IAAI,CACV,GAAG,CAAC,MAAM,CAAC,iBAAiB,CAAC,OAAO,IAAI,EAAE,CAAC,CAAC,GAAG,CAAC,CAAC,CAAC,EAAE,EAAE,CAAC,CAAC,CAAC,IAAI,CAAC,CAC/D,CAAC;SACH;QACD,IAAI,YAAY,KAAK,SAAS,EAAE;YAC9B,YAAY,GAAG,YAAY,CAAC,UAAU,CAAC,GAAG,CAAC;gBACzC,CAAC,CAAC,YAAY,CAAC,KAAK,CAAC,CAAC,CAAC;gBACvB,CAAC,CAAC,YAAY,CAAC;YACjB,OAAO,CAAC,IAAI,CAAC,GAAG,YAAY,CAAC,KAAK,CAAC,GAAG,CAAC,CAAC,CAAC;SAC1C;QAED,+CAA+C;QAC/C,MAAM,0BAA0B,GAA+B;YAC7D,GAAG,gBAAgB;YACnB,uBAAuB,EAAE,qBAAqB;YAC9C,SAAS;YACT,6BAA6B,EAAE,IAAA,kCAA2B,EAAC,MAAM,CAAC;YAClE,KAAK;YACL,YAAY,EAAE,WAAW;YACzB,OAAO,EAAE,OAAO,CAAC,IAAI,CAAC,GAAG,CAAC;YAC1B,oBAAoB,EAAE,MAAM,CAAC,IAAI,CAAC,MAAM,CAAC,UAAU,CAAC,CAAC,IAAI,CAAC,GAAG,CAAC;YAC9D,8BAA8B,EAAE,IAAI,CAAC,KAAK,CACxC,MAAM,IAAA,gCAAiB,EAAC,MAAM,CAAC,UAAU,EAAE,MAAM,CAAC,CACnD;YACD,+BAA+B,EAAE,IAAI,CAAC,KAAK,CAAC,MAAM,CAAC,qBAAqB,CAAC;SAC1E,CAAC;QACF,MAAM,IAAA,+BAAgB,EAAC;YACrB,GAAG,0BAA0B;YAC7B,GAAG,uBAAuB;SAC3B,CAAC,CAAC;KACJ;SAAM;QACL,MAAM,IAAA,+BAAgB,EAAC,EAAE,GAAG,gBAAgB,EAAE,GAAG,uBAAuB,EAAE,CAAC,CAAC;KAC7E;AACH,CAAC;AAED,KAAK,UAAU,GAAG;IAChB,MAAM,SAAS,GAAG,IAAI,IAAI,EAAE,CAAC;IAC7B,MAAM,MAAM,GAAG,IAAA,0BAAgB,GAAE,CAAC;IAClC,IAAA,4BAAqB,EAAC,IAAA,+BAAgB,GAAE,CAAC,CAAC;IAE1C,IAAI,MAA0B,CAAC;IAC/B,IAAI,MAAc,CAAC;IACnB,IAAI,uBAA2C,CAAC;IAChD,IAAI,sBAA2C,CAAC;IAChD,IAAI,WAAwB,CAAC;IAC7B,IAAI,YAAoB,CAAC;IAEzB,MAAM,UAAU,GAAG;QACjB,IAAI,EAAE,IAAA,+BAAgB,EAAC,OAAO,CAAC;QAC/B,gBAAgB,EAAE,IAAA,+BAAgB,EAAC,2BAA2B,CAAC;QAC/D,GAAG,EAAE,IAAA,0BAAmB,EAAC,mBAAmB,CAAC;QAC7C,MAAM,EAAE,IAAA,0BAAmB,EAAC,gBAAgB,CAAC;KAC9C,CAAC;IAEF,MAAM,aAAa,GAAG,MAAM,IAAA,6BAAgB,GAAE,CAAC;IAC/C,IAAA,gCAAyB,EAAC,aAAa,EAAE,MAAM,CAAC,CAAC;IAEjD,MAAM,aAAa,GAAG,IAAA,+BAAkB,EACtC,IAAA,0BAAmB,EAAC,mBAAmB,CAAC,CACzC,CAAC;IAEF,MAAM,QAAQ,GAAG,IAAI,wBAAQ,CAC3B,aAAa,EACb,aAAa,EACb,IAAA,oCAAqB,GAAE,EACvB,MAAM,CACP,CAAC;IAEF,IAAI;QACF,MAAM,cAAc,GAAG,MAAM,IAAA,2BAAgB,GAAE,CAAC;QAEhD,IACE,CAAC,CAAC,MAAM,IAAA,+BAAgB,EACtB,MAAM,IAAA,qCAAsB,EAC1B,MAAM,EACN,UAAU,EACV,SAAS,EACT,cAAc,CACf,CACF,CAAC,EACF;YACA,OAAO;SACR;QAED,MAAM,wBAAwB,GAAG,MAAM,QAAQ,CAAC,oBAAoB,CAClE,aAAa,CAAC,IAAI,CACnB,CAAC;QACF,IAAI,wBAAwB,CAAC,OAAO,KAAK,oBAAa,CAAC,MAAM,EAAE;YAC7D,sBAAsB,GAAG,wBAAwB,CAAC,sBAAsB,CAAC;SAC1E;QACD,MAAM,gBAAgB,GAAG,MAAM,IAAA,iBAAU,EACvC,IAAA,+BAAgB,EAAC,OAAO,CAAC,EACzB,UAAU,EACV,IAAA,oCAAqB,GAAE,EACvB,aAAa,CAAC,IAAI,EAClB,wBAAwB,EACxB,MAAM,CACP,CAAC;QACF,MAAM,GAAG,gBAAgB,CAAC,MAAM,CAAC;QACjC,uBAAuB,GAAG,gBAAgB,CAAC,uBAAuB,CAAC;QACnE,YAAY,GAAG,gBAAgB,CAAC,YAAY,CAAC;QAC7C,WAAW,GAAG,gBAAgB,CAAC,WAAW,CAAC;QAC3C,MAAM,IAAA,wBAAiB,EAAC,MAAM,CAAC,CAAC;QAEhC,MAAM,GAAG,MAAM,IAAA,iBAAU,EACvB,IAAA,+BAAgB,EAAC,WAAW,CAAC,EAC7B,IAAA,+BAAgB,EAAC,SAAS,CAAC,EAC3B,IAAA,+BAAgB,EAAC,OAAO,CAAC,EACzB,IAAA,+BAAgB,EAAC,YAAY,CAAC,EAC9B,IAAA,+BAAgB,EAAC,aAAa,CAAC,EAC/B,IAAA,+BAAgB,EAAC,aAAa,CAAC,EAC/B,MAAM,qBAAqB,CAAC,QAAQ,CAAC;QACrC,4BAA4B;QAC5B,+CAA+C;QAC/C,oNAAoN;QACpN,8DAA8D;QAC9D,IAAA,+BAAgB,EAAC,OAAO,CAAC,KAAK,MAAM,IAAI,IAAI,CAAC,OAAO,EAAE,EACtD,IAAA,+BAAgB,EAAC,qBAAqB,CAAC,IAAI,kCAA2B,EACtE,IAAA,+BAAgB,EAAC,qBAAqB,CAAC,IAAI,kCAA2B,EACtE,aAAa,EACb,IAAA,oCAAqB,GAAE,EACvB,MAAM,EACN,IAAA,0BAAmB,EAAC,kBAAkB,CAAC,EACvC,aAAa,EACb,UAAU,EACV,QAAQ,EACR,MAAM,CACP,CAAC;QAEF,IACE,MAAM,CAAC,SAAS,CAAC,QAAQ,CAAC,oBAAQ,CAAC,MAAM,CAAC;YAC1C,IAAA,+BAAgB,EAAC,2BAA2B,CAAC,KAAK,MAAM,EACxD;YACA,IAAI;gBACF,MAAM,IAAA,wBAAiB,EAAC,MAAM,EAAE,MAAM,CAAC,CAAC;aACzC;YAAC,OAAO,GAAG,EAAE;gBACZ,MAAM,OAAO,GAAG,GAAG,YAAY,KAAK,CAAC,CAAC,CAAC,GAAG,CAAC,OAAO,CAAC,CAAC,CAAC,MAAM,CAAC,GAAG,CAAC,CAAC;gBACjE,MAAM,CAAC,OAAO,CACZ,GAAG,OAAO,2FAA2F,CACtG,CAAC;aACH;SACF;KACF;IAAC,OAAO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\ No newline at end of file
diff --git a/node_modules/.package-lock.json b/node_modules/.package-lock.json
index e4082d95ae..e0d08da31c 100644
--- a/node_modules/.package-lock.json
+++ b/node_modules/.package-lock.json
@@ -1,6 +1,6 @@
 {
   "name": "codeql",
-  "version": "2.2.3",
+  "version": "2.2.4",
   "lockfileVersion": 3,
   "requires": true,
   "packages": {
diff --git a/package-lock.json b/package-lock.json
index 979adeff76..f7b85895c2 100644
--- a/package-lock.json
+++ b/package-lock.json
@@ -1,12 +1,12 @@
 {
   "name": "codeql",
-  "version": "2.2.3",
+  "version": "2.2.4",
   "lockfileVersion": 3,
   "requires": true,
   "packages": {
     "": {
       "name": "codeql",
-      "version": "2.2.3",
+      "version": "2.2.4",
       "license": "MIT",
       "dependencies": {
         "@actions/artifact": "^1.1.0",
diff --git a/package.json b/package.json
index c10f73fea1..ac24c6a823 100644
--- a/package.json
+++ b/package.json
@@ -1,6 +1,6 @@
 {
   "name": "codeql",
-  "version": "2.2.3",
+  "version": "2.2.4",
   "private": true,
   "description": "CodeQL action",
   "scripts": {
diff --git a/src/feature-flags.ts b/src/feature-flags.ts
index d0e7718a7f..f3f4d1a3db 100644
--- a/src/feature-flags.ts
+++ b/src/feature-flags.ts
@@ -153,13 +153,17 @@ export class Features implements FeatureEnablement {
 class GitHubFeatureFlags implements FeatureEnablement {
   private cachedApiResponse: GitHubFeatureFlagsApiResponse | undefined;
 
+  // We cache whether the feature flags were accessed or not in order to accurately report whether flags were
+  // incorrectly configured vs. inaccessible in our telemetry.
+  private hasAccessedRemoteFeatureFlags: boolean;
+
   constructor(
     private readonly gitHubVersion: util.GitHubVersion,
     private readonly repositoryNwo: RepositoryNwo,
     private readonly featureFlagsFile: string,
     private readonly logger: Logger
   ) {
-    /**/
+    this.hasAccessedRemoteFeatureFlags = false; // Not accessed by default.
   }
 
   private getCliVersionFromFeatureFlag(f: string): string | undefined {
@@ -192,7 +196,9 @@ class GitHubFeatureFlags implements FeatureEnablement {
       const defaultDotComCliVersion = await this.getDefaultDotcomCliVersion();
       return {
         cliVersion: defaultDotComCliVersion.version,
-        toolsFeatureFlagsValid: defaultDotComCliVersion.toolsFeatureFlagsValid,
+        toolsFeatureFlagsValid: this.hasAccessedRemoteFeatureFlags
+          ? defaultDotComCliVersion.toolsFeatureFlagsValid
+          : undefined,
         variant,
       };
     }
@@ -205,7 +211,7 @@ class GitHubFeatureFlags implements FeatureEnablement {
 
   async getDefaultDotcomCliVersion(): Promise<{
     version: string;
-    toolsFeatureFlagsValid: boolean;
+    toolsFeatureFlagsValid: boolean | undefined;
   }> {
     const response = await this.getAllFeatures();
 
@@ -233,7 +239,9 @@ class GitHubFeatureFlags implements FeatureEnablement {
       );
       return {
         version: defaults.cliVersion,
-        toolsFeatureFlagsValid: false,
+        toolsFeatureFlagsValid: this.hasAccessedRemoteFeatureFlags
+          ? false
+          : undefined,
       };
     }
 
@@ -331,6 +339,7 @@ class GitHubFeatureFlags implements FeatureEnablement {
       this.logger.debug(
         "Not running against github.com. Disabling all toggleable features."
       );
+      this.hasAccessedRemoteFeatureFlags = false;
       return {};
     }
     try {
@@ -346,6 +355,7 @@ class GitHubFeatureFlags implements FeatureEnablement {
         "Loaded the following default values for the feature flags from the Code Scanning API: " +
           `${JSON.stringify(remoteFlags)}`
       );
+      this.hasAccessedRemoteFeatureFlags = true;
       return remoteFlags;
     } catch (e) {
       if (util.isHTTPError(e) && e.status === 403) {
@@ -355,6 +365,7 @@ class GitHubFeatureFlags implements FeatureEnablement {
             "This could be because the Action is running on a pull request from a fork. If not, " +
             `please ensure the Action has the 'security-events: write' permission. Details: ${e}`
         );
+        this.hasAccessedRemoteFeatureFlags = false;
         return {};
       } else {
         // Some features, such as `ml_powered_queries_enabled` affect the produced alerts.
@@ -366,6 +377,5 @@ class GitHubFeatureFlags implements FeatureEnablement {
         );
       }
     }
-    return {};
   }
 }
diff --git a/src/init-action.ts b/src/init-action.ts
index 8bd85e417f..cc51ff88aa 100644
--- a/src/init-action.ts
+++ b/src/init-action.ts
@@ -86,7 +86,8 @@ interface InitWithConfigStatusReport extends InitStatusReport {
 interface InitToolsDownloadFields {
   /** Time taken to download the bundle, in milliseconds. */
   tools_download_duration_ms?: number;
-  /** Whether the relevant tools dotcom feature flags have been misconfigured.
+  /**
+   * Whether the relevant tools dotcom feature flags have been misconfigured.
    * Only populated if we attempt to determine the default version based on the dotcom feature flags. */
   tools_feature_flags_valid?: boolean;
 }