diff --git a/init/action.yml b/init/action.yml
index f45f05a1f..0b3ea9da8 100644
--- a/init/action.yml
+++ b/init/action.yml
@@ -17,7 +17,7 @@ inputs:
     description: Path of the config file to use
     required: false
   queries:
-    description: Comma-separated list of additional queries to run. By default, this overrides the same setting in a configuration file
+    description: Comma-separated list of additional queries to run. By default, this overrides the same setting in a configuration file; prefix with "+" to use both sets of queries.
     required: false
 runs:
   using: 'node12'
diff --git a/lib/config-utils.js b/lib/config-utils.js
index 7a3d9d75e..a8f686d9c 100644
--- a/lib/config-utils.js
+++ b/lib/config-utils.js
@@ -370,19 +370,26 @@ async function getLanguages() {
     }
     return parsedLanguages;
 }
-/**
- * Returns true if queries were provided in the workflow file
- * (and thus added), otherwise false
- */
 async function addQueriesFromWorkflowIfRequired(codeQL, languages, resultMap, tempDir) {
-    const queryUses = core.getInput('queries');
+    let queryUses = core.getInput('queries');
     if (queryUses) {
+        queryUses = queryUses.trim();
+        queryUses = queryUses.replace(/^\+/, ''); // "+" means "don't override config file" - see shouldAddConfigFileQueries
         for (const query of queryUses.split(',')) {
             await parseQueryUses(languages, codeQL, resultMap, query, tempDir);
         }
-        return true;
     }
-    return false;
+}
+// Returns true if either no queries were provided in the workflow.
+// or if the queries in the workflow were provided in "additive" mode,
+// indicating that they shouldn't override the config queries but
+// should instead be added in addition
+function shouldAddConfigFileQueries() {
+    const queryUses = core.getInput('queries');
+    if (queryUses) {
+        return queryUses.trimStart().substr(0, 1) === '+';
+    }
+    return true;
 }
 /**
  * Get the default config for when the user has not supplied one.
@@ -444,8 +451,10 @@ async function loadConfig(configFile, tempDir, toolCacheDir, codeQL) {
     }
     // If queries were provided using `with` in the action configuration,
     // they should take precedence over the queries in the config file
-    const addedQueriesFromAction = await addQueriesFromWorkflowIfRequired(codeQL, languages, queries, tempDir);
-    if (!addedQueriesFromAction && QUERIES_PROPERTY in parsedYAML) {
+    // unless they're prefixed with "+", in which case they supplement those
+    // in the config file.
+    await addQueriesFromWorkflowIfRequired(codeQL, languages, queries, tempDir);
+    if (shouldAddConfigFileQueries() && QUERIES_PROPERTY in parsedYAML) {
         if (!(parsedYAML[QUERIES_PROPERTY] instanceof Array)) {
             throw new Error(getQueriesInvalid(configFile));
         }
diff --git a/lib/config-utils.js.map b/lib/config-utils.js.map
index ffc073f6b..74579b2c2 100644
--- a/lib/config-utils.js.map
+++ b/lib/config-utils.js.map
@@ -1 +1 @@
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\ No newline at end of file
diff --git a/lib/config-utils.test.js b/lib/config-utils.test.js
index 0a17bc631..cf3bebe32 100644
--- a/lib/config-utils.test.js
+++ b/lib/config-utils.test.js
@@ -373,6 +373,60 @@ ava_1.default("Multiple queries can be specified in workflow file, no config fil
         t.regex(config.queries['javascript'][2], /.*\/override2$/);
     });
 });
+ava_1.default("Queries in workflow file can be added to the set of queries without overriding config file", async (t) => {
+    return await util.withTmpDir(async (tmpDir) => {
+        process.env['RUNNER_TEMP'] = tmpDir;
+        process.env['GITHUB_WORKSPACE'] = tmpDir;
+        const inputFileContents = `
+      name: my config
+      queries:
+        - uses: ./foo`;
+        fs.writeFileSync(path.join(tmpDir, 'input'), inputFileContents, 'utf8');
+        setInput('config-file', 'input');
+        // These queries shouldn't override anything, because the value is prefixed with "+"
+        setInput('queries', '+./additional1,./additional2');
+        fs.mkdirSync(path.join(tmpDir, 'foo'));
+        fs.mkdirSync(path.join(tmpDir, 'additional1'));
+        fs.mkdirSync(path.join(tmpDir, 'additional2'));
+        const resolveQueriesArgs = [];
+        const codeQL = codeql_1.setCodeQL({
+            resolveQueries: async function (queries, extraSearchPath) {
+                resolveQueriesArgs.push({ queries, extraSearchPath });
+                // Return what we're given, just in the right format for a resolved query
+                // This way we can test by seeing which returned items are in
+                // the final configuration.
+                const dummyResolvedQueries = {};
+                queries.forEach(q => { dummyResolvedQueries[q] = {}; });
+                return {
+                    byLanguage: {
+                        'javascript': dummyResolvedQueries,
+                    },
+                    noDeclaredLanguage: {},
+                    multipleDeclaredLanguages: {},
+                };
+            },
+        });
+        setInput('languages', 'javascript');
+        const config = await configUtils.initConfig(tmpDir, tmpDir, codeQL);
+        // Check resolveQueries was called correctly
+        // It'll be called once for the default queries,
+        // once for each of additional1 and additional2,
+        // and once for './foo' from the config file
+        t.deepEqual(resolveQueriesArgs.length, 4);
+        t.deepEqual(resolveQueriesArgs[1].queries.length, 1);
+        t.regex(resolveQueriesArgs[1].queries[0], /.*\/additional1$/);
+        t.deepEqual(resolveQueriesArgs[2].queries.length, 1);
+        t.regex(resolveQueriesArgs[2].queries[0], /.*\/additional2$/);
+        t.deepEqual(resolveQueriesArgs[3].queries.length, 1);
+        t.regex(resolveQueriesArgs[3].queries[0], /.*\/foo$/);
+        // Now check that the end result contains all the queries
+        t.deepEqual(config.queries['javascript'].length, 4);
+        t.regex(config.queries['javascript'][0], /javascript-code-scanning.qls$/);
+        t.regex(config.queries['javascript'][1], /.*\/additional1$/);
+        t.regex(config.queries['javascript'][2], /.*\/additional2$/);
+        t.regex(config.queries['javascript'][3], /.*\/foo$/);
+    });
+});
 ava_1.default("Invalid queries in workflow file handled correctly", async (t) => {
     return await util.withTmpDir(async (tmpDir) => {
         process.env['RUNNER_TEMP'] = tmpDir;
diff --git a/lib/config-utils.test.js.map b/lib/config-utils.test.js.map
index 395bb11f9..b0243b357 100644
--- a/lib/config-utils.test.js.map
+++ b/lib/config-utils.test.js.map
@@ -1 +1 @@
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\ No newline at end of file
diff --git a/src/config-utils.test.ts b/src/config-utils.test.ts
index 155a5860d..5a4db50a5 100644
--- a/src/config-utils.test.ts
+++ b/src/config-utils.test.ts
@@ -431,6 +431,70 @@ test("Multiple queries can be specified in workflow file, no config file require
   });
 });
 
+test("Queries in workflow file can be added to the set of queries without overriding config file", async t => {
+  return await util.withTmpDir(async tmpDir => {
+    process.env['RUNNER_TEMP'] = tmpDir;
+    process.env['GITHUB_WORKSPACE'] = tmpDir;
+
+    const inputFileContents = `
+      name: my config
+      queries:
+        - uses: ./foo`;
+
+    fs.writeFileSync(path.join(tmpDir, 'input'), inputFileContents, 'utf8');
+    setInput('config-file', 'input');
+
+    // These queries shouldn't override anything, because the value is prefixed with "+"
+    setInput('queries', '+./additional1,./additional2');
+
+    fs.mkdirSync(path.join(tmpDir, 'foo'));
+    fs.mkdirSync(path.join(tmpDir, 'additional1'));
+    fs.mkdirSync(path.join(tmpDir, 'additional2'));
+
+    const resolveQueriesArgs: {queries: string[], extraSearchPath: string | undefined}[] = [];
+    const codeQL = setCodeQL({
+      resolveQueries: async function(queries: string[], extraSearchPath: string | undefined) {
+        resolveQueriesArgs.push({queries, extraSearchPath});
+        // Return what we're given, just in the right format for a resolved query
+        // This way we can test by seeing which returned items are in
+        // the final configuration.
+        const dummyResolvedQueries = {};
+        queries.forEach(q => { dummyResolvedQueries[q] = {}; });
+        return {
+          byLanguage: {
+            'javascript': dummyResolvedQueries,
+          },
+          noDeclaredLanguage: {},
+          multipleDeclaredLanguages: {},
+        };
+      },
+    });
+
+    setInput('languages', 'javascript');
+
+    const config = await configUtils.initConfig(tmpDir, tmpDir, codeQL);
+
+    // Check resolveQueries was called correctly
+    // It'll be called once for the default queries,
+    // once for each of additional1 and additional2,
+    // and once for './foo' from the config file
+    t.deepEqual(resolveQueriesArgs.length, 4);
+    t.deepEqual(resolveQueriesArgs[1].queries.length, 1);
+    t.regex(resolveQueriesArgs[1].queries[0], /.*\/additional1$/);
+    t.deepEqual(resolveQueriesArgs[2].queries.length, 1);
+    t.regex(resolveQueriesArgs[2].queries[0], /.*\/additional2$/);
+    t.deepEqual(resolveQueriesArgs[3].queries.length, 1);
+    t.regex(resolveQueriesArgs[3].queries[0], /.*\/foo$/);
+
+    // Now check that the end result contains all the queries
+    t.deepEqual(config.queries['javascript'].length, 4);
+    t.regex(config.queries['javascript'][0], /javascript-code-scanning.qls$/);
+    t.regex(config.queries['javascript'][1], /.*\/additional1$/);
+    t.regex(config.queries['javascript'][2], /.*\/additional2$/);
+    t.regex(config.queries['javascript'][3], /.*\/foo$/);
+  });
+});
+
 test("Invalid queries in workflow file handled correctly", async t => {
   return await util.withTmpDir(async tmpDir => {
     process.env['RUNNER_TEMP'] = tmpDir;
diff --git a/src/config-utils.ts b/src/config-utils.ts
index 3ccb63af4..170cf2d32 100644
--- a/src/config-utils.ts
+++ b/src/config-utils.ts
@@ -525,25 +525,33 @@ async function getLanguages(): Promise<Language[]> {
   return parsedLanguages;
 }
 
-/**
- * Returns true if queries were provided in the workflow file
- * (and thus added), otherwise false
- */
 async function addQueriesFromWorkflowIfRequired(
   codeQL: CodeQL,
   languages: string[],
   resultMap: { [language: string]: string[] },
   tempDir: string
-): Promise<boolean> {
-  const queryUses = core.getInput('queries');
+) {
+  let queryUses = core.getInput('queries');
   if (queryUses) {
+    queryUses = queryUses.trim();
+    queryUses = queryUses.replace(/^\+/, ''); // "+" means "don't override config file" - see shouldAddConfigFileQueries
     for (const query of queryUses.split(',')) {
       await parseQueryUses(languages, codeQL, resultMap, query, tempDir);
     }
-    return true;
+  }
+}
+
+// Returns true if either no queries were provided in the workflow.
+// or if the queries in the workflow were provided in "additive" mode,
+// indicating that they shouldn't override the config queries but
+// should instead be added in addition
+function shouldAddConfigFileQueries(): boolean {
+  const queryUses = core.getInput('queries');
+  if (queryUses) {
+    return queryUses.trimStart().substr(0, 1) === '+';
   }
 
-  return false;
+  return true;
 }
 
 /**
@@ -613,8 +621,10 @@ async function loadConfig(configFile: string, tempDir: string, toolCacheDir: str
 
   // If queries were provided using `with` in the action configuration,
   // they should take precedence over the queries in the config file
-  const addedQueriesFromAction = await addQueriesFromWorkflowIfRequired(codeQL, languages, queries, tempDir);
-  if (!addedQueriesFromAction && QUERIES_PROPERTY in parsedYAML) {
+  // unless they're prefixed with "+", in which case they supplement those
+  // in the config file.
+  await addQueriesFromWorkflowIfRequired(codeQL, languages, queries, tempDir);
+  if (shouldAddConfigFileQueries() && QUERIES_PROPERTY in parsedYAML) {
     if (!(parsedYAML[QUERIES_PROPERTY] instanceof Array)) {
       throw new Error(getQueriesInvalid(configFile));
     }