diff --git a/src/Command/AgentEvalRunCommand.php b/src/Command/AgentEvalRunCommand.php
new file mode 100644
index 0000000..d14f2fe
--- /dev/null
+++ b/src/Command/AgentEvalRunCommand.php
@@ -0,0 +1,149 @@
+<?php
+
+declare(strict_types=1);
+
+namespace App\Command;
+
+use App\Eval\AgentEvalRunner;
+use App\Eval\Dto\EvalCase;
+use App\Eval\Dto\EvalResult;
+use App\Eval\EvalCaseLoader;
+use Symfony\Component\Console\Attribute\AsCommand;
+use Symfony\Component\Console\Command\Command;
+use Symfony\Component\Console\Input\InputArgument;
+use Symfony\Component\Console\Input\InputInterface;
+use Symfony\Component\Console\Input\InputOption;
+use Symfony\Component\Console\Output\OutputInterface;
+use Symfony\Component\Console\Style\SymfonyStyle;
+
+#[AsCommand(
+    name: 'mto:agent:eval:run',
+    description: 'Run versioned eval cases for RetrieX'
+)]
+final class AgentEvalRunCommand extends Command
+{
+    public function __construct(
+        private readonly EvalCaseLoader $loader,
+        private readonly AgentEvalRunner $runner,
+    ) {
+        parent::__construct();
+    }
+
+    protected function configure(): void
+    {
+        $this
+            ->addArgument(
+                'type',
+                InputArgument::OPTIONAL,
+                'Eval type to run',
+                'retrieval'
+            )
+            ->addOption(
+                'case',
+                null,
+                InputOption::VALUE_OPTIONAL,
+                'Run only a single case by id'
+            )
+            ->addOption(
+                'json',
+                null,
+                InputOption::VALUE_NONE,
+                'Print the full report as JSON'
+            );
+    }
+
+    protected function execute(InputInterface $input, OutputInterface $output): int
+    {
+        $io = new SymfonyStyle($input, $output);
+
+        $type = trim((string) $input->getArgument('type'));
+        $caseId = trim((string) $input->getOption('case'));
+        $asJson = (bool) $input->getOption('json');
+
+        try {
+            $cases = $this->loader->load($type);
+        } catch (\Throwable $e) {
+            $io->error($e->getMessage());
+
+            return Command::FAILURE;
+        }
+
+        if ($caseId !== '') {
+            $cases = array_values(array_filter(
+                $cases,
+                static fn (EvalCase $case): bool => $case->id === $caseId
+            ));
+        }
+
+        if ($cases === []) {
+            $io->warning('No eval cases selected.');
+
+            return Command::SUCCESS;
+        }
+
+        try {
+            $results = $this->runner->runAll($cases);
+        } catch (\Throwable $e) {
+            $io->error($e->getMessage());
+
+            return Command::FAILURE;
+        }
+
+        $passed = count(array_filter(
+            $results,
+            static fn (EvalResult $result): bool => $result->passed
+        ));
+        $failed = count($results) - $passed;
+
+        $report = [
+            'type' => $type,
+            'total' => count($results),
+            'passed' => $passed,
+            'failed' => $failed,
+            'results' => array_map(
+                static fn (EvalResult $result): array => $result->toArray(),
+                $results
+            ),
+        ];
+
+        if ($asJson) {
+            $json = json_encode(
+                $report,
+                JSON_PRETTY_PRINT | JSON_UNESCAPED_SLASHES | JSON_UNESCAPED_UNICODE
+            );
+
+            if (!is_string($json)) {
+                $io->error('json_encode failed.');
+
+                return Command::FAILURE;
+            }
+
+            $output->writeln($json);
+
+            return $failed > 0 ? Command::FAILURE : Command::SUCCESS;
+        }
+
+        $io->title('RetrieX Eval Run');
+        $io->definitionList(
+            ['type' => $type],
+            ['total' => (string) count($results)],
+            ['passed' => (string) $passed],
+            ['failed' => (string) $failed]
+        );
+
+        foreach ($results as $result) {
+            if ($result->passed) {
+                $io->writeln(sprintf('<info>PASS</info> %s', $result->caseId));
+                continue;
+            }
+
+            $io->writeln(sprintf('<error>FAIL</error> %s', $result->caseId));
+
+            foreach ($result->failures as $failure) {
+                $io->writeln('  - ' . $failure);
+            }
+        }
+
+        return $failed > 0 ? Command::FAILURE : Command::SUCCESS;
+    }
+}
\ No newline at end of file
diff --git a/src/Eval/AgentEvalRunner.php b/src/Eval/AgentEvalRunner.php
new file mode 100644
index 0000000..1358357
--- /dev/null
+++ b/src/Eval/AgentEvalRunner.php
@@ -0,0 +1,43 @@
+<?php
+
+declare(strict_types=1);
+
+namespace App\Eval;
+
+use App\Eval\Dto\EvalCase;
+use App\Eval\Dto\EvalResult;
+
+final readonly class AgentEvalRunner
+{
+    public function __construct(
+        private RetrievalDebugRunner $retrievalDebugRunner,
+    ) {
+    }
+
+    public function run(EvalCase $case): EvalResult
+    {
+        if ($case->isRetrievalCase()) {
+            return $this->retrievalDebugRunner->run($case);
+        }
+
+        throw new \InvalidArgumentException(sprintf(
+            'Unsupported eval case type: %s',
+            $case->type
+        ));
+    }
+
+    /**
+     * @param array<int, EvalCase> $cases
+     * @return array<int, EvalResult>
+     */
+    public function runAll(array $cases): array
+    {
+        $results = [];
+
+        foreach ($cases as $case) {
+            $results[] = $this->run($case);
+        }
+
+        return $results;
+    }
+}
\ No newline at end of file
diff --git a/src/Eval/Dto/EvalCase.php b/src/Eval/Dto/EvalCase.php
new file mode 100644
index 0000000..e5ce645
--- /dev/null
+++ b/src/Eval/Dto/EvalCase.php
@@ -0,0 +1,60 @@
+<?php
+
+declare(strict_types=1);
+
+namespace App\Eval\Dto;
+
+final readonly class EvalCase
+{
+    /**
+     * @param array<string, mixed> $assert
+     */
+    public function __construct(
+        public string $id,
+        public string $type,
+        public string $prompt,
+        public array $assert = [],
+    ) {
+    }
+
+    /**
+     * @param array<string, mixed> $row
+     */
+    public static function fromArray(array $row): self
+    {
+        $id = trim((string) ($row['id'] ?? ''));
+        $type = trim((string) ($row['type'] ?? ''));
+        $prompt = trim((string) ($row['prompt'] ?? ''));
+        $assert = is_array($row['assert'] ?? null) ? $row['assert'] : [];
+
+        if ($id === '') {
+            throw new \InvalidArgumentException('Eval case id must not be empty.');
+        }
+
+        if ($type === '') {
+            throw new \InvalidArgumentException(sprintf(
+                'Eval case "%s" has an empty type.',
+                $id
+            ));
+        }
+
+        if ($prompt === '') {
+            throw new \InvalidArgumentException(sprintf(
+                'Eval case "%s" has an empty prompt.',
+                $id
+            ));
+        }
+
+        return new self(
+            id: $id,
+            type: $type,
+            prompt: $prompt,
+            assert: $assert,
+        );
+    }
+
+    public function isRetrievalCase(): bool
+    {
+        return $this->type === 'retrieval';
+    }
+}
\ No newline at end of file
diff --git a/src/Eval/Dto/EvalResult.php b/src/Eval/Dto/EvalResult.php
new file mode 100644
index 0000000..7215941
--- /dev/null
+++ b/src/Eval/Dto/EvalResult.php
@@ -0,0 +1,37 @@
+<?php
+
+declare(strict_types=1);
+
+namespace App\Eval\Dto;
+
+final readonly class EvalResult
+{
+    /**
+     * @param array<int, string> $failures
+     * @param array<string, mixed> $details
+     */
+    public function __construct(
+        public string $caseId,
+        public string $type,
+        public bool $passed,
+        public float $durationMs,
+        public array $failures = [],
+        public array $details = [],
+    ) {
+    }
+
+    /**
+     * @return array<string, mixed>
+     */
+    public function toArray(): array
+    {
+        return [
+            'case_id' => $this->caseId,
+            'type' => $this->type,
+            'passed' => $this->passed,
+            'duration_ms' => $this->durationMs,
+            'failures' => $this->failures,
+            'details' => $this->details,
+        ];
+    }
+}
\ No newline at end of file
diff --git a/src/Eval/EvalCaseLoader.php b/src/Eval/EvalCaseLoader.php
new file mode 100644
index 0000000..e71259b
--- /dev/null
+++ b/src/Eval/EvalCaseLoader.php
@@ -0,0 +1,67 @@
+<?php
+
+declare(strict_types=1);
+
+namespace App\Eval;
+
+use App\Eval\Dto\EvalCase;
+
+final readonly class EvalCaseLoader
+{
+    public function __construct(
+        private string $projectDir,
+    ) {
+    }
+
+    /**
+     * @return array<int, EvalCase>
+     */
+    public function load(string $type = 'retrieval'): array
+    {
+        $path = sprintf(
+            '%s/tests/evals/cases/%s.ndjson',
+            $this->projectDir,
+            $type
+        );
+
+        if (!is_file($path)) {
+            throw new \RuntimeException(sprintf(
+                'Eval case file not found: %s',
+                $path
+            ));
+        }
+
+        $lines = file($path, FILE_IGNORE_NEW_LINES | FILE_SKIP_EMPTY_LINES);
+
+        if ($lines === false) {
+            throw new \RuntimeException(sprintf(
+                'Failed to read eval case file: %s',
+                $path
+            ));
+        }
+
+        $cases = [];
+
+        foreach ($lines as $lineNumber => $line) {
+            $line = trim($line);
+
+            if ($line === '') {
+                continue;
+            }
+
+            $decoded = json_decode($line, true);
+
+            if (!is_array($decoded)) {
+                throw new \RuntimeException(sprintf(
+                    'Invalid JSON in %s on line %d.',
+                    $path,
+                    $lineNumber + 1
+                ));
+            }
+
+            $cases[] = EvalCase::fromArray($decoded);
+        }
+
+        return $cases;
+    }
+}
\ No newline at end of file
diff --git a/src/Eval/RetrievalDebugRunner.php b/src/Eval/RetrievalDebugRunner.php
new file mode 100644
index 0000000..d5e606c
--- /dev/null
+++ b/src/Eval/RetrievalDebugRunner.php
@@ -0,0 +1,184 @@
+<?php
+
+declare(strict_types=1);
+
+namespace App\Eval;
+
+use App\Eval\Dto\EvalCase;
+use App\Eval\Dto\EvalResult;
+use App\Knowledge\Retrieval\NdjsonHybridRetriever;
+
+final readonly class RetrievalDebugRunner
+{
+    public function __construct(
+        private NdjsonHybridRetriever $retriever,
+    ) {
+    }
+
+    public function run(EvalCase $case): EvalResult
+    {
+        $start = microtime(true);
+        $failures = [];
+
+        $rows = $this->retriever->retrieveDebug($case->prompt);
+
+        $durationMs = round((microtime(true) - $start) * 1000, 2);
+
+        $resultCount = count($rows);
+        $first = $rows[0] ?? [];
+
+        $selectionMode = $this->extractString($first, 'selection_mode');
+        $route = $this->extractString($first, 'route');
+        $intent = $this->extractString($first, 'intent');
+
+        $documentIds = $this->extractUniqueStringValues($rows, 'document_id');
+        $chunkIds = $this->extractUniqueStringValues($rows, 'chunk_id');
+
+        $assert = $case->assert;
+
+        if (isset($assert['selection_mode']) && (string) $assert['selection_mode'] !== $selectionMode) {
+            $failures[] = sprintf(
+                'selection_mode mismatch: expected "%s", got "%s".',
+                (string) $assert['selection_mode'],
+                $selectionMode
+            );
+        }
+
+        if (isset($assert['route']) && (string) $assert['route'] !== $route) {
+            $failures[] = sprintf(
+                'route mismatch: expected "%s", got "%s".',
+                (string) $assert['route'],
+                $route
+            );
+        }
+
+        if (isset($assert['intent']) && (string) $assert['intent'] !== $intent) {
+            $failures[] = sprintf(
+                'intent mismatch: expected "%s", got "%s".',
+                (string) $assert['intent'],
+                $intent
+            );
+        }
+
+        if (isset($assert['min_results']) && $resultCount < (int) $assert['min_results']) {
+            $failures[] = sprintf(
+                'result_count too low: expected >= %d, got %d.',
+                (int) $assert['min_results'],
+                $resultCount
+            );
+        }
+
+        if (isset($assert['max_results']) && $resultCount > (int) $assert['max_results']) {
+            $failures[] = sprintf(
+                'result_count too high: expected <= %d, got %d.',
+                (int) $assert['max_results'],
+                $resultCount
+            );
+        }
+
+        foreach ($this->normalizeStringList($assert['must_include_document_ids'] ?? []) as $expectedDocumentId) {
+            if (!in_array($expectedDocumentId, $documentIds, true)) {
+                $failures[] = sprintf(
+                    'missing expected document_id "%s".',
+                    $expectedDocumentId
+                );
+            }
+        }
+
+        foreach ($this->normalizeStringList($assert['must_include_chunk_ids'] ?? []) as $expectedChunkId) {
+            if (!in_array($expectedChunkId, $chunkIds, true)) {
+                $failures[] = sprintf(
+                    'missing expected chunk_id "%s".',
+                    $expectedChunkId
+                );
+            }
+        }
+
+        return new EvalResult(
+            caseId: $case->id,
+            type: $case->type,
+            passed: $failures === [],
+            durationMs: $durationMs,
+            failures: $failures,
+            details: [
+                'prompt' => $case->prompt,
+                'result_count' => $resultCount,
+                'selection_mode' => $selectionMode,
+                'route' => $route,
+                'intent' => $intent,
+                'document_ids' => $documentIds,
+                'chunk_ids' => $chunkIds,
+            ],
+        );
+    }
+
+    /**
+     * @param array<string, mixed> $row
+     */
+    private function extractString(array $row, string $key): string
+    {
+        $value = $row[$key] ?? null;
+
+        if (!is_string($value)) {
+            return '';
+        }
+
+        return trim($value);
+    }
+
+    /**
+     * @param array<int, array<string, mixed>> $rows
+     * @return array<int, string>
+     */
+    private function extractUniqueStringValues(array $rows, string $key): array
+    {
+        $values = [];
+
+        foreach ($rows as $row) {
+            $value = $row[$key] ?? null;
+
+            if (!is_string($value)) {
+                continue;
+            }
+
+            $value = trim($value);
+
+            if ($value === '') {
+                continue;
+            }
+
+            $values[$value] = true;
+        }
+
+        return array_keys($values);
+    }
+
+    /**
+     * @param mixed $value
+     * @return array<int, string>
+     */
+    private function normalizeStringList(mixed $value): array
+    {
+        if (!is_array($value)) {
+            return [];
+        }
+
+        $out = [];
+
+        foreach ($value as $item) {
+            if (!is_string($item)) {
+                continue;
+            }
+
+            $item = trim($item);
+
+            if ($item === '') {
+                continue;
+            }
+
+            $out[] = $item;
+        }
+
+        return array_values(array_unique($out));
+    }
+}
\ No newline at end of file
diff --git a/tests/evals/cases/retrieval.ndjson b/tests/evals/cases/retrieval.ndjson
new file mode 100644
index 0000000..0f9efa3
--- /dev/null
+++ b/tests/evals/cases/retrieval.ndjson
@@ -0,0 +1,4 @@
+{"id":"retrieval_exact_doc_001","type":"retrieval","prompt":"Testomat 808","assert":{"selection_mode":"exact_document_title","min_results":1,"must_include_document_ids":["26129c01-c09f-4c71-9c80-7ddffb6c77fb"]}}
+{"id":"retrieval_exact_doc_002","type":"retrieval","prompt":"Testomat EVO CALC","assert":{"selection_mode":"exact_document_title","min_results":1,"must_include_document_ids":["74fdad85-5e4e-4f08-8d95-402f3180ed55"]}}
+{"id":"retrieval_exact_doc_003","type":"retrieval","prompt":"Wasserhärte Grenzwert Testomat","assert":{"selection_mode":"exact_document_title","min_results":1,"must_include_document_ids":["60706498-867b-41b8-8e76-63248178d265"]}}
+{"id":"retrieval_noise_001","type":"retrieval","prompt":"dsgfsdgfsdgf","assert":{"max_results":0}}
\ No newline at end of file
diff --git a/tests/evals/reports/.gitignore b/tests/evals/reports/.gitignore
new file mode 100644
index 0000000..c96a04f
--- /dev/null
+++ b/tests/evals/reports/.gitignore
@@ -0,0 +1,2 @@
+*
+!.gitignore
\ No newline at end of file