- BrainService: Ollama embeddings + Qdrant vector upsert/search/delete - brain_remember: store knowledge with type, tags, confidence, supersession - brain_recall: semantic search with filter by project/type/agent/confidence - brain_forget: workspace-scoped deletion from both stores - brain_list: MariaDB query with model scopes, no vector search - Config: brain.ollama_url, brain.qdrant_url, brain.collection - Boot: BrainService singleton + tool registration via AgentToolRegistry Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
150 lines
5.6 KiB
PHP
150 lines
5.6 KiB
PHP
<?php
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declare(strict_types=1);
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namespace Core\Mod\Agentic\Mcp\Tools\Agent\Brain;
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use Core\Mcp\Dependencies\ToolDependency;
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use Core\Mod\Agentic\Mcp\Tools\Agent\AgentTool;
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use Core\Mod\Agentic\Models\BrainMemory;
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use Core\Mod\Agentic\Services\BrainService;
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/**
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* Semantic search across the shared OpenBrain knowledge store.
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*
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* Uses vector similarity to find memories relevant to a natural
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* language query, with optional filtering by project, type, agent,
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* or minimum confidence.
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*/
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class BrainRecall extends AgentTool
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{
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protected string $category = 'brain';
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protected array $scopes = ['read'];
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public function dependencies(): array
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{
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return [
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ToolDependency::contextExists('workspace_id', 'Workspace context required to recall memories'),
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];
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}
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public function name(): string
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{
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return 'brain_recall';
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}
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public function description(): string
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{
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return 'Semantic search across the shared OpenBrain knowledge store. Returns memories ranked by similarity to your query, with optional filtering.';
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}
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public function inputSchema(): array
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{
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return [
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'type' => 'object',
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'properties' => [
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'query' => [
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'type' => 'string',
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'description' => 'Natural language search query (max 2,000 characters)',
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'maxLength' => 2000,
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],
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'top_k' => [
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'type' => 'integer',
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'description' => 'Number of results to return (default: 5, max: 20)',
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'minimum' => 1,
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'maximum' => 20,
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'default' => 5,
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],
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'filter' => [
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'type' => 'object',
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'description' => 'Optional filters to narrow results',
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'properties' => [
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'project' => [
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'type' => 'string',
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'description' => 'Filter by project scope',
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],
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'type' => [
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'oneOf' => [
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['type' => 'string', 'enum' => BrainMemory::VALID_TYPES],
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[
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'type' => 'array',
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'items' => ['type' => 'string', 'enum' => BrainMemory::VALID_TYPES],
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],
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],
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'description' => 'Filter by memory type (single or array)',
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],
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'agent_id' => [
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'type' => 'string',
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'description' => 'Filter by originating agent',
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],
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'min_confidence' => [
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'type' => 'number',
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'description' => 'Minimum confidence threshold (0.0-1.0)',
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'minimum' => 0.0,
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'maximum' => 1.0,
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],
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],
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],
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],
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'required' => ['query'],
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];
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}
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public function handle(array $args, array $context = []): array
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{
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try {
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$query = $this->requireString($args, 'query', 2000);
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} catch (\InvalidArgumentException $e) {
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return $this->error($e->getMessage());
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}
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$workspaceId = $context['workspace_id'] ?? null;
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if ($workspaceId === null) {
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return $this->error('workspace_id is required. Ensure you have authenticated with a valid API key. See: https://host.uk.com/ai');
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}
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$topK = $this->optionalInt($args, 'top_k', 5, 1, 20);
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$filter = $this->optional($args, 'filter', []);
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if (! is_array($filter)) {
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return $this->error('filter must be an object');
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}
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// Validate filter type values if present
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if (isset($filter['type'])) {
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$typeValue = $filter['type'];
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$validTypes = BrainMemory::VALID_TYPES;
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if (is_string($typeValue)) {
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if (! in_array($typeValue, $validTypes, true)) {
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return $this->error(sprintf('filter.type must be one of: %s', implode(', ', $validTypes)));
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}
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} elseif (is_array($typeValue)) {
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foreach ($typeValue as $t) {
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if (! is_string($t) || ! in_array($t, $validTypes, true)) {
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return $this->error(sprintf('Each filter.type value must be one of: %s', implode(', ', $validTypes)));
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}
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}
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} else {
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return $this->error('filter.type must be a string or array of strings');
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}
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}
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if (isset($filter['min_confidence'])) {
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if (! is_numeric($filter['min_confidence']) || $filter['min_confidence'] < 0.0 || $filter['min_confidence'] > 1.0) {
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return $this->error('filter.min_confidence must be a number between 0.0 and 1.0');
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}
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}
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return $this->withCircuitBreaker('brain', function () use ($query, $topK, $filter, $workspaceId) {
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$result = app(BrainService::class)->recall($query, $topK, $filter, (int) $workspaceId);
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return $this->success([
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'count' => count($result['memories']),
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'memories' => $result['memories'],
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'scores' => $result['scores'],
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]);
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}, fn () => $this->error('Brain service temporarily unavailable. Recall failed.', 'service_unavailable'));
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}
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}
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