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php-agentic/Mcp/Tools/Agent/Brain/BrainRecall.php
Snider eeb6927d8f feat(brain): add BrainService, MCP tools, and registration
- 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>
2026-03-03 09:39:19 +00:00

150 lines
5.6 KiB
PHP

<?php
declare(strict_types=1);
namespace Core\Mod\Agentic\Mcp\Tools\Agent\Brain;
use Core\Mcp\Dependencies\ToolDependency;
use Core\Mod\Agentic\Mcp\Tools\Agent\AgentTool;
use Core\Mod\Agentic\Models\BrainMemory;
use Core\Mod\Agentic\Services\BrainService;
/**
* Semantic search across the shared OpenBrain knowledge store.
*
* Uses vector similarity to find memories relevant to a natural
* language query, with optional filtering by project, type, agent,
* or minimum confidence.
*/
class BrainRecall extends AgentTool
{
protected string $category = 'brain';
protected array $scopes = ['read'];
public function dependencies(): array
{
return [
ToolDependency::contextExists('workspace_id', 'Workspace context required to recall memories'),
];
}
public function name(): string
{
return 'brain_recall';
}
public function description(): string
{
return 'Semantic search across the shared OpenBrain knowledge store. Returns memories ranked by similarity to your query, with optional filtering.';
}
public function inputSchema(): array
{
return [
'type' => 'object',
'properties' => [
'query' => [
'type' => 'string',
'description' => 'Natural language search query (max 2,000 characters)',
'maxLength' => 2000,
],
'top_k' => [
'type' => 'integer',
'description' => 'Number of results to return (default: 5, max: 20)',
'minimum' => 1,
'maximum' => 20,
'default' => 5,
],
'filter' => [
'type' => 'object',
'description' => 'Optional filters to narrow results',
'properties' => [
'project' => [
'type' => 'string',
'description' => 'Filter by project scope',
],
'type' => [
'oneOf' => [
['type' => 'string', 'enum' => BrainMemory::VALID_TYPES],
[
'type' => 'array',
'items' => ['type' => 'string', 'enum' => BrainMemory::VALID_TYPES],
],
],
'description' => 'Filter by memory type (single or array)',
],
'agent_id' => [
'type' => 'string',
'description' => 'Filter by originating agent',
],
'min_confidence' => [
'type' => 'number',
'description' => 'Minimum confidence threshold (0.0-1.0)',
'minimum' => 0.0,
'maximum' => 1.0,
],
],
],
],
'required' => ['query'],
];
}
public function handle(array $args, array $context = []): array
{
try {
$query = $this->requireString($args, 'query', 2000);
} catch (\InvalidArgumentException $e) {
return $this->error($e->getMessage());
}
$workspaceId = $context['workspace_id'] ?? null;
if ($workspaceId === null) {
return $this->error('workspace_id is required. Ensure you have authenticated with a valid API key. See: https://host.uk.com/ai');
}
$topK = $this->optionalInt($args, 'top_k', 5, 1, 20);
$filter = $this->optional($args, 'filter', []);
if (! is_array($filter)) {
return $this->error('filter must be an object');
}
// Validate filter type values if present
if (isset($filter['type'])) {
$typeValue = $filter['type'];
$validTypes = BrainMemory::VALID_TYPES;
if (is_string($typeValue)) {
if (! in_array($typeValue, $validTypes, true)) {
return $this->error(sprintf('filter.type must be one of: %s', implode(', ', $validTypes)));
}
} elseif (is_array($typeValue)) {
foreach ($typeValue as $t) {
if (! is_string($t) || ! in_array($t, $validTypes, true)) {
return $this->error(sprintf('Each filter.type value must be one of: %s', implode(', ', $validTypes)));
}
}
} else {
return $this->error('filter.type must be a string or array of strings');
}
}
if (isset($filter['min_confidence'])) {
if (! is_numeric($filter['min_confidence']) || $filter['min_confidence'] < 0.0 || $filter['min_confidence'] > 1.0) {
return $this->error('filter.min_confidence must be a number between 0.0 and 1.0');
}
}
return $this->withCircuitBreaker('brain', function () use ($query, $topK, $filter, $workspaceId) {
$result = app(BrainService::class)->recall($query, $topK, $filter, (int) $workspaceId);
return $this->success([
'count' => count($result['memories']),
'memories' => $result['memories'],
'scores' => $result['scores'],
]);
}, fn () => $this->error('Brain service temporarily unavailable. Recall failed.', 'service_unavailable'));
}
}