chore: import upstream snapshot with attribution
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@@ -0,0 +1,151 @@
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import type {
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PineconeResponse,
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PineconeSearchHit,
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PineconeSearchTextParams,
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} from '@/tools/pinecone/types'
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import type { ToolConfig } from '@/tools/types'
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export const searchTextTool: ToolConfig<PineconeSearchTextParams, PineconeResponse> = {
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id: 'pinecone_search_text',
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name: 'Pinecone Search Text',
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description: 'Search for similar text in a Pinecone index',
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version: '1.0',
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params: {
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indexHost: {
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type: 'string',
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required: true,
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visibility: 'user-or-llm',
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description: 'Full Pinecone index host URL (e.g., "https://my-index-abc123.svc.pinecone.io")',
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},
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namespace: {
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type: 'string',
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required: false,
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visibility: 'user-or-llm',
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description: 'Namespace to search in (e.g., "documents", "embeddings")',
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},
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searchQuery: {
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type: 'string',
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required: true,
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visibility: 'user-or-llm',
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description: 'Text to search for',
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},
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topK: {
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type: 'string',
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required: false,
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visibility: 'user-or-llm',
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description: 'Number of results to return (e.g., "10", "25")',
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},
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fields: {
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type: 'array',
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required: false,
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visibility: 'user-only',
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description: 'Fields to return in the results',
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},
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filter: {
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type: 'object',
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required: false,
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visibility: 'user-or-llm',
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description:
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'Filter to apply to the search (e.g., {"category": "tech", "year": {"$gte": 2020}})',
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},
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rerank: {
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type: 'object',
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required: false,
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visibility: 'user-only',
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description: 'Reranking parameters',
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},
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apiKey: {
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type: 'string',
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required: true,
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visibility: 'user-only',
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description: 'Pinecone API key',
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},
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},
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request: {
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method: 'POST',
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url: (params) => `${params.indexHost}/records/namespaces/${params.namespace}/search`,
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headers: (params) => ({
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'Api-Key': params.apiKey,
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'Content-Type': 'application/json',
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Accept: 'application/json',
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'X-Pinecone-API-Version': '2025-01',
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}),
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body: (params) => {
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// Format the query object
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const query = {
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inputs: { text: params.searchQuery },
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top_k: params.topK ? Number(params.topK) : 10,
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}
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// Build the request body
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const body: any = {
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query,
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}
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// Add optional parameters if provided
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if (params.fields) {
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body.fields = typeof params.fields === 'string' ? JSON.parse(params.fields) : params.fields
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}
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if (params.filter) {
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body.query.filter =
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typeof params.filter === 'string' ? JSON.parse(params.filter) : params.filter
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}
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if (params.rerank) {
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body.rerank = typeof params.rerank === 'string' ? JSON.parse(params.rerank) : params.rerank
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// If rerank query is not specified, use the search query
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if (!body.rerank.query) {
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body.rerank.query = { text: params.searchQuery }
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}
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}
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return body
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},
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},
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transformResponse: async (response) => {
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const data = await response.json()
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return {
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success: true,
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output: {
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matches: data.result.hits.map((hit: PineconeSearchHit) => ({
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id: hit._id,
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score: hit._score,
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metadata: hit.fields,
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})),
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usage: {
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total_tokens: data.usage.embed_total_tokens || 0,
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read_units: data.usage.read_units,
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rerank_units: data.usage.rerank_units,
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},
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},
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}
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},
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outputs: {
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matches: {
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type: 'array',
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description: 'Search results with ID, score, and metadata',
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items: {
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type: 'object',
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properties: {
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id: { type: 'string', description: 'Vector ID' },
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score: { type: 'number', description: 'Similarity score' },
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metadata: { type: 'object', description: 'Associated metadata' },
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},
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},
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},
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usage: {
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type: 'object',
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description: 'Usage statistics including tokens, read units, and rerank units',
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properties: {
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total_tokens: { type: 'number', description: 'Total tokens used for embedding' },
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read_units: { type: 'number', description: 'Read units consumed' },
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rerank_units: { type: 'number', description: 'Rerank units used' },
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},
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},
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},
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}
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