Pinecone — Векторная база данных для поиска схожести

--- name: pinecone description: "Pinecone vector database — manage indexes, upsert vectors, query similarity search, manage namespaces, and track collections via the Pinecone API. Build semantic search, recommendation systems, and RAG pipelines with high-performance vector storage. Built for AI agents — Python stdlib only, zero dependencies. Use for vector search, semantic similarity, RAG applications, recommendation engines, and AI memory systems." homepage: https://www.agxntsix.ai license: MIT compatibility: Python 3.10+ (stdlib only — no dependencies) metadata: {"openclaw": {"emoji": "🌲", "requires": {"env": ["PINECONE_API_KEY"]}, "primaryEnv": "PINECONE_API_KEY", "homepage": "https://www.agxntsix.ai"}} --- # 🌲 Pinecone Pinecone vector database — manage indexes, upsert vectors, query similarity search, manage namespaces, and track collections via the Pinecone API. ## Features - **Index management** — create, configure, delete indexes - **Vector upsert** — insert and update vectors with metadata - **Similarity search** — query nearest neighbors - **Namespace management** — organize vectors by namespace - **Metadata filtering** — filter queries by metadata fields - **Collection management** — create snapshots of indexes - **Batch operations** — bulk upsert and delete - **Index stats** — vector counts, dimensions, usage - **Sparse-dense** — hybrid search with sparse vectors - **Serverless** — auto-scaling serverless indexes ## Requirements | Variable | Required | Description | |----------|----------|-------------| | `PINECONE_API_KEY` | ✅ | API key/token for Pinecone | ## Quick Start ```bash # List indexes python3 {baseDir}/scripts/pinecone.py indexes ``` ```bash # Get index details python3 {baseDir}/scripts/pinecone.py index-get my-index ``` ```bash # Create an index python3 {baseDir}/scripts/pinecone.py index-create '{"name":"my-index","dimension":1536,"metric":"cosine","spec":{"serverless":{"cloud":"aws","region":"us-east-1"}}}' ``` ```bash # Delete an index python3 {baseDir}/scripts/pinecone.py index-delete my-index ``` ## Commands ### `indexes` List indexes. ```bash python3 {baseDir}/scripts/pinecone.py indexes ``` ### `index-get` Get index details. ```bash python3 {baseDir}/scripts/pinecone.py index-get my-index ``` ### `index-create` Create an index. ```bash python3 {baseDir}/scripts/pinecone.py index-create '{"name":"my-index","dimension":1536,"metric":"cosine","spec":{"serverless":{"cloud":"aws","region":"us-east-1"}}}' ``` ### `index-delete` Delete an index. ```bash python3 {baseDir}/scripts/pinecone.py index-delete my-index ``` ### `upsert` Upsert vectors. ```bash python3 {baseDir}/scripts/pinecone.py upsert --index my-index '{"vectors":[{"id":"vec1","values":[0.1,0.2,...],"metadata":{"text":"hello"}}]}' ``` ### `query` Query similar vectors. ```bash python3 {baseDir}/scripts/pinecone.py query --index my-index '{"vector":[0.1,0.2,...],"topK":10,"includeMetadata":true}' ``` ### `fetch` Fetch vectors by ID. ```bash python3 {baseDir}/scripts/pinecone.py fetch --index my-index --ids vec1,vec2,vec3 ``` ### `delete` Delete vectors. ```bash python3 {baseDir}/scripts/pinecone.py delete --index my-index --ids vec1,vec2 ``` ### `delete-namespace` Delete all vectors in namespace. ```bash python3 {baseDir}/scripts/pinecone.py delete-namespace --index my-index --namespace docs ``` ### `stats` Get index statistics. ```bash python3 {baseDir}/scripts/pinecone.py stats --index my-index ``` ### `collections` List collections. ```bash python3 {baseDir}/scripts/pinecone.py collections ``` ### `collection-create` Create collection from index. ```bash python3 {baseDir}/scripts/pinecone.py collection-create '{"name":"backup","source":"my-index"}' ``` ### `namespaces` List namespaces in index. ```bash python3 {baseDir}/scripts/pinecone.py namespaces --index my-index ``` ## Output Format All commands output JSON by default. Add `--human` for readable formatted output. ```bash # JSON (default, for programmatic use) python3 {baseDir}/scripts/pinecone.py indexes --limit 5 # Human-readable python3 {baseDir}/scripts/pinecone.py indexes --limit 5 --human ``` ## Script Reference | Script | Description | |--------|-------------| | `{baseDir}/scripts/pinecone.py` | Main CLI — all Pinecone operations | ## Data Policy This skill **never stores data locally**. All requests go directly to the Pinecone API and results are returned to stdout. Your data stays on Pinecone servers. ## Credits --- Built by [M. Abidi](https://www.linkedin.com/in/mohammad-ali-abidi) | [agxntsix.ai](https://www.agxntsix.ai) [YouTube](https://youtube.com/@aiwithabidi) | [GitHub](https://github.com/aiwithabidi) Part of the **AgxntSix Skill Suite** for OpenClaw agents. 📅 **Need help setting up OpenClaw for your business?** [Book a free consultation](https://cal.com/agxntsix/abidi-openclaw)