# Pinecone Docs

> Curated documentation reference for developers building with Pinecone. Contains links to official docs organized by topic and data format references. Use when writing Pinecone code, looking up API parameters, or needing the correct format for vectors or records.

- **Type:** Skill
- **Install:** `agentstack add skill-pinecone-io-skills-pinecone-docs`
- **Verified:** Yes — security-reviewed for prompt injection and unsafe behavior
- **Seller:** [pinecone-io](https://agentstack.voostack.com/s/pinecone-io)
- **Installs:** 0
- **Category:** [AI & ML](https://agentstack.voostack.com/c/ai-and-ml)
- **Latest version:** 0.1.0
- **License:** MIT
- **Upstream author:** [pinecone-io](https://github.com/pinecone-io)
- **Source:** https://github.com/pinecone-io/skills/tree/main/skills/pinecone-docs

## Install

```sh
agentstack add skill-pinecone-io-skills-pinecone-docs
```

Requires the [AgentStack CLI](https://agentstack.voostack.com/docs/cli). Works with Claude Code, Cursor, and any MCP-compatible agent.

## About

# Pinecone Developer Reference

A curated index of Pinecone documentation. Fetch the relevant page(s) for the task at hand rather than relying on training data.

---

## NOTE TO AGENT
Please attempt to fetch the url listed when relevant. If you run into an error, please attempt to append ".md" to the url to retrieve the markdown version of the Docs page.

In case you need it: A full reference to ALL relevant URLs can be found here: https://docs.pinecone.io/llms.txt

Use this as a last resort if you cannot find the relevant page below.

---

## Getting Started

| Topic | URL |
|---|---|
| Quickstart for all languages and coding environments (Cursor, Claude Code, n8n, Python, JavaScript, Java, Go, C#) | https://docs.pinecone.io/guides/get-started/quickstart |
| Pinecone concepts — namespaces, terminology, and key database concepts | https://docs.pinecone.io/guides/get-started/concepts |
| Data modeling for text and vectors | https://docs.pinecone.io/guides/index-data/data-modeling |
| Architecture of Pinecone | https://docs.pinecone.io/guides/get-started/database-architecture |
| Pinecone Assistant overview | https://docs.pinecone.io/guides/assistant/overview |

---

## Indexes

| Topic | URL |
|---|---|
| Create an index | https://docs.pinecone.io/guides/index-data/create-an-index |
| Index types and conceptual overview | https://docs.pinecone.io/guides/index-data/indexing-overview |
| Integrated inference (built-in embedding models) | https://docs.pinecone.io/guides/index-data/indexing-overview#integrated-embedding |
| Dedicated read nodes — predictable low-latency performance at high query volumes | https://docs.pinecone.io/guides/index-data/dedicated-read-nodes |

---

## Upsert & Data

| Topic | URL |
|---|---|
| Upsert vectors and text | https://docs.pinecone.io/guides/index-data/upsert-data |
| Multitenancy with namespaces | https://docs.pinecone.io/guides/index-data/implement-multitenancy |

---

## Search

| Topic | URL |
|---|---|
| Semantic search | https://docs.pinecone.io/guides/search/semantic-search |
| Hybrid search | https://docs.pinecone.io/guides/search/hybrid-search |
| Lexical search | https://docs.pinecone.io/guides/search/lexical-search |
| Full-text search (preview) — document-schema FTS indexes with `text` / `query_string` / dense / sparse scoring | https://docs.pinecone.io/guides/search/full-text-search |
| Metadata filtering — narrow results and speed up searches | https://docs.pinecone.io/guides/search/filter-by-metadata |

---

## API & SDK Reference

| Topic | URL |
|---|---|
| Python SDK reference | https://docs.pinecone.io/reference/sdks/python/overview |
| Example Colab notebooks | https://docs.pinecone.io/examples/notebooks |

---

## Production

| Topic | URL |
|---|---|
| Production checklist — preparing your index for production | https://docs.pinecone.io/guides/production/production-checklist |
| Common errors and what they mean | https://docs.pinecone.io/guides/production/error-handling |
| Targeting indexes correctly — don't use index names in prod | https://docs.pinecone.io/guides/manage-data/target-an-index#target-by-index-host-recommended |

---

## Data Formats

See [references/data-formats.md](references/data-formats.md) for vector and record schemas.

## Source & license

This open-source skill is cataloged on AgentStack and links to its original source — we do not rehost the code.

- **Author:** [pinecone-io](https://github.com/pinecone-io)
- **Source:** [pinecone-io/skills](https://github.com/pinecone-io/skills)
- **License:** MIT

Install and usage instructions live in the source repository linked above.

## Pricing

- **Free** — Free

## Security capabilities

Automated source analysis of v0.1.0 — what this tool can access:

- **Network access:** no
- **Filesystem access:** no
- **Shell / process execution:** no
- **Environment & secrets:** no
- **Dynamic code execution:** no

*"Yes" means the capability is present in the source — more access means more to trust, not that it is unsafe.*


## Versions

- **0.1.0** — security scan: passed — Imported from the upstream source.

## Links

- Listing page: https://agentstack.voostack.com/l/skill-pinecone-io-skills-pinecone-docs
- Seller: https://agentstack.voostack.com/s/pinecone-io
- Browse the marketplace: https://agentstack.voostack.com/browse

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Listed on AgentStack — the marketplace for AI agent skills and MCP servers. Every listing is security-reviewed. Creators keep 70%.