# pinecone-full-text-search

> Claude/Codex skill by [@pinecone-io](https://omgskills.com/library/pinecone-io/index.md) · 15 stars · Updated 2026-09-18

Create, ingest into, and query a Pinecone full-text-search (FTS) document index using the graduated document-schema API (Python SDK 10.0.0, API version 2026-07). Use when the user or agent asks to build a text search index on Pinecone, add dense or sparse vector fields, ingest documents, construct score\_by clauses (text / query\_string / dense\_vector / sparse\_vector), or compose with text-match filters ($match\_phrase / $match\_all / $match\_any). Ships \`scripts/ingest.py\` for safe bulk ingestion (batch\_upsert + error inspection + readiness polling); query construction is documented inline in this skill — write \`documents.search(...)\` calls directly, validated against \`pc.indexes.describe(...)\` output.

Tags: agent-skills, agents, pinecone, retrieval-augmented-generation, semantic-search, skills-sh

## Install

```sh
git clone https://github.com/pinecone-io/skills /tmp/skills && ln -s /tmp/skills/skills/pinecone-full-text-search ~/.claude/skills/pinecone-full-text-search
```

## From README

Pinecone Full-Text Search Requires pinecone Python SDK ≥ 10.0.0 (pip pinecone\>=10.0.0). The document-schema API graduated out of pinecone.preview in 10.0.0 — it is now a first-class, SemVer-covered part of the SDK, reachable directly off pc (pc.indexes, pc.index(...)). If you land on this skill from an older habit of importing pinecone.preview, stop: that package is deleted outright in 10.0.0 (ModuleNotFoundError, no shim). The packaged helper script pins pinecone==10.0.0 via PEP 723 inline metadata; if you're writing your own code against this skill, pin at least that version. The wire API version is 2026-07. Authoritative reference (last resort). If you hit a question this skill and its references/.md files don't answer, the official Pinecone FTS docs are at . Prefer this skill's content for anything covered here — the docs may describe surfaces (e.g. classic vector API, or the older pinecone.preview shape) that don't apply to the graduated document-schema path.

## Links

- HTML page: https://omgskills.com/library/pinecone-io/skills/pinecone-full-text-search/
- GitHub: https://github.com/pinecone-io/skills
- Author: [@pinecone-io](https://omgskills.com/library/pinecone-io/index.md)

## More from this repo

- [pinecone-assistant](https://omgskills.com/library/pinecone-io/skills/pinecone-assistant/index.md) — Create, manage, and chat with Pinecone Assistants for document Q&A with citations.
   - [@pinecone-io](https://omgskills.com/library/pinecone-io/index.md) · 15 stars
- [pinecone-cli](https://omgskills.com/library/pinecone-io/skills/pinecone-cli/index.md) — Guide for using the Pinecone CLI (pc) to manage Pinecone resources from the terminal.
   - [@pinecone-io](https://omgskills.com/library/pinecone-io/index.md) · 15 stars
- [pinecone-docs](https://omgskills.com/library/pinecone-io/skills/pinecone-docs/index.md) — Curated documentation reference for developers building with Pinecone.
   - [@pinecone-io](https://omgskills.com/library/pinecone-io/index.md) · 15 stars