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Pinecone MCP Server
for AI Agents

Connect your AI agent to StackOne's Pinecone MCP server and give it 35 MCP tools out of the box. Auth, tool execution, and security all managed.

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Pinecone MCP Server
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35 Agent Actions

Create, read, update, and delete across Pinecone — and extend your agent's capabilities with custom actions.

Authentication

Agent Tool Authentication

Per-user OAuth in one call. Your Pinecone MCP server gets session-scoped tokens with zero credentials stored on your infra.

Agent Auth →

Security

Agent Protection

Every Pinecone tool response scanned for prompt injection in milliseconds — 88.7% accuracy, all running on CPU.

Prompt Injection Defense →

Performance

Max Agent Context. Min Cost.

Free up to 96% of your agent's context window to enhance reasoning and reduce cost, on every Pinecone call.

Tools Discovery →

What is the Pinecone MCP Server?

A Pinecone MCP server lets AI agents read and write Pinecone data through the Model Context Protocol — Anthropic's open standard for connecting LLMs to external tools. StackOne's Pinecone MCP server ships with 35 pre-built actions, fully extensible via the Connector Builder — plus managed authentication, prompt injection defense, observability, and agent execution runtime. Connect it from MCP clients like Claude Desktop, Claude Code, Cursor, Goose, and VS Code, or from agent frameworks like OpenAI Agents SDK, LangChain, and Vercel AI SDK.

All Pinecone MCP Tools

Every action from Pinecone's API, ready for your agent. Create, read, update, and delete — scoped to exactly what you need.

An API Keys

  • Create An API Key

    Issue a new API key for a project and return its secret value, which Pinecone shows only in this response.

  • Update An API Key

    Rename an API key or replace the set of roles it carries.

  • Delete An API Key

    Permanently revoke an API key so it can no longer authenticate requests.

An Organizations

  • Update An Organization

    Change the display name of an organization. The plan, payment status and support tier are set by Pinecone and cannot be changed here.

  • Delete An Organization

    Permanently delete an organization and every project inside it.

A Projects

  • Update A Project

    Rename a project or change its pod ceiling and CMEK enforcement.

  • Delete A Project

    Permanently delete a project together with the indexes and API keys it contains.

A Role Bindings

  • Create A Role Binding

    Grant a role to a user, service account, API key or invite at organization or project scope.

  • Delete A Role Binding

    Revoke a role binding, removing the access it granted to its principal.

A Service Accounts

  • Create A Service Account

    Create a service account for machine-to-machine access and return its OAuth client secret, shown only in this response.

  • Update A Service Account

    Change the display name of a service account. Its OAuth client ID and role bindings are unaffected.

  • Delete A Service Account

    Permanently delete a service account so its client credentials stop working.

Other (23)

  • Create A Cost Usage Export

    Start an export of the organization's cost and usage data covering a range of UTC calendar days.

  • Create A New Project

    Create a project in the organization to hold indexes, API keys and project-scoped role bindings.

  • List API Keys

    Return the API keys that belong to a project, with the roles each key carries. Secret values are never returned.

  • Get API Key Details

    Retrieve one API key by id, with its name, project and roles. The secret value is not returned.

  • List Cost Usage Exports

    Return the organization's cost usage export jobs, newest first, optionally filtered by status. Download links are omitted from this list.

  • Get Cost Usage Export Details

    Retrieve one cost usage export by id, including its status and, once complete, a time-limited download link.

  • List Invites

    Return the organization's invites with their status, expiry and processing time.

  • Get Invite Details

    Retrieve one invite by id, with its status, expiry and the time it was processed.

  • List Organizations

    Return the organizations the calling service account can administer, with each plan and payment status.

  • Get Organization Details

    Retrieve one organization by id, including its plan, payment status and support tier.

  • List Projects

    Return every project in the organization the service account belongs to, with each project's pod ceiling and CMEK setting.

  • Get Project Details

    Retrieve one project by id, including its pod ceiling, CMEK setting and owning organization.

  • List Role Bindings

    Return the role bindings in the organization, filtered by principal, resource scope or role, to audit who holds which access.

  • Get Role Binding Details

    Retrieve one role binding by id, showing the principal, the scope and the role it grants.

  • List Service Accounts

    Return the organization's service accounts with their OAuth client IDs. Client secrets are never returned.

  • Get Service Account Details

    Retrieve one service account by id, with its name, OAuth client ID and timestamps.

  • List Users In The Organization

    Return the users who are members of the organization, optionally filtered by email address.

  • Get User Details

    Retrieve one organization member by id, with their name and email address.

  • Delete An Invite

    Revoke a pending invite so the emailed link no longer grants access.

  • Remove A User From The Organization

    Remove a user from the organization, revoking the access their role bindings granted.

  • Invite A User To The Organization

    Invite a person to join the organization by email and set the roles they receive on acceptance.

  • Resend An Invite Email

    Send the invitation email again for a pending invite and extend how long it stays valid.

  • Rotate A Service Account's OAuth Client Secret

    Issue a new OAuth client secret for a service account and invalidate the previous one immediately.

Set Up Your Pinecone MCP Server in Minutes

One endpoint. Any framework. Your agent is talking to Pinecone in under 10 lines of code.

Agent Frameworks

Claude Desktop
{
  "mcpServers": {
    "stackone": {
      "command": "npx",
      "args": [
        "-y",
        "mcp-remote@latest",
        "https://api.stackone.com/mcp?x-account-id=<account_id>",
        "--header",
        "Authorization: Basic <YOUR_BASE64_TOKEN>"
      ]
    }
  }
}

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Pinecone MCP Server FAQ

Does StackOne have a Pinecone MCP server?
Yes. StackOne offers a hosted Pinecone MCP server with 35 pre-built actions, and every action is tested and QA'd by StackOne. Connect it to Claude, Cursor, and any other MCP client, or to any agent framework through the AI Action SDK. It ships with managed agent authentication, prompt injection defense, and tool discovery with server-side execution that preserve your agent's context window and keep reasoning performance.
Pinecone MCP server vs direct API integration — what's the difference?
A Pinecone MCP server and direct API integration serve different use cases. Direct API integration is for software-to-software — backend code calling Pinecone. A Pinecone MCP server is for AI agents — MCP clients like Claude and Cursor, plus framework agents built with OpenAI, LangChain, or Vercel AI — discovering and calling Pinecone at runtime. StackOne provides both.
How does Pinecone authentication work for AI agents?
Pinecone authentication for AI agents works through a StackOne Connect Session. Create one via the dashboard or the SDK — you get an auth link and ready-to-paste config for Claude Desktop, Cursor, and other MCP clients. Your user authenticates their own Pinecone account; StackOne handles token exchange, storage, and refresh. Credentials never reach the LLM, and each user is isolated via origin_owner_id.
Are Pinecone MCP tools vulnerable to prompt injection?
Yes — Pinecone MCP tools can be vulnerable to indirect prompt injection. Any tool that reads user-written content — documents, messages, tickets, records, or free-text fields — is a potential vector. StackOne Defender scans every tool response before it enters the agent's context — regex patterns in ~1ms, then a MiniLM classifier in ~4ms. 88.7% accuracy, CPU-only.
What is the context bloat of a Pinecone agent and how do I avoid it?
Context bloat happens when Pinecone tool schemas and API responses eat your Pinecone agent's memory, preventing it from reasoning effectively. A single Pinecone query can return a massive JSON response, and connecting multiple tools compounds the problem. Tools Discovery and Code Mode reduce context bloat — loading only relevant tools per query and keeping raw responses out of the agent's context.
Can I limit which actions my Pinecone agent can access?
Yes — you can limit which actions your Pinecone agent can access directly from the StackOne dashboard. Toggle actions on or off, or restrict them to specific accounts, with no code changes to your agent. Session tokens can be scoped to exact actions so if one leaks, exposure stays contained.
Can I create custom agent actions for my Pinecone MCP server?
Yes — you can create custom agent actions for your Pinecone MCP server using Connector Builder. It's an integration agent your coding assistant (Claude Code, Cursor, or Copilot) can invoke to research Pinecone's API, generate production-ready connector YAML, test against the live API, and validate before you ship.
When should I NOT use a Pinecone MCP server?
Skip a Pinecone MCP server if your integration is purely software-to-software — direct Pinecone API integration is simpler when no AI agent is involved. For deterministic, compliance-critical operations (financial transactions, regulatory reporting), direct API gives you predictable behavior without agent-driven decision-making. MCP shines when AI agents need to dynamically discover and call Pinecone actions at runtime.
What AI frameworks and AI clients does the StackOne Pinecone MCP server support?
The StackOne Pinecone MCP server supports both. MCP clients (paste-and-go apps): Claude Desktop, Claude Code, Cursor, VS Code, Goose. Agent frameworks (code SDKs you build with): OpenAI Agents SDK, Anthropic, Vercel AI, Google ADK, CrewAI, Pydantic AI, LangChain, LangGraph, Azure AI Foundry.

Put your AI agents to work

All the tools you need to build and scale AI agent integrations, with best-in-class connectivity, execution, and security.