Package Search MCP Server

The Package Search MCP Server is an MCP server designed to add ground truth context about code packages to AI agents. Our research demonstrates that by exposing the source code of a project’s dependencies to a model, we improve its performance on coding tasks and reduce its potential for hallucination. Chroma’s Package Search MCP server achieves this by exposing tools to allow the model to retrieve necessary context:

Tool Name	Usage
`package_search_grep`	Use regex pattern matching to retrieve relevant lines from source code
`package_search_hybrid`	Use semantic search with optional regex filtering to explore source code without existing knowledge of its structure
`package_search_read_file`	Reads specific lines from a single file in the code package

Getting Started

To guarantee that your model uses package search when desired, add use package search to either the system prompt (to use the MCP server whenever applicable) or to each task prompt (to use it only when you instruct the model to do so).

Visit Chroma’s Package Search page.
Click “Get API Key” to create or log into your Chroma account and issue an API key for Package Search.
After issuing your API key, click the “Other” tab and copy your API key.
Connect to the Chroma MCP server to search code packages. In this example, we search for how the Fast Fourier Transform algorithm is implemented in the numpy package from PyPI.

import anthropic

client = anthropic.Anthropic(
    api_key="<YOUR_ANTHROPIC_API_KEY>"
)

response = client.beta.messages.create(
    model="claude-sonnet-4-20250514",
    max_tokens=1000,
    messages=[
        {
            "role": "user",
            "content": "Explain how numpy implements its FFT. Use package search.",
        }
    ],
    mcp_servers=[
        {
            "type": "url",
            "url": "https://mcp.trychroma.com/package-search/v1",
            "name": "package-search",
            "authorization_token": "<YOUR_CHROMA_API_KEY>",
        }
    ],
    betas=["mcp-client-2025-04-04"],
)

print(response)

Visit Chroma’s Package Search page.
Click “Get API Key” to create or log into your Chroma account and issue an API key for Package Search.
After issuing your API key, click the “Other” tab and copy your API key.
Connect to the Chroma MCP server to search code packages. In this example, we search for class definitions in the numpy package from PyPI.

from openai import OpenAI

client = OpenAI(
    api_key="<YOUR_OPENAI_API_KEY>"
)

resp = client.responses.create(
    model="gpt-5-chat-latest",
    input="Explain how numpy implements its FFT. Use package search.",
    tools=[
        {
            "type": "mcp",
            "server_label": "package-search",
            "server_url": "https://mcp.trychroma.com/package-search/v1",
            "headers": {
                "x-chroma-token": "<YOUR_CHROMA_API_KEY>"
            },
            "require_approval": "never",
        }
    ],
)

print(resp)

Visit Chroma’s Package Search page.
Click “Get API Key” to create or log into your Chroma account and issue an API key for Package Search.
After issuing your API key, click the “Other” tab and copy your API key.
Get a Gemini API key in Google’s AI Studio
Connect the Chroma MCP server with Gemini to enable AI-powered code searches. In this example, we ask Gemini to explain how the Fast Fourier Transform algorithm is implemented in numpy, using the Chroma MCP tools to search and analyze the code.

import asyncio
from mcp import ClientSession
from mcp.client.streamable_http import streamablehttp_client
from google import genai

client = genai.Client(api_key="<YOUR_GEMINI_API_KEY>")

async def run():
    async with streamablehttp_client(
        "https://mcp.trychroma.com/package-search/v1",
        headers={"x-chroma-token": "<YOUR_CHROMA_API_KEY>"},
    ) as (read, write, _):
        async with ClientSession(read, write) as session:
            await session.initialize()
            try:
                prompt = f"Explain how numpy implements its FFT. Use package search."
                response = await client.aio.models.generate_content(
                    model="gemini-2.5-flash",
                    contents=prompt,
                    config=genai.types.GenerateContentConfig(
                        temperature=0,
                        tools=[session],
                    ),
                )
                try:
                    if response.text:
                        print("--- Generated Text ---")
                        print(response.text)
                    else:
                        print("Model did not return text.")
                        print(f"Finish Reason: {response.candidates[0].finish_reason.name}")
                except ValueError:
                    print("Could not access response.text.")
            except Exception as e:
                print(f"An error occurred: {e}")

asyncio.run(run())

Visit Chroma’s Package Search page.
Click “Get API Key” to create or log into your Chroma account and issue an API key for Package Search.
After issuing your API key, click the “Other” tab and copy your API key.
Add the Chroma MCP server to Claude Code with your Chroma API key:

claude mcp add --transport http package-search https://mcp.trychroma.com/package-search/v1 --header "x-chroma-token: <YOUR_CHROMA_API_KEY>"

Visit Chroma’s Package Search page.
Click “Get API Key” to create or log into your Chroma account and issue an API key for Package Search.
After issuing your API key, click the “Other” tab and copy your API key.
Add the following to your ~/.codex/config.toml file with your Chroma Cloud API key:

[mcp_servers.package-search]
command = "npx"
args = ["mcp-remote", "https://mcp.trychroma.com/package-search/v1", "--header", "x-chroma-token: ${X_CHROMA_TOKEN}"]
env = { "X_CHROMA_TOKEN" = "<YOUR_CHROMA_API_KEY>" }

Visit Chroma’s Package Search page.
Click “Get API Key” to create or log into your Chroma account and issue an API key for Package Search.
After issuing your API key, click the “Other” tab and copy your API key.
In Cursor’s settings, search for “MCP” and add the following configuration with your Chroma Cloud API key:

{
  "mcpServers": {
    "package-search": {
      "transport": "streamable_http",
      "url": "https://mcp.trychroma.com/package-search/v1",
      "headers": {
        "x-chroma-token": "<YOUR_CHROMA_API_KEY>"
      }
    }
  }
}

Visit Chroma’s Package Search page.
Click “Get API Key” to create or log into your Chroma account and issue an API key for Package Search.
After issuing your API key, click the “Other” tab and copy your API key.
In Windsurf’s settings, search for “MCP” and add the following configuration with your Chroma Cloud API key:

{
  "mcpServers": {
    "package-search": {
      "serverUrl": "https://mcp.trychroma.com/package-search/v1",
      "headers": {
        "x-chroma-token": "<YOUR_CHROMA_API_KEY>"
      }
    }
  }
}

Visit Chroma’s Package Search page.
Click “Get API Key” to create or log into your Chroma account and issue an API key for Package Search.
After issuing your API key, click the “Other” tab and copy your API key.
Add the following to your ~/Library/Application Support/Claude/claude_desktop_config.json:

{
    "mcpServers": {
      "package-search": {
        "command": "npx",
        "args": ["mcp-remote", "https://mcp.trychroma.com/package-search/v1", "--header", "x-chroma-token: ${X_CHROMA_TOKEN}"],
        "env": {
          "X_CHROMA_TOKEN": "<YOUR_CHROMA_API_KEY>"
        }
      }
    }
}

Visit Chroma’s Package Search page.
Click “Get API Key” to create or log into your Chroma account and issue an API key for Package Search.
After issuing your API key, click the “Other” tab and copy your API key.
Add the following to your Warp MCP config. Make sure to click “Start” on the server after adding.

{
    "package-search": {
      "command": "npx",
      "args": ["mcp-remote", "https://mcp.trychroma.com/package-search/v1", "--header", "x-chroma-token: ${X_CHROMA_TOKEN}"],
      "env": {
        "X_CHROMA_TOKEN": "<YOUR_CHROMA_API_KEY>"
      }
    }
}

Visit Chroma’s Package Search page.
Click “Get API Key” to create or log into your Chroma account and issue an API key for Package Search.
After issuing your API key, click the “Other” tab and copy your API key.
Add the following to your ~/.config/opencode/opencode.json file with your Chroma Cloud API key:

{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "code-packages": {
      "type": "remote",
      "url": "https://mcp.trychroma.com/package-search/v1",
      "enabled": true,
      "headers": {
        "x-chroma-token": "<YOUR_CHROMA_API_KEY>"
      }
    }
  }
}

Visit Chroma’s Package Search page.
Click “Get API Key” to create or log into your Chroma account and issue an API key for Package Search.
After issuing your API key, click the “Other” tab and copy your API key.
Install the ollmcp package:

pip install ollmcp

Create an mcp_config.json file with the following content and your Chroma Cloud API key:

{
	"mcpServers": {
		"code-packages": {
			"type": "streamable_http",
			"url": "https://mcp.trychroma.com/package-search/v1",
			"headers": {
				"x-chroma-token": "<YOUR_CHROMA_API_KEY>"
			},
			"disabled": false
		}
	}
}

Start an Ollama MCP session with the path to your mcp_config.json file and model of choice:

ollmcp --servers-json <path/to/mcp_config.json> --model <model>

Visit Chroma’s Package Search page.
Click “Get API Key” to create or log into your Chroma account and issue an API key for Package Search.
After issuing your API key, click the “Other” tab and copy your API key.
Connect to the Chroma MCP server to search code packages. In this example, we search for the Fast Fourier Transform function in the numpy package from PyPI using the package_search_grep tool.

import asyncio
from mcp import ClientSession
from mcp.client.streamable_http import streamablehttp_client

async def main():
    async with streamablehttp_client(
        "https://mcp.trychroma.com/package-search/v1",
        headers={"x-chroma-token": "<YOUR_CHROMA_API_KEY>"},
    ) as (
        read_stream,
        write_stream,
        _,
    ):
        async with ClientSession(read_stream, write_stream) as session:
            await session.initialize()
            tools = await session.list_tools()
            result = await session.call_tool(
                name="package_search_grep",
                arguments={
                    "package_name": "numpy",
                    "registry_name": "py_pi",
                    "pattern": "\bdef fft\b",
                },
            )
            print(f"Got result: {result}")
            print(f"Available tools: {[tool.name for tool in tools.tools]}")

asyncio.run(main())

Visit Chroma’s Package Search page.
Click “Get API Key” to create or log into your Chroma account and issue an API key for Package Search.
After issuing your API key, click the “Other” tab and copy your API key.
Add this to your Roo Code MCP server configuration:

{
  "mcpServers": {
    "code-collections": {
      "type": "streamable-http",
      "url": "https://mcp.trychroma.com/package-search/v1",
      "headers": {
        "x-chroma-token": "<YOUR_CHROMA_API_KEY>"
      }
    }
  }
}

Features

Schema

Search API

Sync

Package Search

Package Search MCP

Package Search MCP Server

Getting Started

Features

Schema

Search API

Sync

Package Search

​Package Search MCP Server

​Getting Started

Package Search MCP Server

Getting Started