Update README.md to clarify Docker usage and transport mode configuration
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@ -103,23 +103,159 @@ If you’d rather run cognee-mcp in a container, you have two options:
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3. Run it:
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```bash
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# For HTTP transport (recommended for web deployments)
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docker run --env-file ./.env -p 8000:8000 --rm -it cognee/cognee-mcp:main --transport http
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docker run -e TRANSPORT_MODE=http --env-file ./.env -p 8000:8000 --rm -it cognee/cognee-mcp:main
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# For SSE transport
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docker run --env-file ./.env -p 8000:8000 --rm -it cognee/cognee-mcp:main --transport sse
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docker run -e TRANSPORT_MODE=sse --env-file ./.env -p 8000:8000 --rm -it cognee/cognee-mcp:main
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# For stdio transport (default)
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docker run --env-file ./.env --rm -it cognee/cognee-mcp:main
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docker run -e TRANSPORT_MODE=stdio --env-file ./.env --rm -it cognee/cognee-mcp:main
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```
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2. **Pull from Docker Hub** (no build required):
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```bash
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# With HTTP transport (recommended for web deployments)
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docker run --env-file ./.env -p 8000:8000 --rm -it cognee/cognee-mcp:main --transport http
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docker run -e TRANSPORT_MODE=http --env-file ./.env -p 8000:8000 --rm -it cognee/cognee-mcp:main
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# With SSE transport
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docker run --env-file ./.env -p 8000:8000 --rm -it cognee/cognee-mcp:main --transport sse
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docker run -e TRANSPORT_MODE=sse --env-file ./.env -p 8000:8000 --rm -it cognee/cognee-mcp:main
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# With stdio transport (default)
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docker run --env-file ./.env --rm -it cognee/cognee-mcp:main
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docker run -e TRANSPORT_MODE=stdio --env-file ./.env --rm -it cognee/cognee-mcp:main
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```
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### **Important: Docker vs Direct Usage**
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**Docker uses environment variables**, not command line arguments:
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- ✅ Docker: `-e TRANSPORT_MODE=http`
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- ❌ Docker: `--transport http` (won't work)
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**Direct Python usage** uses command line arguments:
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- ✅ Direct: `python src/server.py --transport http`
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- ❌ Direct: `-e TRANSPORT_MODE=http` (won't work)
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## 💻 Basic Usage
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## 🔗 MCP Client Configuration
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After starting your Cognee MCP server with Docker, you need to configure your MCP client to connect to it.
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### **SSE Transport Configuration** (Recommended)
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**Start the server with SSE transport:**
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```bash
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docker run -e TRANSPORT_MODE=sse --env-file ./.env -p 8000:8000 --rm -it cognee/cognee-mcp:main
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```
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**Configure your MCP client:**
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#### **Claude CLI (Easiest)**
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```bash
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claude mcp add cognee-sse -t sse http://localhost:8000/sse
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```
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**Verify the connection:**
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```bash
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claude mcp list
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```
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You should see your server connected:
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```
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Checking MCP server health...
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cognee-sse: http://localhost:8000/sse (SSE) - ✓ Connected
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```
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#### **Manual Configuration**
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**Claude (`~/.claude.json`)**
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```json
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{
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"mcpServers": {
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"cognee": {
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"type": "sse",
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"url": "http://localhost:8000/sse"
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}
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}
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}
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```
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**Cursor (`~/.cursor/mcp.json`)**
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```json
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{
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"mcpServers": {
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"cognee-sse": {
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"url": "http://localhost:8000/sse"
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}
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}
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}
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```
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### **HTTP Transport Configuration** (Alternative)
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**Start the server with HTTP transport:**
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```bash
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docker run -e TRANSPORT_MODE=http --env-file ./.env -p 8000:8000 --rm -it cognee/cognee-mcp:main
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```
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**Configure your MCP client:**
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#### **Claude CLI (Easiest)**
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```bash
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claude mcp add cognee-http -t http http://localhost:8000/mcp
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```
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**Verify the connection:**
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```bash
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claude mcp list
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```
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You should see your server connected:
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```
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Checking MCP server health...
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cognee-http: http://localhost:8000/mcp (HTTP) - ✓ Connected
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```
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#### **Manual Configuration**
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**Claude (`~/.claude.json`)**
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```json
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{
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"mcpServers": {
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"cognee": {
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"type": "http",
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"url": "http://localhost:8000/mcp"
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}
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}
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}
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```
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**Cursor (`~/.cursor/mcp.json`)**
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```json
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{
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"mcpServers": {
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"cognee-http": {
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"url": "http://localhost:8000/mcp"
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}
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}
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}
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```
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### **Dual Configuration Example**
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You can configure both transports simultaneously for testing:
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```json
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{
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"mcpServers": {
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"cognee-sse": {
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"type": "sse",
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"url": "http://localhost:8000/sse"
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},
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"cognee-http": {
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"type": "http",
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"url": "http://localhost:8000/mcp"
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}
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}
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}
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```
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**Note:** Only enable the server you're actually running to avoid connection errors.
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## 💻 Basic Usage
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The MCP server exposes its functionality through tools. Call them from any MCP client (Cursor, Claude Desktop, Cline, Roo and more).
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@ -155,44 +291,7 @@ delete(data_id="data-uuid", dataset_id="dataset-uuid", mode="soft")
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delete(data_id="data-uuid", dataset_id="dataset-uuid", mode="hard")
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```
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Remember – use the CODE search type to query your code graph. For huge repos, run codify on modules incrementally and cache results.
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### IDE Example: Cursor
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1. After you run the server as described in the [Quick Start](#-quickstart), create a run script for cognee. Here is a simple example:
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```
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#!/bin/bash
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export ENV=local
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export TOKENIZERS_PARALLELISM=false
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export EMBEDDING_PROVIDER="fastembed"
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export EMBEDDING_MODEL="sentence-transformers/all-MiniLM-L6-v2"
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export EMBEDDING_DIMENSIONS=384
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export EMBEDDING_MAX_TOKENS=256
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export LLM_API_KEY=your-OpenAI-API-key
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uv --directory /{cognee_root_path}/cognee-mcp run cognee
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```
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Remember to replace *your-OpenAI-API-key* and *{cognee_root_path}* with correct values.
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2. Install Cursor and navigate to Settings → MCP Tools → New MCP Server
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3. Cursor will open *mcp.json* file in a new tab. Configure your cognee MCP server by copy-pasting the following:
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```
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{
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"mcpServers": {
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"cognee": {
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"command": "sh",
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"args": [
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"/{path-to-your-script}/run-cognee.sh"
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]
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}
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}
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}
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```
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Remember to replace *{path-to-your-script}* with the correct value of the path of the script you created in the first step.
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That's it! You can refresh the server from the toggle next to your new cognee server. Check the green dot and the available tools to verify your server is running.
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Now you can open your Cursor Agent and start using cognee tools from it via prompting.
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Remember – use the CODE search type to query your code graph. For huge repos, run codify on modules incrementally and cache results.
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## Development and Debugging
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@ -211,7 +310,7 @@ Open inspector with timeout passed:
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To apply new changes while developing cognee you need to do:
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1. `poetry lock` in cognee folder
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1. Update dependencies in cognee folder if needed
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2. `uv sync --dev --all-extras --reinstall`
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3. `mcp dev src/server.py`
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