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AI Agents & MCP
AI Agents & MCP
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# MCP: Model Context Protocol — the standard for AI tool use
npm install -g @modelcontextprotocol/cli
npx @modelcontextprotocol/inspector
cat ~/.config/claude/claude_desktop_config.json
npx -y @modelcontextprotocol/server-filesystem /home/user
npx -y @modelcontextprotocol/server-github
npx -y @modelcontextprotocol/server-postgres
npx -y @modelcontextprotocol/server-brave-search
npx -y @modelcontextprotocol/server-memory
npx -y @modelcontextprotocol/server-puppeteer
uvx mcp install playwright
pip install mcp
python -m mcp.server.stdio
npm install -g @anthropic-ai/claude-code
claude
claude -p 'Add input validation to the login form'
claude --allowedTools 'Bash,Read,Write'
claude --mcp-config ~/.config/claude/mcp-servers.json
cat CLAUDE.md
touch CLAUDE.md
claude /cost
claude /clear
claude /status
gemini -m gemini-3.1-pro-preview-customtools
gemini --mcp-server 'npx -y @modelcontextprotocol/server-github'
/model
gemini -p 'Analyze this codebase and suggest improvements' --yolo
npm install -g @openai/codex
codex
codex -a full-auto 'Fix all failing tests'
codex -m o4-mini 'Refactor the auth module'
touch AGENTS.md
pip install goose-ai
goose session start
goose session resume
goose run --with-toolkit developer 'Set up a FastAPI project'
goose configure
pip install aider-chat
aider
aider --model gemini/gemini-3.1-pro-preview
aider --model claude-sonnet-4-6
aider --model ollama/qwen2.5-coder:14b
aider --auto-commits
aider --no-auto-commits
aider --read ARCHITECTURE.md --read CONVENTIONS.md
aider --lint --test-cmd 'pytest'
ollama serve
ollama pull llama3.3:70b
ollama pull qwen2.5-coder:7b
ollama list
ollama run llama3.3 'Explain how async/await works in Python'
curl -s http://localhost:11434/api/generate -d '{"model":"llama3.3","prompt":"hello","stream":false}' | jq .response
OLLAMA_HOST=0.0.0.0:11434 ollama serve
cat AGENTS.md
mkdir -p .claude && nano .claude/settings.json
nano .claude/settings.json # add MCP server entry
pip install anthropic
pip install google-generativeai
pip install openai
pip install langchain langchain-community
pip install langgraph
pip install litellm
litellm --model ollama/llama3.3 --port 8000
export ANTHROPIC_API_KEY='sk-ant-...'
export OPENAI_API_KEY='sk-...'
pip install python-dotenv && dotenv run -- python agent.py
claude -p 'Plan the implementation' | gemini -p 'Implement the plan'
gemini -p "$(cat requirements.txt)" 'Generate a Docker setup for these dependencies'
watch -n 60 'claude -p "Check logs for errors: $(tail -20 app.log)"'
git diff HEAD~1 | claude -p 'Review this diff for bugs and security issues'
find . -name '*.py' | xargs cat | gemini -p 'Find all TODO comments and suggest implementations'
docker run -it --rm -v $(pwd):/workspace claude-sandbox
# Use --allowedTools to whitelist specific agent capabilities
# Set ANTHROPIC_API_KEY in a project .env, add .env to .gitignore
export ANTHROPIC_MAX_TOKENS=4096
litellm --logs
pip install rich
pip install typer
pip install httpx
pip install pydantic
pip install instructor
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