Skip to main content

Langfuse trace analysis agent with CLI and built-in web console

Project description

Langfuse Lens Agent

PyPI version Python License

Korean version: README_ko.md

Langfuse Lens Agent is an open-source analysis agent for LLM operations teams.
It turns Langfuse traces into practical outputs for observability, evaluation, and prompt improvement.


✨ Features

  • Trace analytics with filters (date, metadata, user_id, session_id, trace_id, tags)
  • Observability deep-dive (error breakdown, latency/cost trends, root-cause hints)
  • Prompt engineering mode (A/B/C rewrites + scoring + recommended variant)
  • Evaluation mode (rubric scoring, confidence labels, regression checks)
  • Multi-model comparison (openai, anthropic, google_genai, openrouter)
  • Agent orchestration powered by create_deep_agent (Deep Agents)
  • Built-in FastAPI web console (chat + ops query UI)
  • Deep Agents patterns applied:
    • skills=["/skills/"]
    • memory=["/AGENTS.md", "/memories/AGENTS.md"]
    • mode-specialized subagent delegation (overview / observability / prompt / evaluation / model-compare)
    • composite backend routing (/memories/ long-term path)
  • Filesystem interaction enabled via Deep Agent backend (ls/read_file/write_file/edit_file/glob/grep, optional execute)

📦 Installation

From PyPI

pip install langfuse-lens-agent

From source

git clone https://github.com/BAEM1N/langfuse-lens-agent.git
cd langfuse-lens-agent
pip install -e .

⚙️ Required environment variables

export LANGFUSE_BASE_URL=https://<your-langfuse-host>
export LANGFUSE_PUBLIC_KEY=pk-lf-...
export LANGFUSE_SECRET_KEY=sk-lf-...

Optional model provider keys:

export OPENAI_API_KEY=...
export ANTHROPIC_API_KEY=...
export GOOGLE_API_KEY=...
export OPENROUTER_API_KEY=...
export OPENROUTER_BASE_URL=https://openrouter.ai/api/v1

You can also set keys in:

  • project .env: ./.env
  • home .env: ~/.env

CLI prints a warning when LLM keys are missing.


🚀 Usage

1) CLI mode

langfuse-lens --message "mode=overview limit=20"

or

echo "mode=prompt limit=20 user_id=demo-user" | langfuse-lens

2) Web mode

langfuse-lens-web --host 0.0.0.0 --port 8010

Open: http://localhost:8010

In Web UI, use Settings · LLM API Keys to save keys into project/home .env.


🧪 Common query modes

  • mode=overview
  • mode=observability
  • mode=prompt
  • mode=evaluation

🐳 Docker

cp .env.example .env
docker compose up -d --build
curl http://localhost:8091/health

🛠️ Development

python -m unittest discover -s tests -q

📚 Documentation

  • Setup: docs/SETUP.md
  • Feature comparison: docs/POLLY_COMPARISON.md

🤝 Contributing

Issues and pull requests are welcome:


📄 License

MIT — see LICENSE

Project details


Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

langfuse_lens_agent-0.2.4.tar.gz (28.4 kB view details)

Uploaded Source

Built Distribution

If you're not sure about the file name format, learn more about wheel file names.

langfuse_lens_agent-0.2.4-py3-none-any.whl (27.5 kB view details)

Uploaded Python 3

File details

Details for the file langfuse_lens_agent-0.2.4.tar.gz.

File metadata

  • Download URL: langfuse_lens_agent-0.2.4.tar.gz
  • Upload date:
  • Size: 28.4 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/6.2.0 CPython/3.14.3

File hashes

Hashes for langfuse_lens_agent-0.2.4.tar.gz
Algorithm Hash digest
SHA256 263c79e26900746333dfdf7d0080ea28ecf32295aa529549ec39149a4449a997
MD5 510024b5452e361c1dfc8516d87b0449
BLAKE2b-256 423687414a024bfd7dc63a1a30a4c076d2c3564218e9879ff4784cd2813effc2

See more details on using hashes here.

File details

Details for the file langfuse_lens_agent-0.2.4-py3-none-any.whl.

File metadata

File hashes

Hashes for langfuse_lens_agent-0.2.4-py3-none-any.whl
Algorithm Hash digest
SHA256 43bea64a6ac65b1b49e27d37c4255c9de75b85b1c93c63b66d12089909f19771
MD5 51e9dd5aafd589879f022872d9b4a7c1
BLAKE2b-256 450f836427efca0eedd633922785ea530a72f2cb3c2f3406cd903958bf464d91

See more details on using hashes here.

Supported by

AWS Cloud computing and Security Sponsor Datadog Monitoring Depot Continuous Integration Fastly CDN Google Download Analytics Pingdom Monitoring Sentry Error logging StatusPage Status page