ランキングに戻る

pydantic/logfire

Pythonpydantic.dev/logfire/

AI observability platform for production LLM and agent systems.

fastapiloggingobservabilityopenaiopentelemetrypydanticpythontracemetricsaiai-toolspydantic-ai
スター成長
スター
4.4k
フォーク
264
週間成長
Issue
180
2k4k
2024年4月2025年1月2025年10月2026年7月
成果物PyPIpip install logfire
README

Pydantic Logfire: Know more. Build faster.

CI codecov pypi license versions Join Slack

From the team behind Pydantic Validation, Pydantic Logfire is an observability platform built on the same belief as our open-source library: that the most powerful tools can be easy to use.

What sets Logfire apart:

  • Simple and Powerful: Logfire's dashboard is simple relative to the power it provides, ensuring your entire engineering team will actually use it.
  • Python-centric Insights: From rich display of Python objects, to event-loop telemetry, to profiling Python code and database queries, Logfire gives you unparalleled visibility into your Python application's behavior.
  • SQL: Query your data using standard SQL: all the control and (for many) nothing new to learn. Using SQL also means you can query your data with existing BI tools and database querying libraries.
  • OpenTelemetry: Logfire is an opinionated wrapper around OpenTelemetry, allowing you to leverage existing tooling, infrastructure, and instrumentation for many common Python packages, and enabling support for virtually any language. We offer full support for all OpenTelemetry signals (traces, metrics and logs).
  • Pydantic Integration: Understand the data flowing through your Pydantic Validation models and get built-in analytics on validations.

See the documentation for more information.

Feel free to report issues and ask any questions about Logfire in this repository!

This repo contains the Python SDK for logfire and documentation; the server application for recording and displaying data is closed source.

Using Logfire

This is a very brief overview of how to use Logfire, the documentation has much more detail.

Install

pip install logfire

(learn more)

Authenticate

logfire auth

(learn more)

Manual tracing

Here's a simple manual tracing (aka logging) example:

from datetime import date

import logfire

logfire.configure()
logfire.info('Hello, {name}!', name='world')

with logfire.span('Asking the user their {question}', question='age'):
    user_input = input('How old are you [YYYY-mm-dd]? ')
    dob = date.fromisoformat(user_input)
    logfire.debug('{dob=} {age=!r}', dob=dob, age=date.today() - dob)

(learn more)

Integration

Or you can also avoid manual instrumentation and instead integrate with lots of popular packages, here's an example of integrating with FastAPI:

from fastapi import FastAPI
from pydantic import BaseModel

import logfire

app = FastAPI()

logfire.configure()
logfire.instrument_fastapi(app)
# next, instrument your database connector, http library etc. and add the logging handler


class User(BaseModel):
    name: str
    country_code: str


@app.post('/')
async def add_user(user: User):
    # we would store the user here
    return {'message': f'{user.name} added'}

(learn more)

Logfire gives you a view into how your code is running like this:

Logfire screenshot

Contributing

We'd love anyone interested to contribute to the Logfire SDK and documentation, see the contributing guide.

Reporting a Security Vulnerability

See our security policy.

Logfire Open-Source and Closed-Source Boundaries

The Logfire SDKs (we also have them for TypeScript and Rust) are open source, and you can use them to export data to any OTel-compatible backend.

The Logfire platform (the UI and backend) is closed source. You can self-host it by purchasing an enterprise license.

関連リポジトリ
fastapi/fastapi

FastAPI framework, high performance, easy to learn, fast to code, ready for production

PythonPyPIMIT Licensepythonjson
fastapi.tiangolo.com
100.8k9.7k
headroomlabs-ai/headroom

Compress tool outputs, logs, files, and RAG chunks before they reach the LLM. 20% fewer tokens for coding agents, 60-95% fewer tokens for JSON, same answers. Library, proxy, MCP server.

PythonPyPIApache License 2.0agentai
headroom-docs.vercel.app/docs
61k4.6k
fastapi/full-stack-fastapi-template

Full stack, modern web application template. Using FastAPI, React, SQLModel, PostgreSQL, Docker, GitHub Actions, automatic HTTPS and more.

TypeScriptnpmMIT Licensepythonjson
44.4k8.8k
mouredev/Hello-Python

Curso para aprender el lenguaje de programación Python desde cero y para principiantes. 100 clases, 44 horas en vídeo, código, proyectos y grupo de chat. Fundamentos, frontend, backend, testing, IA...

PythonPyPIApache License 2.0fastapimongodb
mouredev.link/python
36.5k2.3k
jina-ai/serve

☁️ Build multimodal AI applications with cloud-native stack

PythonPyPIApache License 2.0neural-searchcloud-native
jina.ai/serve
21.9k2.2k
Zeyi-Lin/HivisionIDPhotos

⚡️HivisionIDPhotos: a lightweight and efficient AI ID photos tools. 一个轻量级的AI证件照制作算法。

PythonPyPIApache License 2.0demogradio
modelscope.cn/studios/SwanLab/HivisionIDPhotos
21.3k2.4k
Evil0ctal/Douyin_TikTok_Download_API

🚀「Douyin_TikTok_Download_API」是一个开箱即用的高性能异步抖音、快手、TikTok、Bilibili数据爬取工具,支持API调用,在线批量解析及下载。

PythonPyPIApache License 2.0pythonpywebio
douyin.wtf
18.9k2.7k
fastapi/sqlmodel

SQL databases in Python, designed for simplicity, compatibility, and robustness.

PythonPyPIMIT Licensepythonsql
sqlmodel.tiangolo.com
18.2k873
zhanymkanov/fastapi-best-practices

FastAPI Best Practices and Conventions we used at our startup

fastapibest-practices
17.7k1.3k
MODSetter/SurfSense

Open-source NotebookLM alternative. Research the open web with live data, through one platform, API or MCP server. Join our Discord: https://discord.gg/ejRNvftDp9

PythonPyPIOtheraifastapi
surfsense.com
15.3k1.5k
DataTalksClub/machine-learning-zoomcamp

Learn ML engineering for free in 4 months! Register here 👇🏼

Jupyter Notebookcoursedeployment
airtable.com/shryxwLd0COOEaqXo
13.7k3.1k
JoeanAmier/XHS-Downloader

小红书(XiaoHongShu、RedNote)链接提取/作品采集工具:提取账号发布、收藏、点赞、专辑作品链接;提取搜索结果作品、用户链接;采集小红书作品信息;提取小红书作品下载地址;下载小红书作品文件

PythonPyPIGNU General Public License v3.0pythonjson
discord.com/invite/ZYtmgKud9Y
12k1.8k