Ross ROSS = Recommend OSS · open-source software intelligence for agents

kennethreitz/responder

A familiar HTTP Service Framework for Python. observed · 2026-08-28

github.com/kennethreitz/responder · homepage · Python · Apache-2.0 (permissive) observed · 2026-08-28

Health v2 · maintenance only

91/100

  • Activity 95
  • Release rhythm 81
  • Longevity 100
How is this computed?

round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10) — computed 2026-09-03. Adoption (stars, forks) is never an input.

  • gap_med: 0
  • age_days: 2885
  • days_rel: 50
  • days_push: 32
  • n_releases_24m: 70

Full methodology

Adoption not part of the score

3620 stars · 217 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-29, confidence not recorded

Responder is a Python HTTP service framework with a Flask/Falcon-style request-response model, built on Starlette and ASGI. It bundles batteries-included features like OpenAPI generation, Pydantic validation, WebSockets, typed SSE/NDJSON streams, sessions, and rate limiting.

Use cases

  • build a REST API in Python
  • create a JSON web service with OpenAPI docs
  • serve a small web app with Flask-like routing on ASGI
  • stream typed SSE or NDJSON events to clients
  • add rate limiting and health checks to a Python microservice
  • mount Flask or Django apps under one ASGI API
  • handle WebSockets in a Python web service

When to choose

  • you want Flask's familiar req/resp style with modern async ASGI under the hood
  • you need OpenAPI schema generation and Swagger UI from type hints
  • you want a batteries-included framework with sessions, rate limiting, and content negotiation in one import
  • you need typed streaming responses (SSE/NDJSON) with generated clients

When to avoid

  • your team is standardized on FastAPI and its dependency-injection ecosystem
  • you need the largest plugin ecosystem and community - Flask or Django are far bigger
  • you want a minimal microframework without built-in conventions
  • you rely on niche third-party extensions built specifically for Flask

Facets

framework · maturity active

web-framework api-framework http-server routing middleware websocket rate-limiting serialization web-development backend apis microservices python cross-platform asgi starlette openapi flask-like falcon pydantic content-negotiation sse ndjson uvicorn web-server

7 sources

Member repositories

RepositoryRoleHealth v2
kennethreitz/respondermain91

For agents

markdown · JSON · MCP: product_card(name="kennethreitz/responder")

Data as of 2026-08-30T08:39:29.467469+00:00 · Report a problem