What people actually say about Open Responses Server
26 mentions across 3 sources · 43% positive · researched Sep 1, 2026
YouTube, GitHub, Lemmy
What users praise
- • Bridge any OpenAI-compatible backend to the Responses API, enabling Codex CLI locally.
- • MCP server support for both Chat Completions and Responses APIs expands tool use.
- • Stateful multi-turn conversations via in-memory history for agent workflows.
What frustrates them
- • Duplicate /v1 in URL issue with vLLM shows base URL handling bugs.
- • Community support is nearly nonexistent; only 2 relevant GitHub posts found.
- • In-memory state is lost on restart, breaking long-running sessions.
This is a summary. The full report adds every quote we found, a per-source breakdown, recurring themes, hidden costs and the learning curve — run a free scan below, or see the full Open Responses Server review.
What comes up again and again about Open Responses Server
Recurring themes across everything we collected, with where each one showed up.
A niche bridge for Responses API clients, especially Codex CLI, with little general awareness
praised · seen on GitHub, YouTube
Setup and integration issues with vLLM, like duplicate /v1 path
criticised · seen on GitHub
Overall community buzz is low; most related posts are unrelated to the tool
mixed · seen on Lemmy, YouTube
How hard is Open Responses Server to learn?
Users describe it as advanced · typically A few hours to get going
Where people get stuck
- • Understanding protocol translation and Responses API specifics
- • Dealing with base URL configuration quirks
- • Setting up MCP servers and configuring tool loops
Who Open Responses Server actually suits
Works well for
- • Developers running Codex CLI against local Ollama or vLLM instances
- • Teams needing a lightweight, MIT-licensed Responses API gateway for self-hosted backends
- • Developers already using the Responses API ecosystem who want backend flexibility
Not the right fit for
- • Teams needing a general-purpose proxy for multiple API formats without coding
- • Users who expect a plug-and-play tool with extensive community support
What people are discussing right now
Discussion volume is low and trending stable
- Responses API compatibility with local models
- MCP server support
- Setup issues with vLLM
What people really think about Open Responses Server
A real-time sweep of the open web — social media, forums, review sites, video reviews and live community discussions — distilled into one honest verdict with the actual mentions behind it.
What's inside your Open Responses Server report
Everything you need to decide — distilled from real, current user opinion.
Live mentions
The actual posts, reviews & complaints about Open Responses Server — with links and dates.
Honest verdict
A straight answer on whether it lives up to the hype — and who it’s really for.
Praise & gripes
What users genuinely love and the frustrations that keep coming up.
Real quotes
Representative voices from real users, not marketing copy.
Recurring themes
The patterns across hundreds of opinions, surfaced at a glance.
Red flags
Hidden costs and dealbreakers people only discover after signing up.
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Open Responses Server — questions buyers ask
What do people complain about most with Open Responses Server?
The complaints that recur most often are duplicate /v1 in URL issue with vLLM shows base URL handling bugs, community support is nearly nonexistent, only 2 relevant GitHub posts found and in-memory state is lost on restart, breaking long-running sessions. Drawn from 26 mentions across 3 sources.
What do users like about Open Responses Server?
Users consistently praise bridge any OpenAI-compatible backend to the Responses API, enabling Codex CLI locally, MCP server support for both Chat Completions and Responses APIs expands tool use and stateful multi-turn conversations via in-memory history for agent workflows.
Is Open Responses Server hard to learn?
Users describe it as advanced; most people are up and running in a few hours; the usual sticking points are understanding protocol translation and Responses API specifics and dealing with base URL configuration quirks.
Who should not use Open Responses Server?
Based on what users report, it is a poor fit for teams needing a general-purpose proxy for multiple API formats without coding and users who expect a plug-and-play tool with extensive community support.
What are people saying about Open Responses Server right now?
Discussion volume is low and trending stable. Current topics: responses API compatibility with local models, MCP server support and setup issues with vLLM.
How current is this report?
Each scan runs live the moment you click — it reflects what people are saying now, and every report lists the dated mentions behind it.
Can I download it?
Yes — download the full report as a polished, shareable PDF.