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Respan

Respan routes requests to many AI models through one API, with monitoring, tracing and automated evals for agent runs.

What Respan does

It provides one endpoint for reaching many AI models and switching between them. It records every LLM call and agent step as spans in a trace, with input, output, latency and cost. It scores model outputs with evaluators on test sets and live production traffic.

Built for

  • Engineering and product teams building AI agents

Key features

  • Single API endpoint for over 1,000 models
  • Automatic fallbacks when a model errors
  • Response caching for repeat requests
  • Budgets and rate limits per key, customer or org
  • LLM judge, code check or human review evaluators
  • Test cases sampled from production logs
  • Alerts sent to Slack, email or webhook
  • Tracing of LLM calls, tool runs and retrievals as spans

Pros

Pros

  • Automatic fallbacks keep requests running when one model fails.
  • Compliance certifications listed include ISO 27001, SOC 2, GDPR and HIPAA.

Where Respan is listed

Respan is listed under devops and infrastructure in AI coding tools.

See MCP servers for coding and Claude skills for coding.

Respan alternatives

Compare all 5

Antirion

Devops and infrastructure

Antirion routes, budgets, guards and records LLM calls from your apps to model providers through one open-source gateway.

NewPricing: see official site

Hatoba

Devops and infrastructure

Hatoba is a desktop SSH client whose AI assistant can see the terminal and run commands, asking for approval unless Auto mode is on for safe commands.

NewPricing: see official site

Muxin

Devops and infrastructure

Muxin puts all your computers in one desktop window, so you can run AI coding agents on them and check their logs.

Pricing: see official site

proc

Devops and infrastructure

proc is a command-line tool that finds, inspects, stops or pauses running processes by port, PID, name or path.

NewPricing: see official site

OpenHands

Plans and applies code changes

OpenHands is an open source platform that runs autonomous agents to plan, write and apply code changes, and also covers DevOps and infrastructure.

Free plan · Paid plans: see official pricing