I built an open source LLM agent evaluation tool that works with any framework

Every team building AI agents hits the same wall. You ship a LangChain agent. It works great in demos. Then it goes to production and quietly starts hallucinating, calling the wrong tools, or givin...

By · · 1 min read
I built an open source LLM agent evaluation tool that works with any framework

Source: DEV Community

Every team building AI agents hits the same wall. You ship a LangChain agent. It works great in demos. Then it goes to production and quietly starts hallucinating, calling the wrong tools, or giving answers that have nothing to do with what it retrieved. You don't find out until a user complains. The root cause is simple: there's no standard way to evaluate agent quality before and after every deploy. Every framework has its own story: LangChain has LangSmith — but it's a paid SaaS and only works with LangChain CrewAI has no eval tooling AutoGen has no eval tooling OpenAI Agents SDK has basic tracing but no scoring If you switch frameworks, you rebuild your eval setup from scratch. If you use multiple frameworks, you have no unified view. This is the problem I set out to solve. Introducing EvalForge EvalForge is a framework-agnostic LLM agent evaluation harness. You give it a trace JSON from any agent framework, it scores it on quality metrics, and returns a pass/fail result your CI pi

Related Posts

Trending on ShareHub

  1. Understanding Modern JavaScript Frameworks in 2026
    by Alex Chen · Feb 12, 2026 · 0 likes
  2. The System Design Primer
    by Sarah Kim · Feb 12, 2026 · 0 likes
  3. Just shipped my first open-source project!
    by Alex Chen · Feb 12, 2026 · 0 likes
  4. OpenAI Blog
    by Sarah Kim · Feb 12, 2026 · 0 likes
  5. Building Accessible Web Applications: A Practical Guide
    by Alex Chen · Feb 12, 2026 · 0 likes
  6. Rapper Lil Poppa dead at 25, days after releasing new music
    Rapper Lil Poppa dead at 25, days after releasing new music
    by Anonymous User · Feb 19, 2026 · 0 likes
  7. write-for-us
    by Volt Raven · Mar 7, 2026 · 0 likes
  8. Before the Coffee Gets Cold: Heartfelt Story of Time Travel and Second Chances
    Before the Coffee Gets Cold: Heartfelt Story of Time Travel and Second Chances
    by Anonymous User · Feb 12, 2026 · 0 likes
    #coffee gets cold #the #time travel
  9. Best DoorDash Promo Code Reddit Finds for Top Discounts
    Best DoorDash Promo Code Reddit Finds for Top Discounts
    by Anonymous User · Feb 12, 2026 · 0 likes
    #doordash #promo #reddit
  10. Premium SEO Services That Boost Rankings & Revenue | VirtualSEO.Expert
    by Anonymous User · Feb 12, 2026 · 0 likes
  11. NBC under fire for commentary about Team USA women's hockey team
    NBC under fire for commentary about Team USA women's hockey team
    by Anonymous User · Feb 18, 2026 · 0 likes
  12. Where to Watch The Nanny: Streaming and Online Viewing Options
    Where to Watch The Nanny: Streaming and Online Viewing Options
    by Anonymous User · Feb 12, 2026 · 0 likes
    #streaming #the nanny #where
  13. How Much Is Kindle Unlimited? Subscription Cost and Plan Details
    How Much Is Kindle Unlimited? Subscription Cost and Plan Details
    by Anonymous User · Feb 12, 2026 · 0 likes
    #kindle unlimited #subscription #unlimited
  14. Russian skater facing backlash for comment about Amber Glenn
    Russian skater facing backlash for comment about Amber Glenn
    by Anonymous User · Feb 18, 2026 · 0 likes
  15. Google News
    Google News
    by Anonymous User · Feb 18, 2026 · 0 likes

Latest on ShareHub

Browse Topics

#ai (3757)#news (2284)#webdev (1616)#programming (1158)#business (1128)#opensource (946)#productivity (834)#security (831)#/business (827)#sa transcripts (720)

Around the Network