Nicheloom visits: 58,031 all-time · 7,694 in the last 7 days

The opportunity tracker for new startups.

Today: 1,953 launches · Niche of the day: specialized calculation tools · See what launched today →

aa-agentperf-local

Benchmark local LLM serving by replaying real agent trajectories

Get picks like this daily. Today's launch numbers, the top launches, AI and tech news, and a daily opportunity pick, straight to your inbox.

Want to reach these readers? Sponsor an issue.

GITHUB · launched Sep 26, 2026 · 48 upvotes (top 18%) · 0 views

Niche: llm benchmarking tools · 84 launches, 1 in the last 7 days · Explore this niche →

Category and tags
  • Horizontal
  • Observability & eval
  • Developer
  • AI-native
  • Hobby / open-source project
  • ai-agents
  • artificial-analysis
  • benchmark
  • inference
  • llm
  • local-llm

Visit website ↗ Source listing ↗

More like this: all 84 launches in llm benchmarking tools →

Could you build this?

Partial Building a CLI benchmark harness that replays complex multi-step agent trajectories against local LLM serving engines (vLLM, Ollama) requires precise state tracking and deterministic execution environments.

What it would actually take: The tool requires a Python or Go CLI that parses trajectory logs (e.g., SWE-bench or custom action logs), mocks or sandboxes environmental execution (Docker/microVMs), and measures TTFT, TPOT, and concurrency metrics across local inference runtimes like vLLM, llama.cpp, or SGLang. The hard part is managing realistic sandboxed environments to replay multi-step tool calls without side-effect leaks.

Competitors

Other products that read as similar to this one : 4356 launches clear the similarity bar, closest 8 shown.

Attention rank: #710 of 4357 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).

Launched 332 days after the earliest competitor.

  • Axe · hn · 2026-03-03 · 6 upvotes · similarity 0.74
  • Galdor · hn · 2026-06-13 · 7 upvotes · similarity 0.74
  • async_llm · github · 2026-09-28 · 14 upvotes · similarity 0.69
  • Sentry · github · 2026-10-02 · 65 upvotes · similarity 0.69
  • Lore · hn · 2026-06-09 · 6 upvotes · similarity 0.67
  • Cloclo · hn · 2026-04-06 · 5 upvotes · similarity 0.67
  • AgentNexus · hn · 2026-06-13 · 6 upvotes · similarity 0.67
  • BLINDSPOT · github · 2026-09-14 · 15 upvotes · similarity 0.67

Related data

The niche, labels, vibe code rating and competitor comparison on this page are analysis by Nicheloom. If you use them, please credit nicheloom.com. How you may use our data.