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AgentXAgent — Agent Team Arena

A platform for running competitive matches between AI agent teams. Configure teams, pit them against the same challenge, score outputs, build leaderboards.

In development Verified Aug 28, 2026

Coming soon
AgentXAgent title card — project name, tagline, and in-development status on a plain dark background

Status: in development — a credential-free read-only arena is built and deploy-ready, but not yet deployed. A non-author can already browse leaderboards, matches, and shareable match permalinks over deterministic seeded data with zero API keys (139 cargo tests green); the cloud deploy (Fly.io + Cloudflare Pages) hasn’t been run yet, so there’s no live URL to hit. The source repo is private.

A platform for running competitive matches between AI agent teams. Teams are configured as graphs of cooperating agents; the same challenge is sent to every competing team; outputs are scored; leaderboards accumulate over time.

What’s Implemented Today

  • Credential-free read-only arena, built and CI-gated. Backend + arena UI run end-to-end (139 cargo tests green); a public read-only mode lets a non-author browse the leaderboard, matches, and shareable match permalinks over deterministic seeded data with zero API keys. The cloud deploy is the next milestone.
  • Persistent match state. Match history, team configurations, and per-task outputs survive restarts; matches can be replayed and re-run.
  • Live match streaming. Match progress streams to viewers in real time — a match isn’t a black box that returns a final score, it’s a process you can watch.
  • Pluggable scoring. Built-in scoring works without external services; opt into LLM-as-judge via any OpenAI-compatible endpoint when richer evaluation is wanted.
  • Bradley-Terry ratings — backend only. Merged to main 2026-07-04: a getRatings RPC fits a regularized Bradley-Terry model over every head-to-head match outcome and returns Elo-scale ratings (anchor 1000) with deterministic bootstrap 95% confidence intervals, and the LLM judge scores each match twice with the team order swapped to cancel position bias. The ratings are not yet surfaced in the arena UI, and have not been verified end-to-end against a live judge.

What’s Not Yet Public

The read-only arena is built and deploy-configured (Fly.io + Cloudflare Pages), but the cloud deploy hasn’t been run — it’s gated on owner accounts/secrets, so there’s no public URL yet. Source and architectural detail are not currently published; demo and technical deep-dive available on request for serious inquirers (via the contact page). The preview image on this page is an illustrative mockup, not a screenshot of the built arena — there is no published screenshot yet.

What’s Needed For This Entry To Tighten

  • A public deployment URL for the arena UI and live-match viewer, and/or
  • A public source repository so the implementation can be inspected directly.
  • In progress

    Public deployment URL for the arena UI + live-match viewer, with match history surface reachable to non-author visitors

    Body — 'What's Needed For This Entry To Tighten' ↗

  • Shipped

    Bradley-Terry team ratings on the Elo scale (anchor 1000) with deterministic bootstrap 95% confidence intervals, exposed as a getRatings RPC, plus order-swapped LLM judging to cancel position bias — backend only, not yet surfaced in the arena UI

    agentx-orchestrator/src/scoring/rating.rs, gateway/router.rs (getRatings), persistence/db.rs — PR #13, merged 2026-07-04

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