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Show HN

Show HN: AI agents for UK GDAD PCF roles and their skills The Two Pillars: Mixer Mode and Meta-Software in the Reorganization of Software Work After AI GitHub - JaiCode08/teleport-env What 1,000+ Harness Experiments Taught Me About Self-Improving Agents Show HN: Liiists, a Markdown-first, iOS and CLI list app SwiperTab – Get this Extension for 🦊 Firefox (en-US) GitHub - kouhxp/fftext: Summarize, explain, fact-check, or translate any text, URL, or file. No GPU. No cloud. One command GitHub - sweetpad-dev/sweetpad: Develop Swift/iOS projects using VSCode GitHub - dogmaticdev/IRON: IRON a.k.a. Intermediate Representation Object Notation is a Interpreter/Database that is used to create Programming Languages. GitHub - sjhalani7/vaen: Package your AI coding harness into a portable .agent file, and share it across repos, teams, & the community without ever having to copy-paste instructions, skills, MCP config, or secrets. Show HN: Gandalf the Grader Show HN: Citadeld – replay any CI failure locally from a single file GitHub - tdortman/cuSBF: High-Performance GPU Super Bloom Filter coral-ai/claude-code-token-xray at main · Coral-Bricks-AI/coral-ai GitHub - ulyssestenn/funes: Funes is a Git-based framework for LLM-managed knowledge work: an AI Librarian ingests raw sources, builds an interlinked Markdown knowledge base, and uses it to produce cited reports, analyses, and other outputs. GitHub - ThatXliner/gah: Git Add Hunk, built for agents to use GitHub - harmont-dev/harmont-cli: Command-line client for the Harmont CI platform GitHub - brooksmcmillin/mcp-authflow: OAuth 2.0 Authorization Server framework for MCP servers GitHub - javaid-codes/audit-supply-chain-agents GitHub - amorey/gochan: A small library of common channel architectures for Go, inspired by Rust GitHub - arifozgun/OpenGem: Free, Open-Source AI API Gateway with Gemini, OpenAI & Anthropic Compatibility in 1 file GitHub - Pranesh950/BioPetals: 🌸 Run BIOxAI models at home, BitTorrent-style. Fine-tuning and inference up to 10x faster than offloading GitHub - cnguyen14/bounty-doctor: Diagnose a GitHub bounty issue before you waste hours: detects honeypot scam repos, AI-bot attempt swarms, and stale contests. Show HN: CoreMCP – MCP Server for On-Prem DBs Show HN: KittyHTML – Render HTML/CSS as an inline image in your terminal GitHub - bingud/filemat: Web-based file manager Show HN: TruthLens – Free multi-signal deepfake image detector GitHub - apexlocal-jz/claude-usage-tray: Windows system-tray app showing your Claude Code rate-limit usage at a glance. Zero deps, ~300 lines of PowerShell. Cross-IDE (works regardless of VS Code, Cursor, plain terminal). Release v0.1.2.1 · kouhxp/yapsnap GitHub - noopolis/moltnet: Self-hostable chat network for AI agents. Pre-built bridges for Claude Code, Codex, and the Claws. Rooms, DMs, history. No Slack bots, no Matrix, no glue code.
Cerver — Infrastructure for AI sessions.
eyalgoren · 2026-06-23 · via Show HN

Agnostic to harness, model, and compute. Session-focused. Each session is one object you control: its full transcript and cost, plus the harness, model, and compute it ran on. Checkout the usecases.

$ curl -fsSL https://cerver.ai/install.sh | bash

no card · $5 free tier · local runs on the subscriptions you already pay

01 — The mix

Stop running everything on the most expensive model.

Most fleets run 100% frontier by reflex. Your work isn't 100% frontier-shaped: about a quarter earns the best model, the rest doesn't notice the difference. A routing policy — rules you write, or one line of auto — makes the mix deliberate.

Today · all frontier

10,000 sessions$4,000 / mo

Right-sized · 25 / 35 / 40

same 10,000 sessions$1,540 / mo · −62%

02 — Swap underneath

Keep the transcript. Swap the agent and the machine under it.

Same stage, same actor. The harness and the compute are props you can change mid-run — the transcript, the tools, and the identity stay bound.

transcript · sess_42live · 14 turns

harnessclaude

computevercel

03 — Compare

Run the same task on two agents. Stay on whichever wins.

The comparison runs itself, in one session. A real diff — not vibes.

$ cerver run --compare claude codex "add idempotency to the webhook"

  claude / sonnet   passes · retries on 5xx
  codex  / gpt-5   passes · cleaner backoff   ← better

→ you're now on codex for this task.

04 — Anywhere

Start online. Add the machine when the work needs one.

Hosted model sessions work instantly. When the session needs your repo, terminal, tools, or CLI agents, attach the relay and keep the same session boundary.

Models

Claude Opus 4.8

GPT-5

Grok 4

Gemma 4

Runtimes

Claude Code

Codex CLI

OpenAI SDK

xAI

Compute

Vercel

E2B

Cloudflare

Modal

your machine

05 — At scale

Run thousands of agents in parallel. See every one.

Fan out to thousands of sessions at once. Click any agent and watch its session — the chat, the model, the compute, the cost.

Spending limits, on by default

Every account ships with a monthly cap. A runaway agent stops at your number — never at a $17k surprise.

Metered, capped, predictable

$2 per 1M tokens, billed monthly for what you actually used. No usage, $0 invoice — and your cap bounds the bill.

Your subscriptions do the work

On your own machines, sessions ride the Claude Max / ChatGPT plans you already pay for. Marginal cost: ~zero.

06 — Start

Start online first. Then connect your own computer — it runs on the subscriptions you already pay for.

$ curl -fsSL https://cerver.ai/install.sh | bash

Online sessions work instantly, no setup. This one command then connects your machine: sessions run there through your existing Claude Max or ChatGPT plan — no per-token bills — with your repos, tools, Claude Code, and Codex right where they live.

under a minute · $5 free tier