AgentIndex icon
AgentIndex
ToolsMCP ServersHOTCategoriesTrendingNewBest ListsCompareGuides
Submit Tool
ToolsMCP ServersHOTCategoriesTrendingNewBest ListsCompareGuides
Home/
Dev Tooling/
zeroshot
zeroshot logo

zeroshot

Active·★ 2.0k·MIT·Updated 2026-10-27

zeroshot is an MIT-licensed meta-harness for coding agents. Its argument is that a skill can ask for a review but the agent decides whether to listen, so zeroshot puts coding, independent review and repair into a workflow graph whose review gates and retry limits are enforced by the engine. You choose the agents and models, define what must pass, and decide where rejected work goes; each agent can run on its own model and harness, including Pi, Claude Code, Codex and Copilot.

The project reports that on 20 ProgramBench tasks a small model in a zeroshot loop matched a larger model's score at a median 58% of its cost; that is the project's own result. Install with npm install -g @the-open-engine-company/zeroshot, which fetches a verified native binary for Linux, macOS or Windows (Node.js 18+) and adds agent skills for Codex, Copilot, Pi and Claude Code. Local runs reuse your existing harness login, including subscriptions. Runs can be local, self-hosted with Docker, or on the hosted Zeroshot Platform.

This write-up is based on the project's README and public repository data. We have not hand-tested the tool.

#coding-agents#review-loop#workflow-graph#claude-code#codex#copilot#cli
↗ Visit site★ GitHub
01

Features

01Workflow graphs with enforced review gates and retry limits
02Mix Pi, Claude Code, Codex and Copilot harnesses per agent
03Reuses existing harness logins including subscriptions
04Native binaries for Linux, macOS and Windows via npm
05Local, Docker self-hosted or hosted platform runs
02

Why choose it

+Review gates and retry limits are enforced by the engine, so an agent cannot skip review
+Each step can use a different model and harness: Claude Code, Codex, Copilot or Pi
+Local runs reuse your existing Claude Code or Codex subscription login
03

Trade-offs

!The cost and benchmark claims are the project's own results.
!Writing workflow graphs adds setup compared with a single agent session.
!The worker edits the selected folder directly, so run it on a clean branch.
04

Maintenance check

ActiveChecked: 2026-10-27
Last commit
2026-10-27
Commits, last 90 days
100+
Releases, last 90 days
30
Latest release
v10.19.1 (2026-10-26)
Open issues
12
Recent issues with at least one comment
2/7

Status rule: archived on GitHub = Archived; last commit within 90 days = Active; 91 to 365 days = Slowing; older = Stale. All figures come from the GitHub API on the date shown.

Most discussed open issues

  • #1203 [BUG] Copilot grammar-compilation rate limits fail the run instead of backing off1 comments · 2026-10-07
  • #1301 [BUG] Local delivery ignores global Git core.autocrlf configuration0 comments · 2026-10-24
  • #1299 [BUG] Copilot and capsule test fixtures hardcode /usr/bin/python3 and cannot exec where Python lives elsewhere0 comments · 2026-10-24
  • #1210 [FEATURE] Gitea git forge setup0 comments · 2026-10-07
  • #1206 [BUG] A reviewer node can wipe the worktree with destructive Git commands0 comments · 2026-10-07

Issue titles are quoted from GitHub. Open the link to check whether a problem still applies to the version you use.

05

Use cases

↳Enforcing code review before agent work is accepted
↳Pairing a cheaper coding model with a stronger reviewer
↳Automating fix-review-repair loops on small issues
06

Alternatives

⚡Top VS:
VSai-devkit★1.7k→VSagentpack★18→VSkungfu★4.5k→VSoh-my-hermes★4.4k→
ai-devkit logo
ai-devkit★ 1.7k
The control plane for AI coding agents.
VSCompare→
agentpack logo
agentpack★ 18
Local task-state ledger for AI coding agents. Preserve decisions, source conclusions, evidence, and checkpoints across Codex, Claude Code, Cursor, and other MCP clients.
VSCompare→
kungfu logo
kungfu★ 4.5k
Your agents don’t hand off the work. Kungfu keeps the same Work moving across Codex, Claude, OpenCode, and your own execution surface.
VSCompare→
oh-my-hermes logo
oh-my-hermes★ 4.4k
The packages for Hermes Agent ⚚ skills, coding harness, long-term memory, model optimized subagent & bot team workflows
VSCompare→
Lody logo
Lody★ 1.6k
Share coding agents with your team on phone and desktop
VSCompare→
agent-bridge logo
agent-bridge★ 415
A local bridge for bidirectional collaboration between Claude Code and Codex. 连接 Claude Code 与 Codex 的本地实时协作桥接工具。
VSCompare→
claw-orchestrator logo
claw-orchestrator★ 601
Run Claude Code, Codex, Antigravity, Grok Build and OpenCode behind one runtime, and a run only counts as done when checks it didn't write pass. Cross-engine fan-out, councils, session handoff, spend caps, MCP server, ACP agent.
VSCompare→
awesome-gamedev-agent-skills logo
awesome-gamedev-agent-skills★ 5.1k
74 game-dev skills for AI coding agents — Godot, Unity, Unreal, Phaser, PixiJS, three.js, Bevy, pygame, LÖVE, Roblox. Portable SKILL.md Agent Skills (the format Anthropic launched as Claude Skills), with a router that loads the right skill for your engine and task. Runs in Claude Code, Cursor, Kiro, Codex, Copilot, Gemini CLI and more.
VSCompare→
See all alternatives →

Comments

Log in to leave a comment

No comments yet. Be the first!

On this page
01Features02Why choose it03Trade-offs04Maintenance check05Use cases06Alternatives
the-open-engine /
zeroshot
↗

Runs coding agents through a workflow graph where review gates and retries are enforced by code, not prompts

2.0kMIT
Last commit1d ago
StatusActive
CategoryDev Tooling
Links
Documentation↗Discussion↗Issues↗Releases↗
Cloud Infrastructure
Ad

Deploy on DigitalOcean

Host your MCP servers, Docker containers, and AI agents with $200 free credit over 60 days.

Claim $200 Free Credit
© 2026 AgentIndex.app|Built by a 10-year iOS Developer.
Best by use caseAboutContactAdvertisePrivacy PolicyTerms of UseQYSGitHubBuy me a coffee ☕

Browse by Category

MCP ServersCode AssistantWorkflow AutomationRAG / Knowledge BaseMulti-AgentBrowser AutomationLLM InfraDev ToolingObservability

Not affiliated with Anthropic, OpenAI or Microsoft.