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openclaude-improved
OpenClaude is an open-source CLI coding agent that runs on any platform and supports a wide range of LLM providers, offering the same tools and workflows as Claude Code.
AI 仓库情报摘要
FR-AI / ANALYSIS为什么值得关注
它把 AI 编码代理的“完成”从口头承诺变成必须在磁盘上留下证据的受控流程，并提供了 A/B 竞技场协议和引擎关卡来衡量有/无该内核时的代理表现。
适合谁使用
- 使用 Google Antigravity 的开发者
- 依赖 MCP 工具链的 AI 编码工作流使用者
- 关注 AI 代理可靠性与可验证性的工程团队
- 做 LLM 编码代理评测的研究者
典型使用场景
- 在 Antigravity 中强制 plan→edit→verify→claim_done 的阶段纪律
- 运行 A/B 协议比较有/无 GODKILLER MCP 的代理修复效果
- 用 /ultradeep 对单个文件进行单步、可控的深度修改
- 用 verify bundle、fault probe 和 council 评审提高输出可信度
项目优势
- 阶段机、plan lock 和 edit-safe 限制未经验证的修改
- verify 环节要求磁盘证据（PASSING_TEST/BLAST_RADIUS/EDIT_SAFE），并能用 fault_probe 杀掉薄弱测试
- 内置 11 维 A/B 评测框架与引擎关卡，报告 331 个包测试通过
- 安全设计包含命令白名单、secret 不返回、严格模式可选
使用前须知
- 主要面向 Google Antigravity，对其他代理的适用性未在 README 中展示
- A/B 竞技场需要手动重置和分步评分，不是一条命令自动完成
- 严格模式、浏览器/抓取/OCR 等属于可选或实验性功能，需要额外安装或显式开启
README 快速开始
GODKILLER MCP
Phase kernel for Google Antigravity.
Plan. Gate. Prove on disk. Then claim done — or get blocked.
pip install godkiller-mcp
Contact: Facebook · Instagram @Kayvin.th
Mission
Antigravity skips phases. GODKILLER does not allow that.
| Failure mode | Kernel response |
|---|---|
No /plan | plan / phase gates |
| Multi-file rush | /ultradeep one-file think → plan → edit |
| Fake “done” | verify_bundle + claim_done block (server-authored evidence only) |
| Session amnesia | marathon + memory graph |
| Weak review | LLM council — Coder / Hacker / Optimizer, multi-round debate |
goal → mode → evidence/plan → gated edit → disk verify → claim_done
Arena — Antigravity A/B (the real proof)
Pre-solved twins that both pass 516 prove nothing. The honest protocol:
- Reset arms to sealed buggy
1_ORIGINAL - You open Antigravity on
3_WITHOUT_MCPwith MCP off → agent tries → we score - Reset / open
2_WITH_MCPwith MCP on → agent tries → we score - Compare 11 dimensions (fail-closed on missing evidence)
| Control | Value |
|---|---|
| Arena root | GODKILLER_ISOLATED_ARENA / GODKILLER_ARENA_ROOT |
| Baseline | 1_ORIGINAL (never edit mid-run) |
| Bare | 3_WITHOUT_MCP |
| GODKILLER | 2_WITH_MCP |
| Oracle | sealed hidden_oracle/ |
| Protocol | benchmarks/ANTIGRAVITY_AB_PROTOCOL.md |
11 dimensions
| # | Dimension |
|---|---|
| 1 | Code correctness (oracle pass %) |
| 2 | Oracle volume (≥516 collected) |
| 3 | Output integrity (full pytest body) |
| 4 | Delta from baseline (files actually changed) |
| 5 | Reconnaissance / exhaustive read artifacts |
| 6 | Phase discipline (task / plan / marathon) |
| 7 | Blast radius + edit-safe |
| 8 | Verify bundle + claim_done |
| 9 | Council (Coder / Hacker / Optimizer) |
| 10 | Security hardening signals |
| 11 | UI visual gate (critic / screenshots) |
$env:GODKILLER_ARENA_ROOT="C:\Users\ASUS\Desktop\GODKILLER_ISOLATED_ARENA"
python -m benchmarks.reset_arena
# → open Antigravity bare, then:
python -m benchmarks.score_11 --arm 3_WITHOUT_MCP
# → open Antigravity +
项目描述
Phase kernel for Google Antigravity — plan, gate, verify on disk, then claim_done.
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