Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx agentmods add commands/cloudwego/abcoder/recheckgit clone --depth 1 https://github.com/cloudwego/abcoderWhat it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5 | $0.00021 | $0.00432 |
| Opus 5 | $0.00010 | $0.00216 |
| Sonnet 5 | $0.00004 | $0.00086 |
| Haiku 4.5 | $0.00002 | $0.00043 |
Grade A, and why
ABCoder: Recheck scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured yesterday.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
What it actually says
从原始需求出发,使用 mcp__abcoder 进行批判性分析,以验证 CODE_TASK 的技术可行性。
Guardrails
- 批判性思考,保持诚实:确保方案可实现需求、无技术风险、最大化复用已有功能、最小化改动。
- 严格使用
mcp__abcoder验证技术细节,禁止假设。 - 下钻到
mcp__abcoder__get_ast_node粒度进行验证。
Steps Track these steps as TODOs and complete them one by one.
- 从
mcp__abcoder__get_repo_structure开始,获取目标仓库结构。 - 定位相关的 package 和 node。
- 使用
mcp__abcoder__get_ast_node深入分析相关代码节点,验证方案的可行性。 - 检查方案是否可以实现 CODE_TASK 中的所有需求。
- 识别并报告任何潜在的技术风险。
- 验证是否最大化复用了已有功能,是否最小化了改动。
- 如发现问题,提出具体的修改建议或后续问题。
- 总结分析结果,明确指出方案是否可以执行。
Reference
mcp__abcoder__list_repos- 列出所有可用仓库mcp__abcoder__get_repo_structure- 获取仓库结构(必须作为第一步)mcp__abcoder__get_package_structure- 获取 package 结构mcp__abcoder__get_file_structure- 获取文件结构mcp__abcoder__get_ast_node- 获取 AST 节点详情(下钻验证)
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- yesterday First seen · 33 lines · 0 tokens per session scan A 0cd1407d48e8
ABCoder: Recheck is a command published in the GitHub repository cloudwego/abcoder (390 stars, last pushed 2mo ago), licensed Apache-2.0. It adds 21 tokens to every session and 432 once invoked, about $0.0001 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
Other commands, from other repositories
icpg-bootstrap
Infer ReasonNodes from existing git commit history. One-time setup for existing codebases.
version
Display current guide and Claude Code versions.
go-review
Go code review for idiomatic patterns.
docs-review
Phase 4 of documenting-projects: Quality gate with 8 measurable criteria and iteration. Triggers: '/docs-review', invoked by documenting-projects orchestrator.
test
Run all PandaFilter verification steps in order. Stop and report on first failure. This is the required pre-commit gate.
dev-planner
Generate or update DEV-PLAN.md with phased development plan from Product-Spec.md.