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/schedulegit 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 | $0.00019 | $0.00474 |
| Opus 5 | $0.00010 | $0.00237 |
| Sonnet 5 | $0.00004 | $0.00095 |
| Haiku 4.5 | $0.00002 | $0.00047 |
Grade A, and why
ABCoder: Schedule 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
使用mcp__abcoder分析相关仓库（下钻到mcp__abcoder__get_ast_node查看细节），帮助用户设计实现方案。
Guardrails
- 最大化复用项目已有功能，避免重复造轮子。
- 优先采用直接、最小改动的实现方式，只有在用户明确要求时才增加复杂度。
- 严格限制修改影响面在所请求的结果范围内。
- 找出任何模糊或含糊不清的细节，并在修改文件前提出必要的后续问题。
- 在 Schedule 阶段禁止编写代码，禁止使用 agent。
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。 - 根据任务描述，定位相关的 package。
- 使用
mcp__abcoder__get_package_structure获取 package 内的文件和节点列表。 - 使用
mcp__abcoder__get_ast_node深入分析相关代码节点，理解现有实现模式。 - 分析依赖关系、调用链、类型信息等。
- 设计实现方案，确保最大化复用已有功能、最小化改动。
- 找出任何模糊或缺失的技术细节，并向用户提出后续问题。
- 输出清晰的技术方案，包括修改范围、涉及的文件、关键实现步骤。
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（下钻分析）
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 · 35 lines · 0 tokens per session scan A 8f08ad3cd303
ABCoder: Schedule is a command published in the GitHub repository cloudwego/abcoder (390 stars, last pushed 2mo ago), licensed Apache-2.0. It adds 19 tokens to every session and 474 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.