Harness Engineering
10xChengTu/harness-engineering
Set up and improve harness engineering (AGENTS.md, docs/, lint rules, eval systems, project-level prompt engineering) for AI-agent-friendly codebases.
覆盖 Blade 的 Agent 决策执行、子代理、Agent Teams、Goal、任务列表与定时任务编排. An agent skill from echoVic/blade-code.
$ npx skills add echoVic/blade-code --skill knowledge-agent-execution-and-orchestration -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install echoVic/blade-code knowledge-agent-execution-and-orchestration --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/echoVic/blade-code.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.trae/knowledges/agent-execution-and-orchestration .claude/skills/knowledge-agent-execution-and-orchestration && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "knowledge-agent-execution-and-orchestration" agent skill from https://github.com/echoVic/blade-code/tree/main/.trae/knowledges/agent-execution-and-orchestration into .claude/skills/knowledge-agent-execution-and-orchestration/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "knowledge-agent-execution-and-orchestration", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/echoVic/blade-code/tree/main/.trae/knowledges/agent-execution-and-orchestrationType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add echoVic/blade-code --skill knowledge-agent-execution-and-orchestration -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install echoVic/blade-code knowledge-agent-execution-and-orchestration --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/echoVic/blade-code.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.trae/knowledges/agent-execution-and-orchestration .agents/skills/knowledge-agent-execution-and-orchestration && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "knowledge-agent-execution-and-orchestration" agent skill from https://github.com/echoVic/blade-code/tree/main/.trae/knowledges/agent-execution-and-orchestration into .agents/skills/knowledge-agent-execution-and-orchestration/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "knowledge-agent-execution-and-orchestration", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add echoVic/blade-code --skill knowledge-agent-execution-and-orchestration -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install echoVic/blade-code knowledge-agent-execution-and-orchestration --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/echoVic/blade-code.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.trae/knowledges/agent-execution-and-orchestration .cursor/skills/knowledge-agent-execution-and-orchestration && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "knowledge-agent-execution-and-orchestration" agent skill from https://github.com/echoVic/blade-code/tree/main/.trae/knowledges/agent-execution-and-orchestration into .cursor/skills/knowledge-agent-execution-and-orchestration/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "knowledge-agent-execution-and-orchestration", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/echoVic/blade-code.git --path .trae/knowledges/agent-execution-and-orchestration--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add echoVic/blade-code --skill knowledge-agent-execution-and-orchestration -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install echoVic/blade-code knowledge-agent-execution-and-orchestration --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/echoVic/blade-code.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.trae/knowledges/agent-execution-and-orchestration .gemini/skills/knowledge-agent-execution-and-orchestration && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "knowledge-agent-execution-and-orchestration" agent skill from https://github.com/echoVic/blade-code/tree/main/.trae/knowledges/agent-execution-and-orchestration into .gemini/skills/knowledge-agent-execution-and-orchestration/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "knowledge-agent-execution-and-orchestration", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install echoVic/blade-code knowledge-agent-execution-and-orchestrationInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add echoVic/blade-code --skill knowledge-agent-execution-and-orchestration -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/echoVic/blade-code.git skills-src && mkdir -p .github/skills && cp -r skills-src/.trae/knowledges/agent-execution-and-orchestration .github/skills/knowledge-agent-execution-and-orchestration && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "knowledge-agent-execution-and-orchestration" agent skill from https://github.com/echoVic/blade-code/tree/main/.trae/knowledges/agent-execution-and-orchestration into .github/skills/knowledge-agent-execution-and-orchestration/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "knowledge-agent-execution-and-orchestration", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add echoVic/blade-code --skill knowledge-agent-execution-and-orchestration -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install echoVic/blade-code knowledge-agent-execution-and-orchestration --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/echoVic/blade-code.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.trae/knowledges/agent-execution-and-orchestration .opencode/skills/knowledge-agent-execution-and-orchestration && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "knowledge-agent-execution-and-orchestration" agent skill from https://github.com/echoVic/blade-code/tree/main/.trae/knowledges/agent-execution-and-orchestration into .opencode/skills/knowledge-agent-execution-and-orchestration/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "knowledge-agent-execution-and-orchestration", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
knowledge-agent-execution-and-orchestration覆盖 Blade 的 Agent 决策执行、子代理、Agent Teams、Goal、任务列表与定时任务编排. An agent skill from echoVic/blade-code.
Knowledge Agent Execution And Orchestration is an agent skill from echoVic/blade-code. 覆盖 Blade 的 Agent 决策执行、子代理、Agent Teams、Goal、任务列表与定时任务编排。 进入时机:修改 Agent loop、完成门禁、Task 委派、团队协作、Goal 状态机或任务调度。 不包含:会话事件与恢复细节(见 ../session-state-and-context/)、工具执行内部管线(见 ../tool-and-automation-platform/)。关键词:Agent, executeLoopGenerator, Task, Subagent, Agent Teams, GoalStore, TaskScheduler, SessionTaskService。
Its SKILL.md is about 1.2k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Agent Workflows, covering Subagents, Autonomous loops and Session handoff. The repository describes itself as: AI-powered CLI coding agent with 20+ built-in tools, MCP support, and multi-model providers. The licence is MIT.
Read from SKILL.md and the folder at commit 30f8684. It shows what the files ask for, not the result of running them.
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
No scripts in the folder and no shell commands in SKILL.md.
From the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Knowledge Agent Execution And Orchestration loads about 1.2k tokens when it runs. Until then it costs about 88 tokens; SKILL.md has 224 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
The full file from echoVic/blade-code at commit 30f8684, republished under its MIT licence (© echoVic). 224 words, ~1,224 tokens.
.claude/skills/knowledge-agent-execution-and-orchestration/SKILL.md (or your agent's skills folder).该域负责把一次用户意图推进为可持久恢复、可委派、可验证的 Agent 工作;会话状态和具体工具副作用由相邻领域提供,本域只编排它们。
packages/cli/src/agent/ — 无状态 Agent 外壳、决策循环、子代理和团队运行时loop/ — Provider 回合、工具调度、完成门禁和持久化边界subagents/ — 子代理配置、执行、恢复、结果采纳和 worktree 生命周期teams/ — 团队成员、任务图、邮箱和状态投影runtime/ — 本域使用的任务与定时调度器packages/cli/src/goals/ — 持久 Goal 状态机、延续提示和完成验证记录packages/cli/src/prompts/ — 系统提示组装与运行模式指令packages/cli/src/services/CodeReviewService.ts — 只读审查会话编排packages/cli/src/services/SessionTaskService.ts — 独立任务 Session 与隔离 worktree 创建Agent.chatStream() in packages/cli/src/agent/Agent.ts — 各运行表面的统一 Agent 事件流入口executeLoopGenerator() in packages/cli/src/agent/loop/executeLoopGenerator.ts — Provider、工具和完成门禁的核心循环createTaskTool() in packages/cli/src/tools/builtin/task/task.ts — 子代理前台、后台与恢复入口TeamRuntime.create() in packages/cli/src/agent/teams/TeamRuntime.ts — 团队和成员启动入口GoalStore in packages/cli/src/goals/GoalStore.ts — Goal 持久状态机SessionTaskService.createSessionTask() in packages/cli/src/services/SessionTaskService.ts — 顶层任务 Session 创建入口Task 工具启动子代理,TaskListManager 保存 Agent 内检查清单,SessionTaskService 创建可在看板和调度器中运行的顶层 Session;三者不能共用 ID 或生命周期假设 (packages/cli/src/tools/builtin/task/task.ts, packages/cli/src/tools/builtin/task/TaskListManager.ts, packages/cli/src/services/SessionTaskService.ts)ToolKind.ReadOnly 只表示工具权限分类,不表示无副作用;它们会写 sidecar、启动子代理或改变 durable 状态 (packages/cli/src/tools/builtin/goal/goalTools.ts, packages/cli/src/tools/builtin/task/taskListTools.ts, packages/cli/src/tools/builtin/team/teamTools.ts)Agent.executeTask() 只是一次直接模型调用,不经过工具循环、完成门禁或 durable turn 协议;需要完整编排行为的调用方必须走 chatStream()/chat() (packages/cli/src/agent/Agent.ts, packages/cli/src/agent/ExecutionEngine.ts)packages/cli/src/agent/subagents/AgentSessionStore.ts, packages/cli/src/agent/teams/TeamStore.ts, packages/cli/src/services/ScheduleStore.ts)Agent 保存模型与工具依赖,不保存 session ID 或消息历史;每次调用从 ChatContext 取状态,存在 Session 时再由 SessionRuntime 提供资源快照、持久化和活动轮次所有权 (packages/cli/src/agent/Agent.ts)UpdateGoal complete 只生成候选,loop 强制启动保留的 goal-verification 子代理,PASS 后才由宿主最终提交 (packages/cli/src/agent/loop/goalCompletionVerification.ts, packages/cli/src/goals/GoalStore.ts, git:0eff1b2a)BackgroundAgentManager 执行,依赖图复用 TaskListManager (packages/cli/src/agent/teams/TeamRuntime.ts, packages/cli/src/agent/teams/TeamTaskGraph.ts)TaskScheduler 调用与 Web/CLI 任务相同的 dispatchTask 路径,因此继承顶层任务的准入、隔离、恢复和事件投影 (packages/cli/src/agent/runtime/TaskScheduler.ts, packages/cli/src/services/SessionTaskService.ts, git:675b11bc)packages/cli/src/agent/loop/types.ts, packages/cli/src/agent/loop/toolDomainPolicy.ts, packages/cli/src/agent/teams/TeamEvents.ts)packages/cli/src/agent/loop/conversationPersistence.ts, packages/cli/src/agent/subagents/AgentSessionStore.ts, packages/cli/src/goals/GoalStore.ts)packages/cli/src/services/SessionTaskService.ts, packages/cli/src/agent/subagents/SubagentWorktreeLifecycle.ts, packages/cli/src/agent/loop/toolDomainPolicy.ts)packages/cli/src/agent/loop/durableToolIdentity.ts, packages/cli/src/agent/subagents/AgentSessionStore.ts)packages/cli/src/agent/loop/types.ts, packages/cli/src/agent/teams/TeamRuntime.ts, packages/cli/src/services/ScheduleStore.ts)./decision-loop-and-completion/SKILL.md — 进入时机:修改流式决策循环、工具回合、持久提交顺序、完成门禁、系统提示或结构化输出./subagent-runtime/SKILL.md — 进入时机:修改子代理发现、前后台执行、resume lineage、结果采纳、只读验证代理或隔离 worktree./agent-teams/SKILL.md — 进入时机:修改团队创建、成员状态、共享任务图、邮箱通信、认领/完成流程或多端投影./goals-tasks-and-scheduling/SKILL.md — 进入时机:修改 Goal 状态机、Agent 任务列表、顶层任务 Session、定时触发或任务交付© echoVic, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Just SKILL.md in .trae/knowledges/agent-execution-and-orchestration of echoVic/blade-code.
Open the folder on GitHubat commit 30f8684
Knowledge Agent Execution And Orchestration next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Knowledge Agent Execution And Orchestration this skillechoVic/blade-code | 181 | — | ~1.2k | Automated safety check: Pass | MIT | |
| Harness Engineering10xChengTu/harness-engineering | 102 | 1 repos | ~1k | Automated safety check: Pass | None | |
| Migrating Claude Agent SDK To Pydantic AIpydantic/pydantic-ai | 20k | — | ~1.6k | Automated safety check: Pass | MIT | |
| Orchestratorbacknotprop/orchestrator | 118 | — | ~1.7k | Automated safety check: Pass | Custom licence | |
| Cursor Orchestratecursor/plugins | 10k | — | ~1.1k | Automated safety check: Pass | None | |
| Agent-Foreman Feature Runmylukin/agent-foreman | 250 | — | ~1.6k | Automated safety check: Notes | None |
10xChengTu/harness-engineering
Set up and improve harness engineering (AGENTS.md, docs/, lint rules, eval systems, project-level prompt engineering) for AI-agent-friendly codebases.
pydantic/pydantic-ai
Migrate Python applications from the Claude Agent SDK to Pydantic AI and, only when needed, Pydantic AI Harness.
backnotprop/orchestrator
Use Orchestrator as a CLI-backed skill to delegate and coordinate work across Claude Code, Codex, Copilot, Grok, Pi, shell, and custom runtimes.
cursor/plugins
Splits a large goal into a tree of parallel Cursor cloud agents, with planners, workers and verifiers coordinated by a script and reporting through structured handoffs.
mylukin/agent-foreman
Runs the agent-foreman task loop for one task by ID or unattended across every pending task, following next, implement, check, done for each one.
Yeachan-Heo/gajae-code
Breaks a brief into ordered goals, keeps a durable ledger under .omc/ultragoal and prints handoff text so a Claude /goal run survives session restarts.
echoVic/blade-code
Base64 编解码工具,支持编码/解码文本、JSON、二进制文件,自动检测格式,支持批量处理. An agent skill from echoVic/blade-code.
echoVic/blade-code
Review frontend code for best practices, bugs, and improvements.
echoVic/blade-code
Explore and summarize popular GitHub projects. An agent skill from echoVic/blade-code.
echoVic/blade-code
覆盖 Session 级 LSP 配置快照、stdio 进程、文档同步、语义查询、诊断回注、崩溃恢复 和子 Session 继承。进入条件:新增语言服务器、修改 LSP 工具、排查诊断缺失/重复、 处理 worktree 或 ACP 差异、修复进程泄漏或 transport 代际问题。不包含:VS Code 扩展桥接(见…
echoVic/blade-code
覆盖 SkillRegistry、SKILL.md 延迟加载、自定义命令 Markdown 解析、来源覆盖、插件 命名空间、Session 快照和模型/用户调用入口。进入条件:新增 Skill 或命令字段、调整 发现优先级、调试 /command 或 Skill 工具、修改 Prompt 元数据或消费者集成。不包含: 插件安装生命周期(见…
echoVic/blade-code
Covers 领域能力如何包装成内置工具、getBuiltinTools 的 Session 依赖注入、ToolSearch 延迟激活,以及 Goal/Task/Team/Plan/Skill/LSP/MCP/Web/Config/Worktree 适配边界。
Categories
覆盖 Blade 的 Agent 决策执行、子代理、Agent Teams、Goal、任务列表与定时任务编排. An agent skill from echoVic/blade-code. Knowledge Agent Execution And Orchestration is an agent skill from echoVic/blade-code.
Knowledge Agent Execution And Orchestration fits situations like: tasks that involve Subagents; tasks that involve Autonomous loops; tasks that involve Session handoff.
Run `npx skills add echoVic/blade-code --skill knowledge-agent-execution-and-orchestration -a claude-code`. Or copy the skill folder (.trae/knowledges/agent-execution-and-orchestration in echoVic/blade-code) into .claude/skills/knowledge-agent-execution-and-orchestration in your project. Claude Code loads it when a task matches its description.
Run `npx skills add echoVic/blade-code --skill knowledge-agent-execution-and-orchestration -a codex`. Or copy the skill folder (.trae/knowledges/agent-execution-and-orchestration in echoVic/blade-code) into .agents/skills/knowledge-agent-execution-and-orchestration in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add echoVic/blade-code --skill knowledge-agent-execution-and-orchestration -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/knowledge-agent-execution-and-orchestration, .gemini/skills/knowledge-agent-execution-and-orchestration, .github/skills/knowledge-agent-execution-and-orchestration and .opencode/skills/knowledge-agent-execution-and-orchestration in your project.
SKILL.md names no scripts, command-line tools or credentials: Knowledge Agent Execution And Orchestration is instructions for the agent only.
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
Knowledge Agent Execution And Orchestration is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.2k tokens (SKILL.md is roughly 4.9k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Knowledge Agent Execution And Orchestration: Harness Engineering (10xChengTu/harness-engineering, 102 stars), Migrating Claude Agent SDK To Pydantic AI (pydantic/pydantic-ai, 20k stars), Orchestrator (backnotprop/orchestrator, 118 stars) and Cursor Orchestrate (cursor/plugins, 10k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
echoVic (a GitHub user) maintains it in echoVic/blade-code, which has 181 GitHub stars. The repository holds 38 skills in this directory. The repository was last updated on September 27, 2026.
Source: echoVic/blade-code on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.