Agents Get Started
aws/agent-toolkit-for-aws
A skill your agent uses when a developer wants to create a new agent project or get started with AgentCore.
Contribute to the DashClaw codebase — architecture, scaffolding, tests, CI
$ npx skills add ucsandman/DashClaw --skill build-dashclaw -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install ucsandman/DashClaw build-dashclaw --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/ucsandman/DashClaw.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.claude/skills/dashclaw-agent/build-dashclaw .claude/skills/build-dashclaw && 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 "build-dashclaw" agent skill from https://github.com/ucsandman/DashClaw/tree/main/.claude/skills/dashclaw-agent/build-dashclaw into .claude/skills/build-dashclaw/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "build-dashclaw", 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/ucsandman/DashClaw/tree/main/.claude/skills/dashclaw-agent/build-dashclawType 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 ucsandman/DashClaw --skill build-dashclaw -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install ucsandman/DashClaw build-dashclaw --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ucsandman/DashClaw.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.claude/skills/dashclaw-agent/build-dashclaw .agents/skills/build-dashclaw && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "build-dashclaw" agent skill from https://github.com/ucsandman/DashClaw/tree/main/.claude/skills/dashclaw-agent/build-dashclaw into .agents/skills/build-dashclaw/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "build-dashclaw", 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 ucsandman/DashClaw --skill build-dashclaw -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install ucsandman/DashClaw build-dashclaw --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ucsandman/DashClaw.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.claude/skills/dashclaw-agent/build-dashclaw .cursor/skills/build-dashclaw && 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 "build-dashclaw" agent skill from https://github.com/ucsandman/DashClaw/tree/main/.claude/skills/dashclaw-agent/build-dashclaw into .cursor/skills/build-dashclaw/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "build-dashclaw", 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/ucsandman/DashClaw.git --path .claude/skills/dashclaw-agent/build-dashclaw--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 ucsandman/DashClaw --skill build-dashclaw -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install ucsandman/DashClaw build-dashclaw --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ucsandman/DashClaw.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.claude/skills/dashclaw-agent/build-dashclaw .gemini/skills/build-dashclaw && 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 "build-dashclaw" agent skill from https://github.com/ucsandman/DashClaw/tree/main/.claude/skills/dashclaw-agent/build-dashclaw into .gemini/skills/build-dashclaw/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "build-dashclaw", 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 ucsandman/DashClaw build-dashclawInstalls 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 ucsandman/DashClaw --skill build-dashclaw -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/ucsandman/DashClaw.git skills-src && mkdir -p .github/skills && cp -r skills-src/.claude/skills/dashclaw-agent/build-dashclaw .github/skills/build-dashclaw && 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 "build-dashclaw" agent skill from https://github.com/ucsandman/DashClaw/tree/main/.claude/skills/dashclaw-agent/build-dashclaw into .github/skills/build-dashclaw/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "build-dashclaw", 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 ucsandman/DashClaw --skill build-dashclaw -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install ucsandman/DashClaw build-dashclaw --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ucsandman/DashClaw.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.claude/skills/dashclaw-agent/build-dashclaw .opencode/skills/build-dashclaw && 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 "build-dashclaw" agent skill from https://github.com/ucsandman/DashClaw/tree/main/.claude/skills/dashclaw-agent/build-dashclaw into .opencode/skills/build-dashclaw/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "build-dashclaw", 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.
build-dashclawContribute to the DashClaw codebase — architecture, scaffolding, tests, CI
Build Dashclaw is an agent skill from ucsandman/DashClaw. Contribute to the DashClaw codebase — architecture, scaffolding, tests, CI
Its SKILL.md is about 1.3k 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 AI & LLM Engineering, covering Project scaffolding and Building AI agents. It works with Model Context Protocol and SQL. The repository describes itself as: Remote approvals, policy checks, and execution evidence for unattended AI agents. The licence is MIT.
12 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 704824d. 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.
Shell commands in SKILL.md call:
npmnpxFrom the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md. Its commands use npm and npx, which can reach the network depending on how they are called.
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.
Build Dashclaw loads about 1.3k tokens when it runs. Until then it costs about 22 tokens; SKILL.md has 511 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 ucsandman/DashClaw at commit 704824d, republished under its MIT licence (© ucsandman). 511 words, ~1,338 tokens.
.claude/skills/build-dashclaw/SKILL.md (or your agent's skills folder).Guide for contributing to the DashClaw codebase. Covers architecture, adding new capabilities, testing, and CI.
DashClaw is organized into 3 tiers:
app/api/)7 mandatory endpoints that define DashClaw's governance category:
| Route | Method | Purpose |
|---|---|---|
/api/guard | POST | Policy evaluation — "can I do this?" |
/api/actions | POST, PATCH, GET | Action lifecycle recording |
/api/approvals | POST | Human approval decisions |
/api/assumptions | POST, GET | Reasoning integrity tracking |
/api/signals | GET | Real-time anomaly detection |
/api/policies | GET, POST | Guard policy management |
/api/health | GET | System readiness |
The 7-route boundary is CI-enforced. Adding a new core route requires justification.
app/(extensions)/)Modular operational intelligence:
app/api/_archive/)Legacy features from the "Agent Platform" era. Physically isolated.
| Layer | Technology |
|---|---|
| Runtime | Node.js 20+ |
| Framework | Next.js 16 (App Router) |
| Database | Postgres (Neon recommended) |
| ORM | Drizzle ORM |
| Auth | NextAuth.js v4 |
| UI | React 18, Tailwind CSS 3 |
| Testing | Vitest + jsdom |
| Package Manager | npm |
All IDs are TEXT with crypto-random prefixed values:
import { randomBytes } from 'crypto';
const id = `act_${randomBytes(16).toString('hex')}`;ID prefixes: ar_ (actions), oc_live_/oc_test_ (API keys), sp_ (scoring profiles), pt_ (prompt templates), etc.
No direct SQL in route handlers. All data access goes through repository modules:
app/lib/repositories/*.repository.jsRoute handlers import from repositories, never inline SQL.
Request → Strip client org headers → Rate limit → Route matching
→ Public routes: pass through
→ Protected routes: x-api-key (fast path: timing-safe compare)
→ Inject org context from resolved keyWhen adding a new feature to DashClaw:
app/lib/repositories/<name>.repository.js (all SQL here)app/lib/<name>.js (business logic)app/api/<name>/route.js (imports from repository)sdk/dashclaw.js (camelCase)sdk-python/dashclaw/client.py (snake_case)docs/sdk-parity.md with new method countsThe v1 SDK has 187 methods across 31 categories. When promoting to v2:
High priority (core governance):
registerOpenLoop() + resolveOpenLoop() — Decision integrityevents() — Real-time SSE eventsheartbeat() + startHeartbeat() — Agent telemetryMedium priority (analytics):
getRecommendations() + recommendAction() — Adaptive learninggetLearningVelocity() + getLearningCurves() — Learning analyticsgetSignals() — Decision integrity signalsSee knowledge/legacy-sdk-reference.md for the full inventory with all method signatures.
# Run all tests (watch mode)
npm run test
# Run tests once (CI mode)
npm run test -- --run
# Run specific test file
npx vitest run app/lib/__tests__/guard.test.jsTests live alongside their modules or in __tests__/ directories.
Three mandatory CI checks:
# 1. Governance boundary — enforces 7-route API limit
npm run governance:boundary:check
# 2. OpenAPI contract — detects API drift
npm run openapi:check
# 3. Tests
npm run test -- --runAll three must pass before merge.
| File | What to Read |
|---|---|
PROJECT_DETAILS.md | Canonical system map (source of truth) |
CLAUDE.md | Contributing conventions |
app/lib/guard.js | Risk scoring engine |
app/lib/signals.js | Anomaly detection logic |
sdk/dashclaw.js | V2 SDK implementation |
sdk/legacy/dashclaw-v1.js | V1 SDK (187 methods) |
schema/schema.js | Database schema (Drizzle) |
middleware.js | Auth chain |
docs/sdk-parity.md | SDK method parity matrix |
PROJECT_DETAILS.md and CLAUDE.md© ucsandman, 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 .claude/skills/dashclaw-agent/build-dashclaw of ucsandman/DashClaw.
Open the folder on GitHubat commit 704824d
Build Dashclaw 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 |
|---|---|---|---|---|---|---|
| Build Dashclaw this skillucsandman/DashClaw | 310 | — | ~1.3k | Automated safety check: Pass | MIT | |
| Agents Get Startedaws/agent-toolkit-for-aws | 2.8k | — | ~4.3k | Automated safety check: Notes | Apache-2.0 | |
| Building Agentsericrisco/rsc-harness | 174 | — | ~5k | Automated safety check: Pass | MIT | |
| Declarative Agent Developermicrosoft/work-iq | 1k | — | ~3.2k | Automated safety check: Pass | Custom licence | |
| Openspec AwareChorus-AIDLC/Chorus | 1.2k | — | ~7.3k | Automated safety check: Pass | AGPL-3.0 | |
| Openspec AwareChorus-AIDLC/Chorus | 1.2k | — | ~6.9k | Automated safety check: Pass | AGPL-3.0 |
aws/agent-toolkit-for-aws
A skill your agent uses when a developer wants to create a new agent project or get started with AgentCore.
ericrisco/rsc-harness
A skill your agent uses when building or restructuring an LLM agent — provider adapter, tool calling, structured output, RAG, agent loop, eval gate, cost routing, tracing, MCP server —…
microsoft/work-iq
Create, build, deploy, and localize declarative agents for M365 Copilot and Teams.
Chorus-AIDLC/Chorus
OpenSpec-mode authoring for Chorus PM workflows in Codex. An agent skill from Chorus-AIDLC/Chorus.
Chorus-AIDLC/Chorus
OpenSpec-mode authoring for Chorus PM workflows in Claude Code.
Chorus-AIDLC/Chorus
OpenSpec-mode authoring for Chorus PM workflows on dsh — the default whenever OpenSpec is usable.
ucsandman/DashClaw
Governance behavior for AI agents governed by DashClaw. An agent skill from ucsandman/DashClaw.
ucsandman/DashClaw
The single command that gets a DashClaw change ON MAIN AND LIVE — it resolves everything blocking production, never defers, and never hands back a checklist.
ucsandman/DashClaw
Turn a bug symptom into a structured, reproducible bug report — summary, environment, exact repro steps, actual vs expected, and evidence (logs, error text, failing route/test) — and then optionally…
ucsandman/DashClaw
Governance behavior for Muse agents governed by DashClaw. An agent skill from ucsandman/DashClaw.
ucsandman/DashClaw
Set up compliance exports, drift detection, evaluations, scoring, and learning analytics
ucsandman/DashClaw
Create and test DashClaw guard policies for agent governance
Works with
Contribute to the DashClaw codebase — architecture, scaffolding, tests, CI. Build Dashclaw is an agent skill from ucsandman/DashClaw.
Build Dashclaw fits situations like: tasks that involve Project scaffolding; tasks that involve Building AI agents.
Run `npx skills add ucsandman/DashClaw --skill build-dashclaw -a claude-code`. Or copy the skill folder (.claude/skills/dashclaw-agent/build-dashclaw in ucsandman/DashClaw) into .claude/skills/build-dashclaw in your project. Claude Code loads it when a task matches its description.
Run `npx skills add ucsandman/DashClaw --skill build-dashclaw -a codex`. Or copy the skill folder (.claude/skills/dashclaw-agent/build-dashclaw in ucsandman/DashClaw) into .agents/skills/build-dashclaw 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 ucsandman/DashClaw --skill build-dashclaw -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/build-dashclaw, .gemini/skills/build-dashclaw, .github/skills/build-dashclaw and .opencode/skills/build-dashclaw in your project.
Going by SKILL.md and its folder, Build Dashclaw needs the command-line tools its instructions call (npm and npx). Our summary lists: Python 3; Node.js.
SKILL.md contains no URLs. Its commands use npm and npx, which can reach the network depending on how they are called. 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.
Build Dashclaw is published under the MIT licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.3k tokens (SKILL.md is roughly 5.4k 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 Build Dashclaw: Agents Get Started (aws/agent-toolkit-for-aws, 2.8k stars), Building Agents (ericrisco/rsc-harness, 174 stars), Declarative Agent Developer (microsoft/work-iq, 1k stars) and Openspec Aware (Chorus-AIDLC/Chorus, 1.2k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
ucsandman (a GitHub user) maintains it in ucsandman/DashClaw, which has 310 GitHub stars. The repository holds 13 skills in this directory. The repository was last updated on October 6, 2026.
Source: ucsandman/DashClaw on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.