Chalk Labs
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Chalk Labs sets up agents like this inside real teams: connected to your tools, tested on your data, with a human in the loop where it matters.
Install
Works with Claude Code, Claude apps, Codex, Cursor, Gemini CLI, GitHub Copilot, VS Code, OpenCode, Goose, Windsurf. Read the repository before you give any tool access to your data.
npx agentmarket install skill/gggodlin-skill-creator
Asks which of your tools to add it to (Claude Code, Codex, Cursor, VS Code, Windsurf, Gemini CLI, Claude Desktop) and shows the change first. See https://agentmart.dev/cli.
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About
Use cases: agent-building
Reviews
Write a reviewNo reviews yet. Installed it? Reviews come from verified installers only. How reviews work
Permissions
What this skill can do and what it asks for, from its SKILL.md and code. Checked Oct 25, 2026.
- Tools
- No tools found
- Secrets
- None asked for
- Install scripts
- None found
- Runs as
- Python package
Network hosts it talks to 1
codeload.github.com· found in install command
Files it touches
~/.claude/skills/skill-creator
What's inside
- Skill name
skill-creator- Description
- Guide for creating effective skills. This skill should be used when users want to create a new skill (or update an existing skill) that extends Claude's capabilities with specialized knowledge, workflows, or tool integrations. Chinese triggers include: 固化 / 記錄下來 / 流程化 / 做個 skill / 做個 slash / 做個 command. Do not use for one-off solutions, standard practices already well-documented elsewhere, project-specific conventions (those belong in CLAUDE.md), or mechanical constraints enforceable by regex/validation (automate those instead).
- License
- MIT
- Instructions
- 437 lines in SKILL.md · view on GitHub
Before installing
- Ships executable scripts
Agent Skills spec issues
- files: referenced but missing: scripts/rotate_pdf.py, references/finance.md, references/mnda.md, references/policies.md, references/api_docs.md
Files (10)
- LICENSE.txt
- README.md
- SKILL.md
- output-patterns.md · references/
- workflows.md · references/
- init_skill.py · scripts/
- package_skill.py · scripts/
- quick_validate.py · scripts/
- skill-authoring-contract.test.sh · scripts/tests/
- skill-creator-flow.svg
SKILL.md (first lines)
<!-- Modified from the original work at https://github.com/anthropics/skills/tree/main/skills/skill-creator (Apache-2.0, copyright Anthropic, PBC). See THIRD_PARTY_NOTICES.md. -->
<!-- 本檔在契約測試底下:bash ~/.claude/skills/skill-creator/scripts/tests/skill-authoring-contract.test.sh;python3 ~/.claude/commands/tests/test_skill_verify_one_shot_callers.py -->
# Skill Creator
> **出處注記(2026-06-12)**:本檔底本 = 官方 anthropics/skills `0f77e501`(2025-11-17 版,byte 級確認)。官方 2026-02-06 [#350](https://github.com/anthropics/skills/pull/350) 整支重寫為 eval-loop 路線(人造 test case + benchmark + viewer 人審),**刻意不跟**——本地驗證鏈(skill-creator 內建 RED → GREEN → REFACTOR + fresh GREEN subagent 實跑 + B 線生產資料漂移抽查)更便宜且已實證。不要「同步上游」覆蓋本檔;上游動態由 skill-upstream-check weekly 巡邏。
This skill provides guidance for creating effective skills.
## About Skills
Skills are modular, self-contained packages that extend Claude's capabilities by providing
specialized knowledge, workflows, and tools. Think of them as "onboarding guides" for specific
domains or tasks—they transform Claude from a general-purpose agent into a specialized agent
equipped with procedural knowledge that no model can fully possess.
### What Skills Provide
1. Specialized workflows - Multi-step procedures for specific domains
2. Tool integrations - Instructions for working with specific file formats or APIs
3. Domain expertise - Company-specific knowledge, schemas, business logic
4. Bundled resources - Scripts, references, and assets for complex and repetitive tasks
## Core Principles
### Concise is Key
The context window is a public good. Skills share the context window with everything else Claude needs: system prompt, conversation history, other Skills' metadata, and the actual user request.
**Default assumption: Claude is already very smart.** Only add context Claude doesn't already have. Challenge each piece of information: "Does Claude really need this explanation?" and "Does this paragraph justify its token cost?"
Prefer concise examples over verbose explanations.
### Set Appropriate Degrees of Freedom
Match the level of specificity to the task's fragility and variability:
**High freedom (text-based instructions)**: Use when multiple approaches are valid, decisions depend on context, or heuristics guide the approach.
**Medium freedom (pseudocode or scripts with parameters)**: Use when a preferred pattern exists, some variation is acceptable, or configuration affects behavior.
**Low freedom (specific scripts, few parameters)**: Use when operations are fragile and error-prone, consistency is critical, or a specific sequence must be followed.
Think of Claude as exploring a path: a narrow bridge with cliffs needs specific guardrails (low freedom), while an open field allows many routes (high freedom).
### Anatomy of a Skill
Every skill consists of a required SKILL.md file and optional bundled resources:
```
skill-name/
├── SKILL.md (required)
│ ├── YAML frontmatter metadata (required)
│ │ ├── name: (required)
│ │ └── description: (required)
│ └── Markdown instructions (required)
└── Bundled Resources (optional)
├── scripts/ - Executable code (Python/Bash/etc.)
├── references/ - Documentation intended to be loaded into context as needed
└── assets/ - Files used in output (templates, icons, fonts, etc.)
```
#### SKILL.md (required)
Every SKILL.md consists of:
- **Frontmatter** (YAML): Contains `name` and `description` fields. These are the only fields that Claude reads to determine when the skill gets used, thus it is very important to be clear and comprehensive in describing what the skill is, and when it should be used.
- **Body** (Markdown): Instructions and guidance for using the skill. Only loaded AFTER the skill triggers (if at all).
### Separate invocation capability from trigger condition
When authoring a skill, document these as separate fields:
- **Invocation capability**: State whether the model can call the skill, which explicit user entry points exist, and which parent `Skill(...)` edges are active. Preserve Skill-to-Skill wiring by default.
- **Trigger condition**: State the observable authoring guidance for when to choose the skill. For a pipeline-gated child, keep it model-callable; describe the trigger condition as authoring guidance, not a runtime hard gate.
Do not turn a trigger condition into a hard flag that suppresses an active parent edge. Keep `disable-model-invocation` omitted by default;預設不使用它,因為 it removes a model-callable path and can silently break a parent→child edge. 使用 `disable-model-invocation` 前,先記錄 user-only 理由,再完成 inbound wiring inventory.
### Frontmatter field classes
Keep frontmatter claims in three separate classes:
- **runtime required**: Fields the Claude runtime actually consumes.
- **local validator accepted**: Fields accepted by the local validator, such as `quick_validate.py`; acceptance only describes this repository's parser.
- **local convention**: Fields or metadata used by local tooling or authoring convention, with no implied runtime behavior.
The validator `ALLOWED_PROPERTIES` is an allowlist for local validation, not evidence of platform support. Verify platform behavior from the platform contract or a real invocation before documenting it.
### Inbound wiring inventory
Before changing invocation behavior, scan skills, commands, workflows, registry entries, and frontmatter for inbound edges. Also scan `Skill(...)` calls, slash-command references, and prose references. Record every edge as `path:line`. A dynamic or planned edge without a registry entry is `unverified`, not an available trigger.
### Context pointers
Write every pointer in this form: `如果 X,就在 Y 前讀 Z`.
- `X` must be an observable(可觀察)condition.
- `Y` must name the execution timepoint(時點).
- `Z` must name a concrete location to read.
A pointer is incomplete when it omits any slot.
#### Bundled Resources (optional)
##### Scripts (`scripts/`)
Executable code (Python/Bash/etc.) for tasks that require deterministic reliability or are repeatedly rewritten.
- **When to include**: When the same code is being rewritten repeatedly or deterministic reliability is needed
- **Example**: `scripts/rotate_pdf.py` for PDF rotation tasks
- **Benefits**: Token efficient, deterministic, may be executed without loading into context
- **Note**: Scripts may still need to be read by Claude for patching or environment-specific adjustments
##### References (`references/`)
Documentation and reference material intended to be loaded as needed into context to inform Claude's process and thinking.
- **When to include**: For documentation that Claude should reference while working
- **Examples**: `references/finance.md` for financial schemas, `references/mnda.md` for company NDA template, `references/policies.md` for company policies, `references/api_docs.md` for API specifications
- **Use cases**: Database schemas, API documentation, domain knowledge, company policies, detailed workflow guidesFrom GGGODLIN/gggodlin-cc-harness, MIT.
More from GGGODLIN/gggodlin-cc-harness
- 0.674score
workflow-hardening
GGGODLIN
Use when writing or designing any inline/dynamic Claude Code Workflow script, including short single-pass scripts, Ultracode or multi-agent orchestration…
SkillAFreshness: A★ 72Claude Code +9 - 0.674score
research-before-answer
GGGODLIN
Use when answering a factual question about a named repo, package, library, framework, SDK, API, version, release note, deprecation, company, product, market…
SkillAFreshness: A★ 72Claude Code +9 - 0.674score
to-spec
GGGODLIN
Turn the current conversation into a spec — no interview, just synthesis of what was already discussed.
SkillAFreshness: A★ 72Claude Code +9 - 0.674score
handoff-impl
GGGODLIN
跨 session 實作委外信道(handoff 單在 ~/.claude/handoffs/*.md,發單 session 驗收、另一 session 實作;信道預設手動搬單,自動接力屬未穩定實驗路徑、僅使用者明確要求實驗才走)。Use when 使用者說「開 handoff 單」「把這個實作交給 GPT /…
SkillAFreshness: A★ 72Claude Code +9 - 0.674score
implement
GGGODLIN
Use when a spec or ticket set is ready to build and the user says implement / 開工 / 照 ticket 做 / start building, or the local pipeline reaches its…
SkillAFreshness: A★ 72Claude Code +9 - 0.674score
e2e-contract
GGGODLIN
Use when e2e-route 已選派文件/補丁行為確認或既有契約回歸工作,或使用者手動點名 /e2e-contract;包含同題確認案例、重跑已確認案例與改選工具。Do not use for 從自然語言 E2E 任務自行選用(先用 e2e-route)、普通探索固化、單元或純 API…
SkillAFreshness: A★ 72Claude Code +9 - 0.674score
check-my-stack
GGGODLIN
Evaluate whether a popular or hyped agent/dev tool is worth adopting or borrowing from, measured against the user's OWN existing stack — never in the abstract.
SkillAFreshness: A★ 72Claude Code +9 - 0.674score
review-implement
GGGODLIN
Use after a spec-backed implementation reaches closeout and before shipping when a post-implementation scope or YAGNI review is needed, or when the user…
SkillAFreshness: A★ 72Claude Code +9 - 0.674score
gate-authoring
GGGODLIN
Use when 使用者要「寫 / 改 / 加一個 hook」「設計 gate / detector / tripwire」「動 settings.json hooks 段」——涵蓋全域 ~/.claude/hooks/、任一 repo 專案級 .claude/hooks/、任何 settings.json /…
SkillAFreshness: A★ 72Claude Code +9 - 0.674score
agent-authoring
GGGODLIN
建立或修改 subagent 定義檔(~/.claude/agents/*.md 或專案 .claude/agents/*.md)前必讀的流程 skill——frontmatter 欄位語意、tools 欄陷阱、載入時機、上線前 smoke test。觸發:「建 / 寫 / 加一個 agent」「改 agent…
SkillAFreshness: A★ 72Claude Code +9 - 0.674score
agent-dispatch
GGGODLIN
Run one repo's ticket batch in a terminal worker inside a target worktree through Herdr — Claude Code by default, or Codex CLI or pi when the user picks that…
SkillAFreshness: A★ 72Claude Code +9 - 0.674score
write-pr-description
GGGODLIN
Use when a pull request title or description needs drafting or revising — before running `gh pr create`, `gh pr edit --body`, or any other command that opens…
SkillAFreshness: A★ 72Claude Code +9
Signals
- Stars
- 72
- Forks
- 5
- Open issues
- 0
- Last commit (this folder)
- Oct 18, 2026 (18 days ago)
- Last release
- Oct 19, 2026 (17 days ago)
From GitHub (fetched Oct 24, 2026).
Details
- License
- MIT
- Repository
- github.com/GGGODLIN/gggodlin-cc-harness
- First seen
- Oct 24, 2026
- Last checked
- Oct 24, 2026
- Source
- GitHubgithub-graphql
More from GGGODLIN
- 0.674score
gate-authoring
GGGODLIN
Use when 使用者要「寫 / 改 / 加一個 hook」「設計 gate / detector / tripwire」「動 settings.json hooks 段」——涵蓋全域 ~/.claude/hooks/、任一 repo 專案級 .claude/hooks/、任何 settings.json /…
SkillAFreshness: A★ 72Claude Code +9 - 0.674score
e2e-contract
GGGODLIN
Use when e2e-route 已選派文件/補丁行為確認或既有契約回歸工作,或使用者手動點名 /e2e-contract;包含同題確認案例、重跑已確認案例與改選工具。Do not use for 從自然語言 E2E 任務自行選用(先用 e2e-route)、普通探索固化、單元或純 API…
SkillAFreshness: A★ 72Claude Code +9 - 0.674score
check-my-stack
GGGODLIN
Evaluate whether a popular or hyped agent/dev tool is worth adopting or borrowing from, measured against the user's OWN existing stack — never in the abstract.
SkillAFreshness: A★ 72Claude Code +9 - 0.674score
agent-authoring
GGGODLIN
建立或修改 subagent 定義檔(~/.claude/agents/*.md 或專案 .claude/agents/*.md)前必讀的流程 skill——frontmatter 欄位語意、tools 欄陷阱、載入時機、上線前 smoke test。觸發:「建 / 寫 / 加一個 agent」「改 agent…
SkillAFreshness: A★ 72Claude Code +9 - 0.674score
agent-dispatch
GGGODLIN
Run one repo's ticket batch in a terminal worker inside a target worktree through Herdr — Claude Code by default, or Codex CLI or pi when the user picks that…
SkillAFreshness: A★ 72Claude Code +9 - 0.674score
handoff-impl
GGGODLIN
跨 session 實作委外信道(handoff 單在 ~/.claude/handoffs/*.md,發單 session 驗收、另一 session 實作;信道預設手動搬單,自動接力屬未穩定實驗路徑、僅使用者明確要求實驗才走)。Use when 使用者說「開 handoff 單」「把這個實作交給 GPT /…
SkillAFreshness: A★ 72Claude Code +9
Done for you
Rather not set it up yourself?
Chalk Labs scopes, builds and runs agents for your team: the task audit, the eval harness, the integrations and the weekly ops report. Fixed scope, priced before we start.
See how we build AI agents →Read the case studies
Chalk Labs is a two-founder AI and growth studio. We build AI agents, CRMs and MVPs for Web3 and AI companies, and have shipped 50+ product and token launches.
- launches shipped
- 50+
- launches shipped
- media placements
- 500+
- media placements
- founders on every account
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- founders on every account
Press we've placed: Forbes · CoinDesk · Decrypt · Cointelegraph · The Block
Rahil Jain, Co-founder, Chalk Labs. Ex-Goldman Sachs engineer. You talk to the person who builds it.
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Cite this page
skill-creator. Agent Mart. https://agentmart.dev/skills/gggodlin-skill-creator (last updated 2026-10-24)