MCP Server Builder
anthropics/skills
Guides the design and implementation of Model Context Protocol servers in TypeScript or Python, from tool naming and error messages to evaluation.
Two-mode exploration skill: (1) design dialogue — turn rough ideas into validated designs through collaborative interview before planning; (2) spike — throwaway code answering ONE design question…
$ npx skills add romiluz13/cc10x --skill exploration -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install romiluz13/cc10x exploration --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/romiluz13/cc10x.git skills-src && mkdir -p .claude/skills && cp -r skills-src/plugins/cc10x/skills/exploration .claude/skills/exploration && 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 "exploration" agent skill from https://github.com/romiluz13/cc10x/tree/main/plugins/cc10x/skills/exploration into .claude/skills/exploration/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "exploration", 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/romiluz13/cc10x/tree/main/plugins/cc10x/skills/explorationType 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 romiluz13/cc10x --skill exploration -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install romiluz13/cc10x exploration --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/romiluz13/cc10x.git skills-src && mkdir -p .agents/skills && cp -r skills-src/plugins/cc10x/skills/exploration .agents/skills/exploration && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "exploration" agent skill from https://github.com/romiluz13/cc10x/tree/main/plugins/cc10x/skills/exploration into .agents/skills/exploration/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "exploration", 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 romiluz13/cc10x --skill exploration -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install romiluz13/cc10x exploration --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/romiluz13/cc10x.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/plugins/cc10x/skills/exploration .cursor/skills/exploration && 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 "exploration" agent skill from https://github.com/romiluz13/cc10x/tree/main/plugins/cc10x/skills/exploration into .cursor/skills/exploration/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "exploration", 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/romiluz13/cc10x.git --path plugins/cc10x/skills/exploration--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 romiluz13/cc10x --skill exploration -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install romiluz13/cc10x exploration --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/romiluz13/cc10x.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/plugins/cc10x/skills/exploration .gemini/skills/exploration && 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 "exploration" agent skill from https://github.com/romiluz13/cc10x/tree/main/plugins/cc10x/skills/exploration into .gemini/skills/exploration/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "exploration", 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 romiluz13/cc10x explorationInstalls 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 romiluz13/cc10x --skill exploration -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/romiluz13/cc10x.git skills-src && mkdir -p .github/skills && cp -r skills-src/plugins/cc10x/skills/exploration .github/skills/exploration && 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 "exploration" agent skill from https://github.com/romiluz13/cc10x/tree/main/plugins/cc10x/skills/exploration into .github/skills/exploration/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "exploration", 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 romiluz13/cc10x --skill exploration -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install romiluz13/cc10x exploration --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/romiluz13/cc10x.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/plugins/cc10x/skills/exploration .opencode/skills/exploration && 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 "exploration" agent skill from https://github.com/romiluz13/cc10x/tree/main/plugins/cc10x/skills/exploration into .opencode/skills/exploration/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "exploration", 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.
explorationTwo-mode exploration skill: (1) design dialogue — turn rough ideas into validated designs through collaborative interview before planning; (2) spike — throwaway code answering ONE design question…
Exploration is an agent skill from romiluz13/cc10x. Two-mode exploration skill: (1) design dialogue — turn rough ideas into validated designs through collaborative interview before planning; (2) spike — throwaway code answering ONE design question, deleted or absorbed, never shipped. Router invokes mode via dispatch context.
Its SKILL.md is about 2.8k 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. The repository describes itself as: The Loop Engine for Claude Code — engineer the loop, not the prompt. 1 router · 9 agents · 16 skills · 4 workflows. Fail-closed gates, test honesty, anti-anchored review. The licence is MIT.
4 steps, taken from the step headings in SKILL.md.
Read from SKILL.md and the folder at commit 891acf0. It shows what the files ask for, not the result of running them.
Pre-approves these tools, so the agent can use them without asking each time:
ReadGrepGlobAskUserQuestionWriteEditBashFrom allowed-tools in the SKILL.md frontmatter.
No scripts in the folder and no shell commands in SKILL.md (its code samples are yaml).
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.
Exploration loads about 2.8k tokens when it runs. Until then it costs about 72 tokens; SKILL.md has 1,396 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 noted patterns worth knowing about, such as sudo or a known installer.
allowed-tools: Read, Grep, Glob, AskUserQuestion, Write, Edit, BashAutomated 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 romiluz13/cc10x at commit 891acf0, republished under its MIT licence (© romiluz13). 1,396 words, ~2,767 tokens.
.claude/skills/exploration/SKILL.md (or your agent's skills folder).Two modes, selected by router dispatch context: design (brainstorm a design) or spike (throwaway prototype). DESIGN includes an optional inline sub-procedure, the Doubt Pass, for high-stakes decisions — it is not a third mode.
Turn rough ideas into validated designs through collaborative dialogue. Understand what to build BEFORE designing how to build it. Use the user's domain language — don't invent new terminology when the repo or prompt already has a stable name.
Before opening the interview, decide whether this is ONE design or MANY. A request spanning multiple independent subsystems produces a sprawling, unfocused design.
Multi-subsystem trigger: 2+ pieces that could be built, tested, and shipped independently — different surfaces, data stores, deploy targets, or pieces joined only by "and."
If multi-subsystem: emit a decomposition recommendation (independent pieces, relationships, build order), then brainstorm ONLY the first sub-project. The router carries the rest forward.
If goal + constraints + acceptance are ALL already evident from the prompt or context: skip the interview, draft the design directly, present for confirmation in ONE pass. Still record rejected alternatives (ADR notes). On correction, fix the named gap — don't restart the full interview.
Gate: take the fast path ONLY when all three are stated, not inferred. When in doubt, interview.
Cover these 5 dimensions, but only ask about dimensions that are still unresolved. Skip a question when the answer is already explicit — write the inferred answer, mention the assumption, continue.
Always ask: "What is explicitly NOT part of this?" (out-of-scope discovery).
One question at a time — asking several questions at once is bewildering. Multiple choice preferred. If a fact can be found by exploring the environment (filesystem, tools), look it up rather than asking; the decisions are the user's. Present 2-3 approaches with trade-offs before asking which to pursue. YAGNI ruthlessly — defer what is not essential.
Intent Completeness Gate (before proceeding to design): (1) small enough to fit in one paragraph, (2) contradiction-free, (3) sufficiently specific that a builder could act without clarifying questions. If any fails, ask one more targeted question.
Accrete domain vocabulary as the interview names terms. Record load-bearing rejected alternatives as ADR notes. Both are emitted in the handoff so the planner inherits the project's language and the rationale for rejected directions.
Challenge domain terms — don't just accrete, challenge.
cc10x:domain-modeling/CONTEXT-FORMAT.md. Create the file lazily if it doesn't exist.cc10x:domain-modeling/ADR-FORMAT.md; write to docs/adr/.Exploration in DESIGN mode is a designated CONTEXT.md writer (alongside planner and doc-syncer).
Save to docs/plans/YYYY-MM-DD-<feature>-design.md (use -design.md suffix, not -plan.md, to prevent collision with planner output).
Template: Purpose, Users, Success Criteria, Constraints, Out of Scope, Approach Chosen, Domain Glossary (if any), Decisions/ADR notes (if any), Architecture, Components, Data Flow, Error Handling, Testing Strategy, Observability (if applicable), UI Mockup (if UI feature), Questions Resolved.
Scan the design for the 4 failures that corrupt downstream plans. Fix inline — no second review pass.
### Brainstorming Handoff (MACHINE-READABLE)
DESIGN_FILE: "{PROJECT_DIR}/docs/plans/YYYY-MM-DD-<feature>-design.md"
DESIGN_SUMMARY: "[one-sentence summary]"
MEMORY_NOTES:
glossary:
- term: "[Term]"
meaning: "[precise meaning]"
decisions:
- decision: "[what was chosen]"
rejected: "[alternative not taken]"
why: "[the constraint or trade-off that decided it]"Router carries design forward and persists memory. Do NOT write memory yourself.
For non-trivial decisions where correctness matters more than speed: subject the decision to an adversarial re-read BEFORE it stands. This is IN-FLIGHT course correction, not post-hoc review.
Note: DOUBT is an inline self-check, not fresh-context isolation — sub-agent fan-out is router-owned; if genuinely independent review is required, request router-mediated dispatch in the handoff.
Rationalization guard: "This is too simple to doubt" → simple decisions have simple artifacts, so the doubt pass is fast. No excuse to skip.
A prototype is throwaway code that answers exactly ONE design question. It exists to de-risk an unknown cheaply before paying for the full BUILD chain.
A prototype's rules NEVER leak into a BUILD. "No tests, no abstractions, move fast" lives and dies inside the spike. If the answer is "build it for real," that is a fresh BUILD through the router with full TDD/reviewer/verifier gates. The spike's code does not become production by surviving.
<!-- scar: 2026-06-17 — spike's "move fast, no tests" code promoted to production by inertia, skipping TDD/verifier gates. The prototype proving a question is NOT the same as the answer being shipped. -->
Write it down — one sentence at the top. The prototype exists only to answer it. If you can't name the question in one sentence, you need design mode or a plan, not a spike.
Branch A — LOGIC question ("does this logic/state model feel right?"):
Branch B — UI question ("what should this look like?"):
?variant= URL paramprocess.env.NODE_ENV !== 'production'Give the user the one run command (Branch A) or the URL + ?variant= keys (Branch B). They drive it. The valuable moments are "wait, that shouldn't be possible" (logic bug) and "I want header from B with sidebar from C" (the real design).
4a. Capture the answer (router-owned — do NOT write memory directly):
### Prototype Handoff (MACHINE-READABLE)
PROTOTYPE_QUESTION: "[the one question]"
PROTOTYPE_ANSWER: "[the verdict]"
PROTOTYPE_DISPOSITION: "delete" | "absorb"
ABSORB_TARGET: "[module/route to build for real, or N/A]"
MEMORY_NOTES: "[one-line durable lesson, or N/A]"4b. DELETE or ABSORB (no third option):
PROTOTYPE_DISPOSITION: absorb and name ABSORB_TARGET so the router opens the absorbing BUILD.Emit the verdict and hand back to the router.
© romiluz13, 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 plugins/cc10x/skills/exploration of romiluz13/cc10x.
Open the folder on GitHubat commit 891acf0
Exploration 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 |
|---|---|---|---|---|---|---|
| Exploration this skillromiluz13/cc10x | 164 | — | ~2.8k | Automated safety check: Notes | MIT | |
| MCP Server Builderanthropics/skills | 180k | 62 repos | ~2.3k | Automated safety check: Pass | Apache-2.0 | |
| Hook Development for Claude Code Pluginsanthropics/claude-plugins-official | 37k | 11 repos | ~4.1k | Automated safety check: Notes | Apache-2.0 | |
| Using Superpowersfarm-fe/farm | 5.6k | 34 repos | ~1.4k | Automated safety check: Pass | MIT | |
| Executing Plans Inlineobra/superpowers | 296k | 2 repos | ~5.1k | Automated safety check: Pass | MIT | |
| Claude Code Agent Developmentanthropics/claude-plugins-official | 37k | 8 repos | ~2.8k | Automated safety check: Pass | Apache-2.0 |
anthropics/skills
Guides the design and implementation of Model Context Protocol servers in TypeScript or Python, from tool naming and error messages to evaluation.
anthropics/claude-plugins-official
Explains how to write Claude Code plugin hooks, both prompt-based checks and bash commands, for events such as PreToolUse, Stop and SessionStart.
farm-fe/farm
A skill your agent uses when starting any conversation - establishes how to find and use skills, requiring Skill tool invocation before ANY response including clarifying questions
obra/superpowers
Has the agent carry out an implementation plan itself, task by task in the current session, keeping a ledger, proving each step with a test and ending with one whole-branch review.
anthropics/claude-plugins-official
Explains how to write agents for Claude Code plugins: the markdown file with YAML frontmatter, trigger descriptions, model and color settings, and system prompt design.
Azure/azqr
Create new skills, modify and improve existing skills, and measure skill performance.
romiluz13/cc10x
A skill your agent uses when a BUILD phase completes, a commit is staged, or a PR is about to be created, and the diff has not yet been reflected in documentation.
romiluz13/cc10x
Answers questions about cc10x itself — what it is, how to install and configure it, how the router, workflows, memory, and hooks operate, and how to troubleshoot.
romiluz13/cc10x
THE ONLY ENTRY POINT FOR CC10X. An agent skill from romiluz13/cc10x.
romiluz13/cc10x
Canonical deep-module vocabulary (module, interface, depth, seam, adapter, leverage, locality) for designing a module's shape — a lot of behaviour behind a small interface at a clean seam, testable…
romiluz13/cc10x
A skill your agent uses when you need a one-off MCP server capability during research or debugging without permanently mounting it as a context-polluting integration.
romiluz13/cc10x
A skill your agent uses when a git merge or rebase reports conflicts and the operation is in progress.
Categories
Two-mode exploration skill: (1) design dialogue — turn rough ideas into validated designs through collaborative interview before planning; (2) spike — throwaway code answering ONE design question…. Exploration is an agent skill from romiluz13/cc10x. Two-mode exploration skill: (1) design dialogue — turn rough ideas into validated designs through collaborative interview before planning; (2) spike — throwaway code answering ONE design question, deleted or absorbed, never shipped.
Exploration fits situations like: agent Workflows work in your project.
Run `npx skills add romiluz13/cc10x --skill exploration -a claude-code`. Or copy the skill folder (plugins/cc10x/skills/exploration in romiluz13/cc10x) into .claude/skills/exploration in your project. Claude Code loads it when a task matches its description.
Run `npx skills add romiluz13/cc10x --skill exploration -a codex`. Or copy the skill folder (plugins/cc10x/skills/exploration in romiluz13/cc10x) into .agents/skills/exploration 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 romiluz13/cc10x --skill exploration -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/exploration, .gemini/skills/exploration, .github/skills/exploration and .opencode/skills/exploration in your project.
SKILL.md names no scripts, command-line tools or credentials: Exploration is instructions for the agent only. Its frontmatter pre-approves these tools: Read, Grep, Glob, AskUserQuestion, Write, Edit, Bash.
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 notes only (pre-approves every shell command (allowed-tools: bash)), nothing it rates as a warning. It is not a guarantee. Review the folder before installing.
Exploration is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 2.8k tokens (SKILL.md is roughly 11k 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 Exploration: MCP Server Builder (anthropics/skills, 180k stars), Hook Development for Claude Code Plugins (anthropics/claude-plugins-official, 37k stars), Using Superpowers (farm-fe/farm, 5.6k stars) and Executing Plans Inline (obra/superpowers, 296k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
romiluz13 (a GitHub user) maintains it in romiluz13/cc10x, which has 164 GitHub stars. The repository holds 22 skills in this directory. The repository was last updated on September 30, 2026.
Source: romiluz13/cc10x on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.