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.
Compress planner candidate questions into a compact frontdesk-facing clarification batch and normalize answers back to planner.
Install Clarification Broker
$ npx skills add SeemSeam/claude_codex_bridge --skill clarification-broker -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install SeemSeam/claude_codex_bridge clarification-broker --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/SeemSeam/claude_codex_bridge.git skills-src && mkdir -p .claude/skills && cp -r skills-src/docs/plantree/plans/agentic-loop-workflow/drafts/agentroles.ccb_clarification_broker/skills/clarification-broker .claude/skills/clarification-broker && 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 "clarification-broker" agent skill from https://github.com/SeemSeam/claude_codex_bridge/tree/main/docs/plantree/plans/agentic-loop-workflow/drafts/agentroles.ccb_clarification_broker/skills/clarification-broker into .claude/skills/clarification-broker/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "clarification-broker", 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/SeemSeam/claude_codex_bridge/tree/main/docs/plantree/plans/agentic-loop-workflow/drafts/agentroles.ccb_clarification_broker/skills/clarification-brokerType 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 SeemSeam/claude_codex_bridge --skill clarification-broker -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install SeemSeam/claude_codex_bridge clarification-broker --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/SeemSeam/claude_codex_bridge.git skills-src && mkdir -p .agents/skills && cp -r skills-src/docs/plantree/plans/agentic-loop-workflow/drafts/agentroles.ccb_clarification_broker/skills/clarification-broker .agents/skills/clarification-broker && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "clarification-broker" agent skill from https://github.com/SeemSeam/claude_codex_bridge/tree/main/docs/plantree/plans/agentic-loop-workflow/drafts/agentroles.ccb_clarification_broker/skills/clarification-broker into .agents/skills/clarification-broker/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "clarification-broker", 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 SeemSeam/claude_codex_bridge --skill clarification-broker -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install SeemSeam/claude_codex_bridge clarification-broker --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/SeemSeam/claude_codex_bridge.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/docs/plantree/plans/agentic-loop-workflow/drafts/agentroles.ccb_clarification_broker/skills/clarification-broker .cursor/skills/clarification-broker && 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 "clarification-broker" agent skill from https://github.com/SeemSeam/claude_codex_bridge/tree/main/docs/plantree/plans/agentic-loop-workflow/drafts/agentroles.ccb_clarification_broker/skills/clarification-broker into .cursor/skills/clarification-broker/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "clarification-broker", 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/SeemSeam/claude_codex_bridge.git --path docs/plantree/plans/agentic-loop-workflow/drafts/agentroles.ccb_clarification_broker/skills/clarification-broker--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 SeemSeam/claude_codex_bridge --skill clarification-broker -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install SeemSeam/claude_codex_bridge clarification-broker --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/SeemSeam/claude_codex_bridge.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/docs/plantree/plans/agentic-loop-workflow/drafts/agentroles.ccb_clarification_broker/skills/clarification-broker .gemini/skills/clarification-broker && 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 "clarification-broker" agent skill from https://github.com/SeemSeam/claude_codex_bridge/tree/main/docs/plantree/plans/agentic-loop-workflow/drafts/agentroles.ccb_clarification_broker/skills/clarification-broker into .gemini/skills/clarification-broker/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "clarification-broker", 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 SeemSeam/claude_codex_bridge clarification-brokerInstalls 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 SeemSeam/claude_codex_bridge --skill clarification-broker -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/SeemSeam/claude_codex_bridge.git skills-src && mkdir -p .github/skills && cp -r skills-src/docs/plantree/plans/agentic-loop-workflow/drafts/agentroles.ccb_clarification_broker/skills/clarification-broker .github/skills/clarification-broker && 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 "clarification-broker" agent skill from https://github.com/SeemSeam/claude_codex_bridge/tree/main/docs/plantree/plans/agentic-loop-workflow/drafts/agentroles.ccb_clarification_broker/skills/clarification-broker into .github/skills/clarification-broker/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "clarification-broker", 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 SeemSeam/claude_codex_bridge --skill clarification-broker -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install SeemSeam/claude_codex_bridge clarification-broker --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/SeemSeam/claude_codex_bridge.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/docs/plantree/plans/agentic-loop-workflow/drafts/agentroles.ccb_clarification_broker/skills/clarification-broker .opencode/skills/clarification-broker && 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 "clarification-broker" agent skill from https://github.com/SeemSeam/claude_codex_bridge/tree/main/docs/plantree/plans/agentic-loop-workflow/drafts/agentroles.ccb_clarification_broker/skills/clarification-broker into .opencode/skills/clarification-broker/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "clarification-broker", 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.
Facts
- Skill name
clarification-broker- GitHub stars
- 3.6k
- Token cost
- ~193 tokens
- SKILL.md length
- 70 words
- Files
- 1
- Skills in repo
- 28
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
Compress planner candidate questions into a compact frontdesk-facing clarification batch and normalize answers back to planner.
- Agent Workflows work in your project
- SKILL.md covers Inputs, Outputs and Rules
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Clarification Broker is an agent skill from SeemSeam/claude_codex_bridge. Compress planner candidate questions into a compact frontdesk-facing clarification batch and normalize answers back to planner.
Its SKILL.md is about 190 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: Visible multi-agent CLI workspace for mixing Codex, Claude, Gemini, Kimi, Qwen, Cursor, Copilot, Pi, OpenCode, and other AI coding agents.
When your agent uses it
- Agent Workflows work in your project
Example prompts
- “/clarification-broker”
What it can do on your machine
Read from SKILL.md and the folder at commit 721be82. It shows what the files ask for, not the result of running them.
Tool permissions
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.
Runs code
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.
Network
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Clarification Broker loads about 193 tokens when it runs. Until then it costs about 37 tokens; SKILL.md has 70 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.
Safety
Auto-check passed
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.
SKILL.md
Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 70 words (~193 tokens).
“Use this skill for staged clarification between planner and frontdesk.”
- name
- clarification-broker
Files
Just SKILL.md in docs/plantree/plans/agentic-loop-workflow/drafts/agentroles.ccb_clarification_broker/skills/clarification-broker of SeemSeam/claude_codex_bridge.
Open the folder on GitHubat commit 721be82
Compare with similar skills
Clarification Broker 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 |
|---|---|---|---|---|---|---|
| Clarification Broker this skillSeemSeam/claude_codex_bridge | 3.6k | — | ~193 | Automated safety check: Pass | Custom licence | |
| MCP Server Builderanthropics/skills | 180k | 63 repos | ~2.3k | Automated safety check: Pass | Apache-2.0 | |
| Hook Development for Claude Code Pluginsanthropics/claude-plugins-official | 38k | 10 repos | ~4.1k | Automated safety check: Notes | Apache-2.0 | |
| Using Superpowersfarm-fe/farm | 5.6k | 35 repos | ~1.4k | Automated safety check: Pass | MIT | |
| Executing Plans Inlineobra/superpowers | 297k | 2 repos | ~5.1k | Automated safety check: Pass | MIT | |
| Skill CreatorAzure/azqr | 795 | 89 repos | ~8.2k | Automated safety check: Pass | Apache-2.0 |
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Hook Development for Claude Code Plugins
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.
Using Superpowers
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
Executing Plans Inline
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.
- Official
Skill Creator
Azure/azqr
Create new skills, modify and improve existing skills, and measure skill performance.
- Official
Claude Code Agent Development
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.
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Related
Categories
Questions about Clarification Broker
What does Clarification Broker do?
Compress planner candidate questions into a compact frontdesk-facing clarification batch and normalize answers back to planner. Clarification Broker is an agent skill from SeemSeam/claude_codex_bridge. Compress planner candidate questions into a compact frontdesk-facing clarification batch and normalize answers back to planner.
When should I use Clarification Broker?
Clarification Broker fits situations like: agent Workflows work in your project.
How do I install Clarification Broker in Claude Code?
Run `npx skills add SeemSeam/claude_codex_bridge --skill clarification-broker -a claude-code`. Or copy the skill folder (docs/plantree/plans/agentic-loop-workflow/drafts/agentroles.ccb_clarification_broker/skills/clarification-broker in SeemSeam/claude_codex_bridge) into .claude/skills/clarification-broker in your project. Claude Code loads it when a task matches its description.
How do I install Clarification Broker in Codex?
Run `npx skills add SeemSeam/claude_codex_bridge --skill clarification-broker -a codex`. Or copy the skill folder (docs/plantree/plans/agentic-loop-workflow/drafts/agentroles.ccb_clarification_broker/skills/clarification-broker in SeemSeam/claude_codex_bridge) into .agents/skills/clarification-broker in your project. Codex loads it when a task matches its description.
Can I use Clarification Broker in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add SeemSeam/claude_codex_bridge --skill clarification-broker -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/clarification-broker, .gemini/skills/clarification-broker, .github/skills/clarification-broker and .opencode/skills/clarification-broker in your project.
What does Clarification Broker need to run?
SKILL.md names no scripts, command-line tools or credentials: Clarification Broker is instructions for the agent only.
Does Clarification Broker access the network?
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.
Is Clarification Broker safe to install?
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.
What licence does Clarification Broker use?
Clarification Broker has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.
How many tokens does Clarification Broker use?
About 193 tokens (SKILL.md is roughly 772 characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to Clarification Broker?
Skills that share tags, products or a category with Clarification Broker: MCP Server Builder (anthropics/skills, 180k stars), Hook Development for Claude Code Plugins (anthropics/claude-plugins-official, 38k stars), Using Superpowers (farm-fe/farm, 5.6k stars) and Executing Plans Inline (obra/superpowers, 297k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Clarification Broker?
SeemSeam (a GitHub user) maintains it in SeemSeam/claude_codex_bridge, which has 3,557 GitHub stars. The repository holds 28 skills in this directory. The repository was last updated on October 8, 2026.
Source: SeemSeam/claude_codex_bridge on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.