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.
A skill your agent uses for reproducing, maintaining, monitoring, releasing, or upgrading the WEIPINGCOUNCIL project.
$ npx skills add appleweiping/WEIPING_COUNCIL --skill weiping-council -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install appleweiping/WEIPING_COUNCIL weiping-council --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/appleweiping/WEIPING_COUNCIL.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.codex/skills/weiping-council .claude/skills/weiping-council && 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 "weiping-council" agent skill from https://github.com/appleweiping/WEIPING_COUNCIL/tree/master/.codex/skills/weiping-council into .claude/skills/weiping-council/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "weiping-council", 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/appleweiping/WEIPING_COUNCIL/tree/master/.codex/skills/weiping-councilType 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 appleweiping/WEIPING_COUNCIL --skill weiping-council -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install appleweiping/WEIPING_COUNCIL weiping-council --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/appleweiping/WEIPING_COUNCIL.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.codex/skills/weiping-council .agents/skills/weiping-council && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "weiping-council" agent skill from https://github.com/appleweiping/WEIPING_COUNCIL/tree/master/.codex/skills/weiping-council into .agents/skills/weiping-council/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "weiping-council", 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 appleweiping/WEIPING_COUNCIL --skill weiping-council -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install appleweiping/WEIPING_COUNCIL weiping-council --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/appleweiping/WEIPING_COUNCIL.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.codex/skills/weiping-council .cursor/skills/weiping-council && 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 "weiping-council" agent skill from https://github.com/appleweiping/WEIPING_COUNCIL/tree/master/.codex/skills/weiping-council into .cursor/skills/weiping-council/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "weiping-council", 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/appleweiping/WEIPING_COUNCIL.git --path .codex/skills/weiping-council--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 appleweiping/WEIPING_COUNCIL --skill weiping-council -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install appleweiping/WEIPING_COUNCIL weiping-council --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/appleweiping/WEIPING_COUNCIL.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.codex/skills/weiping-council .gemini/skills/weiping-council && 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 "weiping-council" agent skill from https://github.com/appleweiping/WEIPING_COUNCIL/tree/master/.codex/skills/weiping-council into .gemini/skills/weiping-council/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "weiping-council", 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 appleweiping/WEIPING_COUNCIL weiping-councilInstalls 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 appleweiping/WEIPING_COUNCIL --skill weiping-council -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/appleweiping/WEIPING_COUNCIL.git skills-src && mkdir -p .github/skills && cp -r skills-src/.codex/skills/weiping-council .github/skills/weiping-council && 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 "weiping-council" agent skill from https://github.com/appleweiping/WEIPING_COUNCIL/tree/master/.codex/skills/weiping-council into .github/skills/weiping-council/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "weiping-council", 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 appleweiping/WEIPING_COUNCIL --skill weiping-council -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install appleweiping/WEIPING_COUNCIL weiping-council --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/appleweiping/WEIPING_COUNCIL.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.codex/skills/weiping-council .opencode/skills/weiping-council && 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 "weiping-council" agent skill from https://github.com/appleweiping/WEIPING_COUNCIL/tree/master/.codex/skills/weiping-council into .opencode/skills/weiping-council/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "weiping-council", 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.
weiping-councilA skill your agent uses for reproducing, maintaining, monitoring, releasing, or upgrading the WEIPINGCOUNCIL project.
Weiping Council is an agent skill from appleweiping/WEIPING_COUNCIL. Use this skill for reproducing, maintaining, monitoring, releasing, or upgrading the WEIPINGCOUNCIL project. It enforces the full lifecycle path from planning through design, development, testing, release, maintenance, monitoring, and continuous upgrade against real open-source quality bars.
Its SKILL.md is about 1.9k 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: Multi-LLM deliberation system with 6 protocols: council, debate, red-team, consensus, specialist, tournament. The licence is MIT.
8 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 4dfbe00. 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.
Links to these hosts (documentation or services it may open):
registry.npmjs.orgFrom 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.
Weiping Council loads about 1.9k tokens when it runs. Until then it costs about 77 tokens; SKILL.md has 852 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.
rtifact formats are acceptable; private `.env` files, local DBs, caches, generated reports, and active services are not.- `backend/runtime.py` for env and `.env` loading, provider readiness, CORS origins, and trace primitives.arent directories for another project's `.env`.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 appleweiping/WEIPING_COUNCIL at commit 4dfbe00, republished under its MIT licence (© appleweiping). 852 words, ~1,857 tokens.
.claude/skills/weiping-council/SKILL.md (or your agent's skills folder).Use this skill whenever work touches WEIPING_COUNCIL behavior, configuration, docs, release process, tests, UI, CLI, provider routing, memory integration, or project quality. Legacy references to vipin-council or Vipin Council are compatibility aliases unless the surrounding text is historical release context.
Weiping Council is an honest multi-model deliberation runtime. It must be useful when fully configured and truthful when degraded. It must never fake model success, hide provider assumptions, leak credentials, expose private endpoints in public health surfaces, or depend on retired local coordination paths.
Plan
AGENTS.md, README.md, CLAUDE.md, pyproject.toml, backend/config.py, backend/runtime.py, and the latest file under docs/releases/.docs/superpowers/plans/ before broad changes.Design
agentmemory as optional but observable. If recall is unavailable for a run, the run is degraded..env files, local DBs, caches, generated reports, and active services are not.Develop
backend/runtime.py for env and .env loading, provider readiness, CORS origins, and trace primitives.backend/providers/router.py for provider calls and per-run traces.backend/council/orchestrator.py for routing, context injection, protocol execution, refinement, metrics, warnings, and degraded state.backend/session_store.py for atomic session persistence and corruption-tolerant reads.backend/main.py for FastAPI contracts.vc.py.frontend/src/components/ChatPane.jsx and frontend/src/components/ResultView.jsx..env.example for safe examples only. Never place real-looking sk-... values in source or docs.Test
env={} or an explicit temporary dotenv_path; never let ambient machine credentials decide test results. Runtime loading must never search parent directories for another project's .env..\.venv\Scripts\python.exe -m pytest -q
.\.venv\Scripts\python.exe -m ruff check .
.\.venv\Scripts\python.exe scripts\release_scan.py
Push-Location frontend
npm run build
npm audit --audit-level=low --registry=https://registry.npmjs.org
Pop-LocationRelease
APP_VERSION, pyproject.toml, and frontend/package*.json together.docs/releases/.README.md with current configuration, health semantics, verification, monitoring, and troubleshooting.LICENSE and .github/workflows/ci.yml aligned with the local gate.Maintain
.env.example, tests, and UI aligned with actual runtime behavior..venv, node_modules, dist, session data, or egg-info artifacts.Monitor
GET /api/health returns backend availability plus redacted provider and agentmemory readiness.GET /api/models confirms member identity and configured provider model names./api/query smoke prompt validates routing, provider call, trace capture, and persisted session JSON./api/query returns fast_path or standard_path, that is a routing decision and must be reflected honestly in the API response and saved session JSON.Upgrade Iteration
deepseek-cli is a terminal-first DeepSeek client and may be used as an optional provider source, but Weiping Council must work with any OpenAI-compatible provider.WEIPING_LAB is the broader workbench/lab layer. Weiping Council can export inspectable session JSON for it, but should not import lab-specific state into the core runtime.WEIPING_WIKI is the public route map and durable operating context, not a runtime dependency.data/sessions/<uuid>.json files with id, query, protocol, created_at, stages, final_answer, confidence, dissent, audit_trail, routing, metrics, provider_health, model_call_traces, degraded, and warnings.agentmemory; do not revive retired local mailbox or markdown memory dependencies.After a complete version-level batch is implemented and locally verified, use independent review agents for strict scoring. Required dimensions:
deepseek-cli and WEIPING_LABDo not request a score while still actively editing the batch. If any reviewer returns less than 10/10, treat every blocker as mandatory and iterate.
© appleweiping, 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 .codex/skills/weiping-council of appleweiping/WEIPING_COUNCIL.
Open the folder on GitHubat commit 4dfbe00
Weiping Council 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 |
|---|---|---|---|---|---|---|
| Weiping Council this skillappleweiping/WEIPING_COUNCIL | 133 | — | ~1.9k | Automated safety check: Notes | MIT | |
| 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 | 36 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 | 796 | 89 repos | ~8.2k | 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.
Azure/azqr
Create new skills, modify and improve existing skills, and measure skill performance.
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.
Categories
A skill your agent uses for reproducing, maintaining, monitoring, releasing, or upgrading the WEIPINGCOUNCIL project. Weiping Council is an agent skill from appleweiping/WEIPING_COUNCIL. Use this skill for reproducing, maintaining, monitoring, releasing, or upgrading the WEIPINGCOUNCIL project.
Weiping Council fits situations like: upgrading the WEIPINGCOUNCIL project.
Run `npx skills add appleweiping/WEIPING_COUNCIL --skill weiping-council -a claude-code`. Or copy the skill folder (.codex/skills/weiping-council in appleweiping/WEIPING_COUNCIL) into .claude/skills/weiping-council in your project. Claude Code loads it when a task matches its description.
Run `npx skills add appleweiping/WEIPING_COUNCIL --skill weiping-council -a codex`. Or copy the skill folder (.codex/skills/weiping-council in appleweiping/WEIPING_COUNCIL) into .agents/skills/weiping-council 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 appleweiping/WEIPING_COUNCIL --skill weiping-council -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/weiping-council, .gemini/skills/weiping-council, .github/skills/weiping-council and .opencode/skills/weiping-council in your project.
SKILL.md names no scripts, command-line tools or credentials: Weiping Council is instructions for the agent only.
SKILL.md names 1 domain. As links in the text: registry.npmjs.org. This is read from the text; nothing was executed.
Our automated static check of SKILL.md found notes only (mentions a .env file), nothing it rates as a warning. It is not a guarantee. Review the folder before installing.
Weiping Council is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.9k tokens (SKILL.md is roughly 7.4k 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 Weiping Council: 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.
appleweiping (a GitHub user) maintains it in appleweiping/WEIPING_COUNCIL, which has 133 GitHub stars. The repository was last updated on August 28, 2026.
Source: appleweiping/WEIPING_COUNCIL on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.