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 when validating a newly created or updated agent skill with structure checks, routing positive and negative examples, contamination checks, progressive disclosure review, and…
$ npx skills add BingHanOfUESTC/open_agent_team --skill skill-validation-and-evaluation -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install BingHanOfUESTC/open_agent_team skill-validation-and-evaluation --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/BingHanOfUESTC/open_agent_team.git skills-src && mkdir -p .claude/skills && cp -r skills-src/teams/skill_creator_team/skills/skill-validation-and-evaluation .claude/skills/skill-validation-and-evaluation && 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 "skill-validation-and-evaluation" agent skill from https://github.com/BingHanOfUESTC/open_agent_team/tree/main/teams/skill_creator_team/skills/skill-validation-and-evaluation into .claude/skills/skill-validation-and-evaluation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "skill-validation-and-evaluation", 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/BingHanOfUESTC/open_agent_team/tree/main/teams/skill_creator_team/skills/skill-validation-and-evaluationType 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 BingHanOfUESTC/open_agent_team --skill skill-validation-and-evaluation -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install BingHanOfUESTC/open_agent_team skill-validation-and-evaluation --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/BingHanOfUESTC/open_agent_team.git skills-src && mkdir -p .agents/skills && cp -r skills-src/teams/skill_creator_team/skills/skill-validation-and-evaluation .agents/skills/skill-validation-and-evaluation && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "skill-validation-and-evaluation" agent skill from https://github.com/BingHanOfUESTC/open_agent_team/tree/main/teams/skill_creator_team/skills/skill-validation-and-evaluation into .agents/skills/skill-validation-and-evaluation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "skill-validation-and-evaluation", 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 BingHanOfUESTC/open_agent_team --skill skill-validation-and-evaluation -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install BingHanOfUESTC/open_agent_team skill-validation-and-evaluation --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/BingHanOfUESTC/open_agent_team.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/teams/skill_creator_team/skills/skill-validation-and-evaluation .cursor/skills/skill-validation-and-evaluation && 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 "skill-validation-and-evaluation" agent skill from https://github.com/BingHanOfUESTC/open_agent_team/tree/main/teams/skill_creator_team/skills/skill-validation-and-evaluation into .cursor/skills/skill-validation-and-evaluation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "skill-validation-and-evaluation", 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/BingHanOfUESTC/open_agent_team.git --path teams/skill_creator_team/skills/skill-validation-and-evaluation--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 BingHanOfUESTC/open_agent_team --skill skill-validation-and-evaluation -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install BingHanOfUESTC/open_agent_team skill-validation-and-evaluation --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/BingHanOfUESTC/open_agent_team.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/teams/skill_creator_team/skills/skill-validation-and-evaluation .gemini/skills/skill-validation-and-evaluation && 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 "skill-validation-and-evaluation" agent skill from https://github.com/BingHanOfUESTC/open_agent_team/tree/main/teams/skill_creator_team/skills/skill-validation-and-evaluation into .gemini/skills/skill-validation-and-evaluation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "skill-validation-and-evaluation", 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 BingHanOfUESTC/open_agent_team skill-validation-and-evaluationInstalls 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 BingHanOfUESTC/open_agent_team --skill skill-validation-and-evaluation -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/BingHanOfUESTC/open_agent_team.git skills-src && mkdir -p .github/skills && cp -r skills-src/teams/skill_creator_team/skills/skill-validation-and-evaluation .github/skills/skill-validation-and-evaluation && 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 "skill-validation-and-evaluation" agent skill from https://github.com/BingHanOfUESTC/open_agent_team/tree/main/teams/skill_creator_team/skills/skill-validation-and-evaluation into .github/skills/skill-validation-and-evaluation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "skill-validation-and-evaluation", 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 BingHanOfUESTC/open_agent_team --skill skill-validation-and-evaluation -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install BingHanOfUESTC/open_agent_team skill-validation-and-evaluation --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/BingHanOfUESTC/open_agent_team.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/teams/skill_creator_team/skills/skill-validation-and-evaluation .opencode/skills/skill-validation-and-evaluation && 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 "skill-validation-and-evaluation" agent skill from https://github.com/BingHanOfUESTC/open_agent_team/tree/main/teams/skill_creator_team/skills/skill-validation-and-evaluation into .opencode/skills/skill-validation-and-evaluation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "skill-validation-and-evaluation", 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.
skill-validation-and-evaluationA skill your agent uses when validating a newly created or updated agent skill with structure checks, routing positive and negative examples, contamination checks, progressive disclosure review, and…
Skill Validation And Evaluation is an agent skill from BingHanOfUESTC/open_agent_team. Use this skill when validating a newly created or updated agent skill with structure checks, routing positive and negative examples, contamination checks, progressive disclosure review, and quality scoring before delivery.
Its SKILL.md is about 300 tokens, which your agent loads only when the skill is triggered. The skill folder holds 2 other files, including scripts (for example `scripts/validate_skill.py`).
It sits in Agent Workflows. The repository describes itself as: Build persistent multi-agent teams that collaborate like real organizations to deliver complex tasks. The licence is MIT.
Read from SKILL.md and the folder at commit 7e28736. 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.
Ships 1 file in scripts/ (Python), which the agent can run.
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.
Skill Validation And Evaluation loads about 303 tokens when it runs. Until then it costs about 64 tokens; SKILL.md has 20 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); the scripts in this folder are not scanned.
The full file from BingHanOfUESTC/open_agent_team at commit 7e28736, republished under its MIT licence (© BingHanOfUESTC). 20 words, ~303 tokens.
.claude/skills/skill-validation-and-evaluation/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub.Structure check: SKILL.md exists, has YAML frontmatter, name, description.
Routing check: 2+ positive examples should trigger the skill.
Negative routing check: 1+ example should not trigger the skill.
Content check: workflow, inputs, outputs, gotchas, resources.
Contamination check: no copied expected answer, private data, or one-off conclusion.
Progressive disclosure check: no unnecessary long content in SKILL.md.# Validation Cases
## Positive Case 1
User request:
Expected trigger reason:
## Positive Case 2
User request:
Expected trigger reason:
## Negative Case
User request:
Why it should not trigger:Use 0-10:
8.5-10: pass
7.0-8.4: conditional_pass with required fixes
<7.0: failUse scripts/validate_skill.py <skill_dir> for basic structure validation.
© BingHanOfUESTC, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
SKILL.md and 1 other file (scripts) in teams/skill_creator_team/skills/skill-validation-and-evaluation of BingHanOfUESTC/open_agent_team.
Open the folder on GitHubat commit 7e28736
Skill Validation And Evaluation 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 |
|---|---|---|---|---|---|---|
| Skill Validation And Evaluation this skillBingHanOfUESTC/open_agent_team | 106 | — | ~303 | Automated safety check: Pass | 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 | 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 | 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.
BingHanOfUESTC/open_agent_team
A skill your agent uses when autoresearchteam needs to manage an end-to-end research lifecycle from Boss brief to literature, idea, implementation, experiments, synthesis, and LaTeX delivery.
BingHanOfUESTC/open_agent_team
A skill your agent uses when designing, running, logging, diagnosing, or iterating experiments for the selected research idea.
BingHanOfUESTC/open_agent_team
A skill your agent uses when producing the final arXiv-style LaTeX paper, BibTeX, figures, tables, reproducibility statement, appendix, and artifact manifest.
BingHanOfUESTC/open_agent_team
A skill your agent uses when discovering papers, mapping related work, reading papers deeply, checking citations, or building evidence cards for an auto research task.
BingHanOfUESTC/open_agent_team
A skill your agent uses when PPT slides need external images, screenshots, logos, product photos, stock-like visuals, diagrams, or videos that must be downloaded, inserted, or linked with source and…
BingHanOfUESTC/open_agent_team
A skill your agent uses when checking creative fiction for originality, name safety, public figure misuse, historical figure misuse, news-event overfitting, recognizable plot borrowing, IP-like…
Categories
A skill your agent uses when validating a newly created or updated agent skill with structure checks, routing positive and negative examples, contamination checks, progressive disclosure review, and…. Skill Validation And Evaluation is an agent skill from BingHanOfUESTC/open_agent_team. Use this skill when validating a newly created or updated agent skill with structure checks, routing positive and negative examples, contamination checks, progressive disclosure review, and quality scoring before delivery.
Skill Validation And Evaluation fits situations like: validating a newly created; updated agent skill with structure checks; routing positive and negative examples; contamination checks.
Run `npx skills add BingHanOfUESTC/open_agent_team --skill skill-validation-and-evaluation -a claude-code`. Or copy the skill folder (teams/skill_creator_team/skills/skill-validation-and-evaluation in BingHanOfUESTC/open_agent_team) into .claude/skills/skill-validation-and-evaluation in your project. Claude Code loads it when a task matches its description.
Run `npx skills add BingHanOfUESTC/open_agent_team --skill skill-validation-and-evaluation -a codex`. Or copy the skill folder (teams/skill_creator_team/skills/skill-validation-and-evaluation in BingHanOfUESTC/open_agent_team) into .agents/skills/skill-validation-and-evaluation 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 BingHanOfUESTC/open_agent_team --skill skill-validation-and-evaluation -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/skill-validation-and-evaluation, .gemini/skills/skill-validation-and-evaluation, .github/skills/skill-validation-and-evaluation and .opencode/skills/skill-validation-and-evaluation in your project.
Going by SKILL.md and its folder, Skill Validation And Evaluation needs Python for the scripts in its folder. Our summary lists: Python 3.
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 no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.
Skill Validation And Evaluation is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 303 tokens (SKILL.md is roughly 1.2k 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 Skill Validation And Evaluation: 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.
BingHanOfUESTC (a GitHub user) maintains it in BingHanOfUESTC/open_agent_team, which has 106 GitHub stars. The repository holds 30 skills in this directory. The repository was last updated on June 23, 2026.
Source: BingHanOfUESTC/open_agent_team on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.