MCP Server
rrezartprebreza/spring-boot-skills
A skill your agent uses when exposing Spring Boot 3 application capabilities through Model Context Protocol tools, resources, or prompts.
Create or update IntelliConnect Spring Boot service/serviceimpl code in this repository style.
$ npx skills add ruanrongman/IntelliConnect --skill intelliconnect-service-style -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install ruanrongman/IntelliConnect intelliconnect-service-style --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/ruanrongman/IntelliConnect.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.codex/skills/intelliconnect-service-style .claude/skills/intelliconnect-service-style && 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 "intelliconnect-service-style" agent skill from https://github.com/ruanrongman/IntelliConnect/tree/main/.codex/skills/intelliconnect-service-style into .claude/skills/intelliconnect-service-style/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "intelliconnect-service-style", 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/ruanrongman/IntelliConnect/tree/main/.codex/skills/intelliconnect-service-styleType 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 ruanrongman/IntelliConnect --skill intelliconnect-service-style -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install ruanrongman/IntelliConnect intelliconnect-service-style --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ruanrongman/IntelliConnect.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.codex/skills/intelliconnect-service-style .agents/skills/intelliconnect-service-style && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "intelliconnect-service-style" agent skill from https://github.com/ruanrongman/IntelliConnect/tree/main/.codex/skills/intelliconnect-service-style into .agents/skills/intelliconnect-service-style/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "intelliconnect-service-style", 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 ruanrongman/IntelliConnect --skill intelliconnect-service-style -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install ruanrongman/IntelliConnect intelliconnect-service-style --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ruanrongman/IntelliConnect.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.codex/skills/intelliconnect-service-style .cursor/skills/intelliconnect-service-style && 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 "intelliconnect-service-style" agent skill from https://github.com/ruanrongman/IntelliConnect/tree/main/.codex/skills/intelliconnect-service-style into .cursor/skills/intelliconnect-service-style/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "intelliconnect-service-style", 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/ruanrongman/IntelliConnect.git --path .codex/skills/intelliconnect-service-style--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 ruanrongman/IntelliConnect --skill intelliconnect-service-style -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install ruanrongman/IntelliConnect intelliconnect-service-style --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ruanrongman/IntelliConnect.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.codex/skills/intelliconnect-service-style .gemini/skills/intelliconnect-service-style && 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 "intelliconnect-service-style" agent skill from https://github.com/ruanrongman/IntelliConnect/tree/main/.codex/skills/intelliconnect-service-style into .gemini/skills/intelliconnect-service-style/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "intelliconnect-service-style", 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 ruanrongman/IntelliConnect intelliconnect-service-styleInstalls 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 ruanrongman/IntelliConnect --skill intelliconnect-service-style -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/ruanrongman/IntelliConnect.git skills-src && mkdir -p .github/skills && cp -r skills-src/.codex/skills/intelliconnect-service-style .github/skills/intelliconnect-service-style && 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 "intelliconnect-service-style" agent skill from https://github.com/ruanrongman/IntelliConnect/tree/main/.codex/skills/intelliconnect-service-style into .github/skills/intelliconnect-service-style/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "intelliconnect-service-style", 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 ruanrongman/IntelliConnect --skill intelliconnect-service-style -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install ruanrongman/IntelliConnect intelliconnect-service-style --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ruanrongman/IntelliConnect.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.codex/skills/intelliconnect-service-style .opencode/skills/intelliconnect-service-style && 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 "intelliconnect-service-style" agent skill from https://github.com/ruanrongman/IntelliConnect/tree/main/.codex/skills/intelliconnect-service-style into .opencode/skills/intelliconnect-service-style/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "intelliconnect-service-style", 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.
intelliconnect-service-styleCreate or update IntelliConnect Spring Boot service/serviceimpl code in this repository style.
Intelliconnect Service Style is an agent skill from ruanrongman/IntelliConnect. Create or update IntelliConnect Spring Boot service/serviceimpl code in this repository style. Use when adding backend services, service implementations, request DTOs, repository methods, CRUD methods, token-filtered get methods, SafetyService-bound permission boundaries, duplicate checks, dependency checks before delete, or Java compile verification for IntelliConnect. Also use when deciding whether a delete should fail on dependencies or cascade-delete related tables.
Its SKILL.md is about 2.4k 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 Backend & APIs, covering Backend development, MCP servers and Embedded systems. It works with Java, Spring Boot, Model Context Protocol and ESP32. The repository describes itself as: 本项目为xiaozhi-esp32提供后端服务 | A Powerful AI agent IoT platform core. The licence is Apache-2.0.
10 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit e7d6403. 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 (its code samples are java and powershell).
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.
Intelliconnect Service Style loads about 2.4k tokens when it runs. Until then it costs about 126 tokens; SKILL.md has 796 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); files beside SKILL.md are not scanned.
The full file from ruanrongman/IntelliConnect at commit e7d6403, republished under its Apache-2.0 licence (© ruanrongman). 796 words, ~2,352 tokens.
.claude/skills/intelliconnect-service-style/SKILL.md (or your agent's skills folder).Use this skill when implementing backend service/serviceimpl code in IntelliConnect. Prefer PUT/update flows that identify the target row by id.
src/main/java/top/rslly/iot/services/agent/*ServiceImpl.javasrc/main/java/top/rslly/iot/services/thingsModel/*ServiceImpl.javadao/, models/, and param/request/ files.top.rslly.iot.param.request when the service method accepts input from controller code.SafetyServiceImpl wrappers.HAS_DEPENDENCIES or delete related records too.$env:JAVA_HOME='C:\Users\Lenovo\.jdks\ms-21.0.9'; $env:Path="$env:JAVA_HOME\bin;$env:Path"; .\mvnw.cmd -q -DskipTests compileUse interfaces under the same service package as the implementation.
Common method shape:
List<Entity> findAllById(int id);
List<Entity> findAllByProductId(int productId);
JsonResult<?> getThing(String token);
JsonResult<?> postThing(ThingParam param);
JsonResult<?> updateThing(ThingParam param);
JsonResult<?> deleteThing(int id);Use String token for list getters that need user-specific filtering. Do not pass token into post, update, or delete when controller/SafetyService will authorize the operation before calling the service.
Use @Service, @Resource, @Transactional(rollbackFor = Exception.class), JsonResult<?>, ResultTool, and ResultCode to match the repo.
For get... (String token), keep the whole role-based flow in one method, like other impls:
String tokenDeal = token.replace(JwtTokenUtil.TOKEN_PREFIX, "");
String role = JwtTokenUtil.getUserRole(tokenDeal);
String username = JwtTokenUtil.getUsername(tokenDeal);
List<Entity> result;
if (role.equals("ROLE_" + "wx_user")) {
if (wxUserRepository.findAllByName(username).isEmpty()) {
return ResultTool.fail(ResultCode.COMMON_FAIL);
}
// collect records through wx product binds
} else if (!role.equals("[ROLE_admin]")) {
if (userRepository.findAllByUsername(username).isEmpty()) {
return ResultTool.fail(ResultCode.COMMON_FAIL);
}
// collect records through user product binds
} else {
result = repository.findAll();
}
if (result.isEmpty()) {
return ResultTool.fail(ResultCode.COMMON_FAIL);
} else
return ResultTool.success(result);Do not split this into a helper unless the surrounding codebase already does so for the same type of service. Do not return null; return ResultTool.fail(ResultCode.COMMON_FAIL).
Use streams for simple one-step projections from repository results, especially when extracting ids for scoped queries:
List<Integer> productIdList = userProductBindRepository.findAllByUserId(userId)
.stream()
.map(UserProductBindEntity::getProductId)
.toList();Prefer .toList() on Java 21 when the result is only passed to another method or returned. Use new ArrayList<>(...) or collect(Collectors.toList()) only when later code must mutate the list.
Do not use streams for code that needs side effects, complex branching, or repository calls per item. Prefer one repository query returning all needed rows, then a simple map(...).toList() if only a field is needed.
Avoid duplicate repository calls. Store the result list once before checking it:
List<WxUserEntity> wxUserEntityList = wxUserRepository.findAllByName(username);
if (wxUserEntityList.isEmpty()) {
return ResultTool.fail(ResultCode.COMMON_FAIL);
}
String appid = wxUserEntityList.getFirst().getAppid();For paged APIs, use Spring Data Pageable/Page and push pagination into the repository/database.
Do not manually page non-empty data with List.subList(...), stream skip/limit, loops, or in-memory sorting in the service.
Controller methods should accept pageNum and pageSize with @Min(1) validation, then pass them to the service. Services should build PageRequest.of(pageNum - 1, pageSize, Sort.by(...)) and call a repository method returning Page<Entity>.
Use derived repository methods for scoped paging, including permission-filtered ID lists:
Page<ProductEntity> findAllByIdIn(List<Integer> ids, Pageable pageable);If there are no authorized ids, returning new PageImpl<>(List.of(), pageable, 0) is acceptable. Do not use PageImpl to wrap a manually sliced non-empty result list when a repository query can page it.
For permission-filtered pagination, first collect the authorized ids with simple stream projection, then pass the ids to a pageable repository method. If the id list is empty, return an empty page instead of querying with IN ().
List<Integer> productIdList = wxProductBindRepository.findAllByAppidAndOpenid(appid, openid)
.stream()
.map(WxProductBindEntity::getProductId)
.toList();
Page<ProductEntity> result = productIdList.isEmpty() ? emptyProductPage(pageable)
: productRepository.findAllByIdIn(productIdList, pageable);For post:
productId.@Valid, do not duplicate DTO null/blank checks in the service.trim() before duplicate checks and saving.ResultTool.fail(ResultCode.PARAM_NOT_VALID) for missing/invalid parameters.ResultTool.fail(ResultCode.COMMON_FAIL) for duplicate business records unless the local service uses a more specific result code.For update:
id-based updates for PUT: require id, load the existing entity first, and fail with PARAM_NOT_VALID when missing.PUT flows around natural keys unless the user explicitly asks for that exception.id.For delete:
PARAM_NOT_VALID when missing.ResultCode.HAS_DEPENDENCIES.ResultTool.success(result).Use the business key the user specifies, including scope fields such as productId.
Example for scoped uniqueness:
List<Entity> duplicateList =
repository.findAllByProductIdAndPairCodeAndAgentType(productId, pairCode, agentType);
for (Entity duplicate : duplicateList) {
if (!duplicate.getId().equals(param.getId())) {
return ResultTool.fail(ResultCode.COMMON_FAIL);
}
}When adding repository methods, prefer Spring Data derived names:
List<Entity> findAllByProductIdAndPairCodeAndAgentType(Integer productId,
String pairCode, String agentType);Use Lombok getters/setters or @Data, and Jakarta validation annotations already used in the repo.
@Getter
@Setter
public class ThingParam {
private Integer id;
@NotBlank(message = "name 不能为空")
@Size(min = 1, max = 255, message = "name 长度必须在 1 到 255 之间")
private String name;
@NotNull(message = "productId 不能为空")
private Integer productId;
}Use Integer for optional id and nullable request fields that need @NotNull.
If controller code will wrap calls with SafetyServiceImpl, keep service mutation methods focused on business invariants, not permission checks.
Expected controller shape:
if (!safetyService.controlAuthorizeProduct(header, param.getProductId()))
return ResultTool.fail(ResultCode.NO_PERMISSION);
return thingService.postThing(param);For delete/update by id, add a SafetyServiceImpl authorization helper only when controller integration is part of the task.
© ruanrongman, Apache-2.0. 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/intelliconnect-service-style of ruanrongman/IntelliConnect.
Open the folder on GitHubat commit e7d6403
Intelliconnect Service Style 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 |
|---|---|---|---|---|---|---|
| Intelliconnect Service Style this skillruanrongman/IntelliConnect | 147 | — | ~2.4k | Automated safety check: Pass | Apache-2.0 | |
| MCP Serverrrezartprebreza/spring-boot-skills | 301 | — | ~1.1k | Automated safety check: Pass | MIT | |
| MCP Serverrrezartprebreza/spring-boot-skills | 301 | — | ~1.3k | Automated safety check: Pass | MIT | |
| Java MCP Server Generatorgithub/awesome-copilot | 40k | 1 repos | ~5.5k | Automated safety check: Pass | MIT | |
| Java Coding StandardsSnailclimb/AIGuide | 675 | — | ~1k | Automated safety check: Pass | None | |
| Solon Development Skillopensolon/soloncode | 197 | — | ~1.8k | Automated safety check: Pass | MIT |
rrezartprebreza/spring-boot-skills
A skill your agent uses when exposing Spring Boot 3 application capabilities through Model Context Protocol tools, resources, or prompts.
rrezartprebreza/spring-boot-skills
A skill your agent uses when exposing Spring Boot 4 application capabilities through Model Context Protocol tools, resources, or prompts.
github/awesome-copilot
Generate a complete Model Context Protocol server project in Java using the official MCP Java SDK with reactive streams and optional Spring Boot integration.
Snailclimb/AIGuide
Java/Spring Boot 编码规范:用于编写、审查、重构和讲解 Java 代码。适用于 Java 风格、Spring Boot 架构、Controller/Service/Manager/DAO 分层、API 边界、Entity/VO/Form/DTO/BO 设计、MyBatis/MyBatis-Plus 持久化、事务、异常、日志、安全、性能、测试和 Java 代码评审等场景。默认结合…
opensolon/soloncode
Solon Java framework expert (NOT Spring). An agent skill from opensolon/soloncode.
Amplicode/spring-skills
Explores a Spring Boot application and builds primary context: tech stack, module structure, domain entities, REST endpoints.
Categories
Create or update IntelliConnect Spring Boot service/serviceimpl code in this repository style. Intelliconnect Service Style is an agent skill from ruanrongman/IntelliConnect. Create or update IntelliConnect Spring Boot service/serviceimpl code in this repository style.
Intelliconnect Service Style fits situations like: adding backend services; service implementations; repository methods; token-filtered get methods.
Run `npx skills add ruanrongman/IntelliConnect --skill intelliconnect-service-style -a claude-code`. Or copy the skill folder (.codex/skills/intelliconnect-service-style in ruanrongman/IntelliConnect) into .claude/skills/intelliconnect-service-style in your project. Claude Code loads it when a task matches its description.
Run `npx skills add ruanrongman/IntelliConnect --skill intelliconnect-service-style -a codex`. Or copy the skill folder (.codex/skills/intelliconnect-service-style in ruanrongman/IntelliConnect) into .agents/skills/intelliconnect-service-style 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 ruanrongman/IntelliConnect --skill intelliconnect-service-style -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/intelliconnect-service-style, .gemini/skills/intelliconnect-service-style, .github/skills/intelliconnect-service-style and .opencode/skills/intelliconnect-service-style in your project.
SKILL.md names no scripts, command-line tools or credentials: Intelliconnect Service Style is instructions for the agent only.
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. Review the folder before installing.
Intelliconnect Service Style is published under the Apache-2.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 2.4k tokens (SKILL.md is roughly 9.4k 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 Intelliconnect Service Style: MCP Server (rrezartprebreza/spring-boot-skills, 301 stars), MCP Server (rrezartprebreza/spring-boot-skills, 301 stars), Java MCP Server Generator (github/awesome-copilot, 40k stars) and Java Coding Standards (Snailclimb/AIGuide, 675 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
ruanrongman (a GitHub user) maintains it in ruanrongman/IntelliConnect, which has 147 GitHub stars. The repository was last updated on October 7, 2026.
Source: ruanrongman/IntelliConnect on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.