Understand Diff Analysis
Egonex-AI/Understand-Anything
Reads your git changes or a pull request against a prebuilt knowledge graph of the project to explain what changed, which components are affected and what is risky.
Agent skill
by ascend-ai-coding in ascend-ai-coding/awesome-ascend-skills
用于审查 GitCode PR,并结合 PR metadata、diff 与整个代码仓上下文生成深度审查结论或发布逐行评论。当用户希望 review GitCode PR、检查某个 GitCode PR 链接、分析变更风险、或将审查意见发布到 GitCode PR 时使用。典型触发方式包括“review this PR”“检视这个 PR”“检查 PR”,或直接提供 GitCode PR…
$ npx skills add ascend-ai-coding/awesome-ascend-skills --skill external-mindstudio-gitcode-code-reviewer -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install ascend-ai-coding/awesome-ascend-skills external-mindstudio-gitcode-code-reviewer --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/ascend-ai-coding/awesome-ascend-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/external/mindstudio/gitcode-code-reviewer .claude/skills/external-mindstudio-gitcode-code-reviewer && 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 "external-mindstudio-gitcode-code-reviewer" agent skill from https://github.com/ascend-ai-coding/awesome-ascend-skills/tree/main/external/mindstudio/gitcode-code-reviewer into .claude/skills/external-mindstudio-gitcode-code-reviewer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "external-mindstudio-gitcode-code-reviewer", 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/ascend-ai-coding/awesome-ascend-skills/tree/main/external/mindstudio/gitcode-code-reviewerType 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 ascend-ai-coding/awesome-ascend-skills --skill external-mindstudio-gitcode-code-reviewer -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install ascend-ai-coding/awesome-ascend-skills external-mindstudio-gitcode-code-reviewer --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ascend-ai-coding/awesome-ascend-skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/external/mindstudio/gitcode-code-reviewer .agents/skills/external-mindstudio-gitcode-code-reviewer && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "external-mindstudio-gitcode-code-reviewer" agent skill from https://github.com/ascend-ai-coding/awesome-ascend-skills/tree/main/external/mindstudio/gitcode-code-reviewer into .agents/skills/external-mindstudio-gitcode-code-reviewer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "external-mindstudio-gitcode-code-reviewer", 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 ascend-ai-coding/awesome-ascend-skills --skill external-mindstudio-gitcode-code-reviewer -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install ascend-ai-coding/awesome-ascend-skills external-mindstudio-gitcode-code-reviewer --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ascend-ai-coding/awesome-ascend-skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/external/mindstudio/gitcode-code-reviewer .cursor/skills/external-mindstudio-gitcode-code-reviewer && 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 "external-mindstudio-gitcode-code-reviewer" agent skill from https://github.com/ascend-ai-coding/awesome-ascend-skills/tree/main/external/mindstudio/gitcode-code-reviewer into .cursor/skills/external-mindstudio-gitcode-code-reviewer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "external-mindstudio-gitcode-code-reviewer", 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/ascend-ai-coding/awesome-ascend-skills.git --path external/mindstudio/gitcode-code-reviewer--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 ascend-ai-coding/awesome-ascend-skills --skill external-mindstudio-gitcode-code-reviewer -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install ascend-ai-coding/awesome-ascend-skills external-mindstudio-gitcode-code-reviewer --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ascend-ai-coding/awesome-ascend-skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/external/mindstudio/gitcode-code-reviewer .gemini/skills/external-mindstudio-gitcode-code-reviewer && 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 "external-mindstudio-gitcode-code-reviewer" agent skill from https://github.com/ascend-ai-coding/awesome-ascend-skills/tree/main/external/mindstudio/gitcode-code-reviewer into .gemini/skills/external-mindstudio-gitcode-code-reviewer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "external-mindstudio-gitcode-code-reviewer", 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 ascend-ai-coding/awesome-ascend-skills external-mindstudio-gitcode-code-reviewerInstalls 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 ascend-ai-coding/awesome-ascend-skills --skill external-mindstudio-gitcode-code-reviewer -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/ascend-ai-coding/awesome-ascend-skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/external/mindstudio/gitcode-code-reviewer .github/skills/external-mindstudio-gitcode-code-reviewer && 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 "external-mindstudio-gitcode-code-reviewer" agent skill from https://github.com/ascend-ai-coding/awesome-ascend-skills/tree/main/external/mindstudio/gitcode-code-reviewer into .github/skills/external-mindstudio-gitcode-code-reviewer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "external-mindstudio-gitcode-code-reviewer", 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 ascend-ai-coding/awesome-ascend-skills --skill external-mindstudio-gitcode-code-reviewer -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install ascend-ai-coding/awesome-ascend-skills external-mindstudio-gitcode-code-reviewer --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ascend-ai-coding/awesome-ascend-skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/external/mindstudio/gitcode-code-reviewer .opencode/skills/external-mindstudio-gitcode-code-reviewer && 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 "external-mindstudio-gitcode-code-reviewer" agent skill from https://github.com/ascend-ai-coding/awesome-ascend-skills/tree/main/external/mindstudio/gitcode-code-reviewer into .opencode/skills/external-mindstudio-gitcode-code-reviewer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "external-mindstudio-gitcode-code-reviewer", 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.
external-mindstudio-gitcode-code-reviewer用于审查 GitCode PR,并结合 PR metadata、diff 与整个代码仓上下文生成深度审查结论或发布逐行评论。当用户希望 review GitCode PR、检查某个 GitCode PR 链接、分析变更风险、或将审查意见发布到 GitCode PR 时使用。典型触发方式包括“review this PR”“检视这个 PR”“检查 PR”,或直接提供 GitCode PR…
External Mindstudio Gitcode Code Reviewer is an agent skill from ascend-ai-coding/awesome-ascend-skills. 用于审查 GitCode PR,并结合 PR metadata、diff 与整个代码仓上下文生成深度审查结论或发布逐行评论。当用户希望 review GitCode PR、检查某个 GitCode PR 链接、分析变更风险、或将审查意见发布到 GitCode PR 时使用。典型触发方式包括“review this PR”“检视这个 PR”“检查 PR”,或直接提供 GitCode PR 链接,例如 https://gitcode.com/owner/repo/pull/123 。
Its SKILL.md is about 1.7k tokens, which your agent loads only when the skill is triggered. The skill folder holds 10 other files, including scripts and reference files (for example `README.md`, `examples/sample_comments.json` and `references/gitcode_api.md`).
It sits in Development, covering Code review and Pull requests. It works with Git. The repository describes itself as: A comprehensive knowledge base for Huawei Ascend NPU development, structured as distributed Agent Skills. https://ascend-ai-coding.github.io/awesome-ascend-skills/. The licence is MIT.
9 steps, taken from the step headings in SKILL.md.
Read from SKILL.md and the folder at commit 62a4ecb. 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 3 files in scripts/ (Python), which the agent can run.
Shell commands in SKILL.md call:
gitpythonrgFrom the folder's file list and the shell code blocks in SKILL.md.
Hosts in commands or code, which the agent is likely to contact:
gitcode.comapi.gitcode.comFrom URLs in SKILL.md, links to its own repository left out.
Names these keys or tokens, usually read from environment variables:
GITCODE_TOKENFrom names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
External Mindstudio Gitcode Code Reviewer loads about 1.7k tokens when it runs, and up to ~3.1k if it reads all its reference files. Until then it costs about 71 tokens; SKILL.md has 299 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 ascend-ai-coding/awesome-ascend-skills at commit 62a4ecb, republished under its MIT licence (© ascend-ai-coding). 299 words, ~1,728 tokens.
.claude/skills/external-mindstudio-gitcode-code-reviewer/SKILL.md (or your agent's skills folder). This skill also uses 7 other files; get the full folder from GitHub.针对 GitCode PR 做“有上下文”的代码审查。diff 只是入口,不是全部证据;必须结合 PR 标题/描述、变更文件、调用链、相邻模块、历史实现、测试与配置来判断改动是否真的正确。
本技能需要 GitCode 访问令牌,用于获取 PR 信息和发布评论。令牌可通过以下方式之一配置:
GITCODE_TOKENgit config --global gitcode.token <your-token>如果没有找到令牌,需要提示用户提供。
pull_requests(读写)issues(读写)projects(只读)当用户提供类似 https://gitcode.com/Ascend/msprof/pull/109 的 GitCode PR 链接时:
owner=Ascend、repo=msprof、pull_number=109使用 scripts/fetch_pr_info.py 获取 PR 详情:
python scripts/fetch_pr_info.py \
--owner <OWNER> --repo <REPO> --pull-number <NUMBER> \
[--token <TOKEN>] [--output-dir <DIR>]该脚本会获取:
优先使用用户当前 workspace;如果当前目录已经是目标仓库,并且可以拿到 PR 对应分支或 commit,就直接在当前仓库分析,不要重复克隆。
只有在当前 workspace 不是目标仓库,或无法获取 PR 对应代码时,才克隆到临时目录:
export GITCODE_TOKEN="your-token"
TEMP_DIR="/tmp/gitcode-review-<REPO>-<TIMESTAMP>"
git clone --depth=50 "https://oauth2:${GITCODE_TOKEN}@gitcode.com/<OWNER>/<REPO>.git" "${TEMP_DIR}"
cd "${TEMP_DIR}"
# 获取 PR 分支
git fetch origin "refs/merge-requests/<NUMBER>/head:pr-<NUMBER>-source"
git checkout "pr-<NUMBER>-source"先读 summary.json、pr_metadata.json、pr_files.json、pr_diff.patch,再开始看代码。必须先回答下面几个问题:
推荐优先使用这些工具建立上下文:
rg -n "<symbol>|<config>|<endpoint>" .:查调用链、配置项、同类实现、测试覆盖git diff --stat <base_sha>...<head_sha>:快速识别高风险改动面git diff --name-only <base_sha>...<head_sha>:按模块分组变更文件git show <base_sha>:<path>:对比基线实现git log --follow -- <path>:看文件演进和历史意图git blame -L <start>,<end> -- <path>:定位历史上下文和责任归属如果某个结论依赖推断而不是直接证据,必须明确写出条件,例如“如果这里允许空集合输入,那么当前实现会……”。不要把猜测写成确定事实。
在完成上下文构建后,从以下维度审查,并尽量结合项目实际实现给出判断:
按照严重程度组织问题:
默认聚焦真正影响行为、可靠性、兼容性、可维护性的发现;不要把纯风格意见堆成主要结论。
每条发现必须包含:
额外要求:
在正式发布评论前,先将审查结果展示给用户:
## 代码审查摘要
**PR**: [标题](URL)
**作者**:@author
**结论**: [通过 / 请求修改]
### 发现的问题
#### 🔴 严重问题(N 个)
1. **文件**:`path/to/file.py`(第 42 行)
- **严重程度**:严重
- **问题**:描述问题
- **原因**:解释原因
- **怎么改**:提供代码示例
#### 🟡 改进建议(N 个)
...
#### 🟢 细节建议(N 个)
...
### 总结
[给出清晰结论及其原因]在摘要中,除了列问题,还应补一小段“审查覆盖面”,简述你看过的关键上下文,例如“检查了调用方 A/B、对照了基线实现 C、确认了测试 D 的覆盖情况”。
先询问用户:“是否要把这些发现作为逐行评论发布到 PR?”
如果用户确认,则创建评论 JSON 文件,并使用 scripts/post_pr_comment.py 发布:
python scripts/post_pr_comment.py \
--owner <OWNER> --repo <REPO> --pull-number <NUMBER> \
--comments-file /tmp/pr_comments.json \
--inline评论正文示例(四段式):
**严重程度:** 建议
**问题:** 代码中存在不规范的空格
**原因:** `node = int (node_str)` 不符合 PEP 8 规范,影响可读性
**怎么改:**
```python
# 修改前
node = int (node_str)
# 修改后
node = int(node_str)
```优先在 comments.json 中使用结构化字段:severity、problem、reason、fix。scripts/post_pr_comment.py 会在发布前将这些字段统一整理为四段式 Markdown 正文,默认输出中文严重程度(严重、建议、提示),也会兼容旧版英文值和旧版三段式 body 内容。
审查完成后,清理临时仓库:
rm -rf /tmp/gitcode-review-<REPO>-<TIMESTAMP>用于从 GitCode API 获取 PR 信息。
python scripts/fetch_pr_info.py \
--owner OWNER \
--repo REPO \
--pull-number NUMBER \
[--token TOKEN] \
[--output-dir DIR] \
[--include-comments]用于向 GitCode PR 发布评论。
发布逐行行级评论:
python scripts/post_pr_comment.py \
--owner OWNER \
--repo REPO \
--pull-number NUMBER \
--comments-file COMMENTS_JSON \
--inline发布整体审查结论:
python scripts/post_pr_comment.py \
--owner OWNER \
--repo REPO \
--pull-number NUMBER \
--body "审查总结" \
--review-event COMMENT|APPROVE|REQUEST_CHANGES用于配置并验证 GitCode 访问令牌。
# 交互式配置
python scripts/setup_token.py
# 仅验证现有令牌
python scripts/setup_token.py --verify-onlyGitCode 同时支持 v4(兼容 GitLab)和 v5(兼容 GitHub)两套 API:
v5 API:用于获取 PR 信息、文件列表和普通评论
https://api.gitcode.com/api/v5PRIVATE-TOKEN 请求头v4 API:用于创建逐行行级评论
https://api.gitcode.com/api/v4PRIVATE-TOKEN 请求头POST /projects/{encoded_project}/merge_requests/{mr_iid}/discussions[
{
"path": "relative/path/to/file.py",
"line": 42,
"severity": "严重",
"problem": "描述问题",
"reason": "解释为什么这是个问题",
"fix": "给出修改建议",
"side": "RIGHT"
}
]path:相对仓库根目录的文件路径line:新文件中的行号severity:问题级别,建议使用 严重、建议、提示;脚本兼容旧值 Critical、Improvement、Nitpickproblem:当前代码具体有什么问题reason:为什么这是个问题,以及会产生什么影响fix:建议如何修改,可附带 Markdown 代码示例body:可选的旧版输入;如果提供,脚本会将其规范化为四段式 严重程度、问题、原因、怎么改side:"RIGHT" 表示新代码,"LEFT" 表示被删除的旧代码© ascend-ai-coding, 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 7 other files (scripts, references) in external/mindstudio/gitcode-code-reviewer of ascend-ai-coding/awesome-ascend-skills.
Open the folder on GitHubat commit 62a4ecb
External Mindstudio Gitcode Code Reviewer 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 |
|---|---|---|---|---|---|---|
| External Mindstudio Gitcode Code Reviewer this skillascend-ai-coding/awesome-ascend-skills | 174 | — | ~1.7k | Automated safety check: Pass | MIT | |
| Understand Diff AnalysisEgonex-AI/Understand-Anything | 85k | 1 repos | ~1.4k | Automated safety check: Pass | MIT | |
| Open Code Review CLIalibaba/open-code-review | 44k | — | ~3.1k | Automated safety check: Pass | Apache-2.0 | |
| PR Review State Fetchprisma/orm | 48k | — | ~767 | Automated safety check: Pass | Apache-2.0 | |
| Knowledge Graph PR Reviewtirth8205/code-review-graph | 32k | — | ~452 | Automated safety check: Pass | MIT | |
| Review Triage Phaseprisma/orm | 48k | — | ~995 | Automated safety check: Pass | Apache-2.0 |
Egonex-AI/Understand-Anything
Reads your git changes or a pull request against a prebuilt knowledge graph of the project to explain what changed, which components are affected and what is risky.
alibaba/open-code-review
Runs the ocr command-line tool to review Git changes, a commit or a branch comparison with an AI model, returning line-level comments and optionally applying fixes.
prisma/orm
Fetches a pull request's canonical review state as JSON, validates it, and renders markdown, a text summary and triage target files from it using bundled scripts.
tirth8205/code-review-graph
Reviews a pull request or branch diff with a code knowledge graph and produces a structured review that includes blast-radius analysis.
prisma/orm
Runs the triage step of the review-framework loop: reads fetched PR review state, builds `review-actions.json`, validates it and renders `review-actions.md`.
yaklang/yakit
对 Yakit 仓库的代码改动做规范化 code review:按代码逻辑、TS 定义、UI 引用与 Props、CSS 样式、依赖版本、配置项六个维度审查,检查测试用例缺失,强制执行 tsc 类型检查与 vitest 测试验证,输出「结果汇总 / 明细解释 / 合并结论」三块报告,经用户确认后写入文件。当用户要求 review、审查、评审代码改动,或在提交、合并、提 PR…
ascend-ai-coding/awesome-ascend-skills
当用户需要对华为昇腾 NPU 进行硬件层面的管理、测试或诊断时使用此 skill。典型场景: - 查看 NPU 卡的状态、温度、利用率 - 测试内存带宽(h2d/d2h/d2d/p2p) - 跑算力/功耗基准测试(TFLOPS、TOPS) - 诊断 NPU 硬件故障或做健康检查 - 对 NPU 卡做压力测试(aicore、内存) - 复位/恢复卡住或异常的 NPU 卡 典型用户问题(即使不提…
ascend-ai-coding/awesome-ascend-skills
End-to-end AscendC custom operator development for Ascend NPU in an ascend-kernel (csrc/ops + build.sh + torchnpu PyTorch custom op) project.
ascend-ai-coding/awesome-ascend-skills
Complete toolkit for Huawei Ascend NPU model conversion and end-to-end inference adaptation.
ascend-ai-coding/awesome-ascend-skills
当需要编写 PyPTO 算子实现时使用此 skill。基于需求规格、设计方案和参考实现,生成完整可运行的 PyPTO 算子实现与配套测试、文档。Triggers: 实现算子、写 kernel、编写实现、写 impl、算子编码、开始编码、code the op、写 test、生成测试、写实现代码、op develop、kernel 实现。
ascend-ai-coding/awesome-ascend-skills
Analyze official Megatron-LM commits, PRs, and branch change sets to identify feature evolution, candidate breaking changes, and migration-relevant events.
ascend-ai-coding/awesome-ascend-skills
Track and normalize change requests against the official Megatron-LM repository by branch, PR, commit, commit range, or time window.
Works with
Categories
用于审查 GitCode PR,并结合 PR metadata、diff 与整个代码仓上下文生成深度审查结论或发布逐行评论。当用户希望 review GitCode PR、检查某个 GitCode PR 链接、分析变更风险、或将审查意见发布到 GitCode PR 时使用。典型触发方式包括“review this PR”“检视这个 PR”“检查 PR”,或直接提供 GitCode PR…. External Mindstudio Gitcode Code Reviewer is an agent skill from ascend-ai-coding/awesome-ascend-skills.
External Mindstudio Gitcode Code Reviewer fits situations like: tasks that involve Code review; tasks that involve Pull requests.
Run `npx skills add ascend-ai-coding/awesome-ascend-skills --skill external-mindstudio-gitcode-code-reviewer -a claude-code`. Or copy the skill folder (external/mindstudio/gitcode-code-reviewer in ascend-ai-coding/awesome-ascend-skills) into .claude/skills/external-mindstudio-gitcode-code-reviewer in your project. Claude Code loads it when a task matches its description.
Run `npx skills add ascend-ai-coding/awesome-ascend-skills --skill external-mindstudio-gitcode-code-reviewer -a codex`. Or copy the skill folder (external/mindstudio/gitcode-code-reviewer in ascend-ai-coding/awesome-ascend-skills) into .agents/skills/external-mindstudio-gitcode-code-reviewer 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 ascend-ai-coding/awesome-ascend-skills --skill external-mindstudio-gitcode-code-reviewer -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/external-mindstudio-gitcode-code-reviewer, .gemini/skills/external-mindstudio-gitcode-code-reviewer, .github/skills/external-mindstudio-gitcode-code-reviewer and .opencode/skills/external-mindstudio-gitcode-code-reviewer in your project.
Going by SKILL.md and its folder, External Mindstudio Gitcode Code Reviewer needs Python for the scripts in its folder, the command-line tools its instructions call (git, python and rg) and credentials named GITCODE_TOKEN. Our summary lists: Python 3; A credential in GITCODE_TOKEN.
SKILL.md names 2 domains. In commands or code: gitcode.com and api.gitcode.com; the agent is likely to contact these when it follows the instructions. 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.
External Mindstudio Gitcode Code Reviewer is published under the MIT licence (from the LICENSE file in the skill folder). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.7k tokens (SKILL.md is roughly 6.9k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 1.4k tokens, read only when the agent opens those files.
Skills that share tags, products or a category with External Mindstudio Gitcode Code Reviewer: Understand Diff Analysis (Egonex-AI/Understand-Anything, 85k stars), Open Code Review CLI (alibaba/open-code-review, 44k stars), PR Review State Fetch (prisma/orm, 48k stars) and Knowledge Graph PR Review (tirth8205/code-review-graph, 32k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
ascend-ai-coding (a GitHub organization) maintains it in ascend-ai-coding/awesome-ascend-skills, which has 174 GitHub stars. The repository holds 69 skills in this directory. The repository was last updated on October 7, 2026.
Source: ascend-ai-coding/awesome-ascend-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.