ShortlistLens
Structured website and review evidence for AI-assisted local-business shortlisting.
Crawler Summary
标准化“需求描述 → 规范检索 (QMD) → 实现改动 → GitLab MCP 创建 MR → 代码评审报告”的流程技能。 --- name: gitlab-mr-review-flow description: 标准化“需求描述 → 规范检索 (QMD) → 实现改动 → GitLab MCP 创建 MR → 代码评审报告”的流程技能。 --- GitLab MR Review Flow with QMD & Rules Overview 规范化执行从需求拆解到 MR 创建与代码评审的全流程。 **核心增强**: 1. **QMD 集成**:在开发前自动检索相关的工程规范与文档。 2. **GitLab MCP**:强制使用 MCP 工具管理 MR。 3. **中文评审报告**:按规范输出标准化报告。 Workflow Decision Tree - 需要检索内部规范/文档 → 使用 qmd skill (search/get)。 - 需要隔离环境/并行修改 → 使用 using-git-worktrees skill。 - 涉及任何 git 操作 Capability contract not published. No trust telemetry is available yet. Last updated 4/15/2026.
Freshness
Last checked 4/15/2026
Best For
gitlab-mr-review-flow is best for general automation workflows where MCP compatibility matters.
Not Ideal For
Contract metadata is missing or unavailable for deterministic execution.
Evidence Sources Checked
editorial-content, GITHUB OPENCLEW, runtime-metrics, public facts pack
标准化“需求描述 → 规范检索 (QMD) → 实现改动 → GitLab MCP 创建 MR → 代码评审报告”的流程技能。 --- name: gitlab-mr-review-flow description: 标准化“需求描述 → 规范检索 (QMD) → 实现改动 → GitLab MCP 创建 MR → 代码评审报告”的流程技能。 --- GitLab MR Review Flow with QMD & Rules Overview 规范化执行从需求拆解到 MR 创建与代码评审的全流程。 **核心增强**: 1. **QMD 集成**:在开发前自动检索相关的工程规范与文档。 2. **GitLab MCP**:强制使用 MCP 工具管理 MR。 3. **中文评审报告**:按规范输出标准化报告。 Workflow Decision Tree - 需要检索内部规范/文档 → 使用 qmd skill (search/get)。 - 需要隔离环境/并行修改 → 使用 using-git-worktrees skill。 - 涉及任何 git 操作
Public facts
4
Change events
1
Artifacts
0
Freshness
Apr 15, 2026
Capability contract not published. No trust telemetry is available yet. Last updated 4/15/2026.
Trust score
Unknown
Compatibility
MCP
Freshness
Apr 15, 2026
Vendor
Doctoroyy
Artifacts
0
Benchmarks
0
Last release
Unpublished
Key links, install path, and a quick operational read before the deeper crawl record.
Summary
Capability contract not published. No trust telemetry is available yet. Last updated 4/15/2026.
Setup snapshot
git clone https://github.com/doctoroyy/gitlab-mr-review-flow.gitSetup complexity is LOW. This package is likely designed for quick installation with minimal external side-effects.
Final validation: Expose the agent to a mock request payload inside a sandbox and trace the network egress before allowing access to real customer data.
Everything public we have scraped or crawled about this agent, grouped by evidence type with provenance.
Vendor
Doctoroyy
Protocol compatibility
MCP
Handshake status
UNKNOWN
Crawlable docs
6 indexed pages on the official domain
Merged public release, docs, artifact, benchmark, pricing, and trust refresh events.
Extracted files, examples, snippets, parameters, dependencies, permissions, and artifact metadata.
Extracted files
0
Examples
6
Snippets
0
Languages
typescript
Parameters
bash
# 示例
qmd search "API 规范"
qmd search "数据库命名"bash
qmd get "path/to/relevant-doc.md"
bash
# 自动创建 Target 和 Source 分支
./scripts/start_feature.sh "{feature-name}"bash
# Usage: ./scripts/create_mr.sh "MR Title" export GITLAB_PERSONAL_ACCESS_TOKEN="<your-token>" ./scripts/create_mr.sh "feat: <Title>"
markdown
**AI Review:** {YYYYMMDD}-{BUILD_ID}
**参考规范库**: {列出参考的 QMD 文档}
对比基准: {BASE_BRANCH}
一、规范符合度检查 (Based on QMD)
- [ ] 规范A: {检查结果}
- [ ] 规范B: {检查结果}
二、严重问题
...
三、中等问题
...
四、总结
...bash
# Usage: ./scripts/post_comment.sh <file> <line> "<comment>" ./scripts/post_comment.sh "bad_code.py" 10 "❌ Violation: ..."
Full documentation captured from public sources, including the complete README when available.
Docs source
GITHUB OPENCLEW
Editorial quality
ready
标准化“需求描述 → 规范检索 (QMD) → 实现改动 → GitLab MCP 创建 MR → 代码评审报告”的流程技能。 --- name: gitlab-mr-review-flow description: 标准化“需求描述 → 规范检索 (QMD) → 实现改动 → GitLab MCP 创建 MR → 代码评审报告”的流程技能。 --- GitLab MR Review Flow with QMD & Rules Overview 规范化执行从需求拆解到 MR 创建与代码评审的全流程。 **核心增强**: 1. **QMD 集成**:在开发前自动检索相关的工程规范与文档。 2. **GitLab MCP**:强制使用 MCP 工具管理 MR。 3. **中文评审报告**:按规范输出标准化报告。 Workflow Decision Tree - 需要检索内部规范/文档 → 使用 qmd skill (search/get)。 - 需要隔离环境/并行修改 → 使用 using-git-worktrees skill。 - 涉及任何 git 操作
规范化执行从需求拆解到 MR 创建与代码评审的全流程。 核心增强:
qmd skill (search/get)。using-git-worktrees skill。git-master skill。requesting-code-review skill 并输出中文报告。收集并确认:
在动手写代码前,先检索相关的业务或技术规范。
# 示例
qmd search "API 规范"
qmd search "数据库命名"
qmd get "path/to/relevant-doc.md"
AGENTS.md 约束。using-git-worktrees。fix-{feature}-mr 或 feat-{feature}-mr (空分支)fix-{feature} 或 feat-{feature} (含改动)# 自动创建 Target 和 Source 分支
./scripts/start_feature.sh "{feature-name}"
必须使用 GitLab MCP。禁止浏览器操作。
MR 描述模板 (需包含根因、改动、以及遵循的规范):
(Script create_mr.sh contains the template)
Automatically create MR using the script:
# Usage: ./scripts/create_mr.sh "MR Title"
export GITLAB_PERSONAL_ACCESS_TOKEN="<your-token>"
./scripts/create_mr.sh "feat: <Title>"
调用 requesting-code-review skill,结合 Step 2 获取的规范进行评审。
评审重点:
报告模板:
**AI Review:** {YYYYMMDD}-{BUILD_ID}
**参考规范库**: {列出参考的 QMD 文档}
对比基准: {BASE_BRANCH}
一、规范符合度检查 (Based on QMD)
- [ ] 规范A: {检查结果}
- [ ] 规范B: {检查结果}
二、严重问题
...
三、中等问题
...
四、总结
...
对于规范违例,必须在 MR Diff 中进行行级评论。
# Usage: ./scripts/post_comment.sh <file> <line> "<comment>"
./scripts/post_comment.sh "bad_code.py" 10 "❌ Violation: ..."
Machine endpoints, protocol fit, contract coverage, invocation examples, and guardrails for agent-to-agent use.
Contract coverage
Status
missing
Auth
None
Streaming
No
Data region
Unspecified
Protocol support
Requires: none
Forbidden: none
Guardrails
Operational confidence: low
curl -s "https://www.xpersona.co/api/v1/agents/doctoroyy-gitlab-mr-review-flow/snapshot"
curl -s "https://www.xpersona.co/api/v1/agents/doctoroyy-gitlab-mr-review-flow/contract"
curl -s "https://www.xpersona.co/api/v1/agents/doctoroyy-gitlab-mr-review-flow/trust"
Trust and runtime signals, benchmark suites, failure patterns, and practical risk constraints.
Trust signals
Handshake
UNKNOWN
Confidence
unknown
Attempts 30d
unknown
Fallback rate
unknown
Runtime metrics
Observed P50
unknown
Observed P95
unknown
Rate limit
unknown
Estimated cost
unknown
Do not use if
Every public screenshot, visual asset, demo link, and owner-provided destination tied to this agent.
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Contract JSON
{
"contractStatus": "missing",
"authModes": [],
"requires": [],
"forbidden": [],
"supportsMcp": false,
"supportsA2a": false,
"supportsStreaming": false,
"inputSchemaRef": null,
"outputSchemaRef": null,
"dataRegion": null,
"contractUpdatedAt": null,
"sourceUpdatedAt": null,
"freshnessSeconds": null
}Invocation Guide
{
"preferredApi": {
"snapshotUrl": "https://www.xpersona.co/api/v1/agents/doctoroyy-gitlab-mr-review-flow/snapshot",
"contractUrl": "https://www.xpersona.co/api/v1/agents/doctoroyy-gitlab-mr-review-flow/contract",
"trustUrl": "https://www.xpersona.co/api/v1/agents/doctoroyy-gitlab-mr-review-flow/trust"
},
"curlExamples": [
"curl -s \"https://www.xpersona.co/api/v1/agents/doctoroyy-gitlab-mr-review-flow/snapshot\"",
"curl -s \"https://www.xpersona.co/api/v1/agents/doctoroyy-gitlab-mr-review-flow/contract\"",
"curl -s \"https://www.xpersona.co/api/v1/agents/doctoroyy-gitlab-mr-review-flow/trust\""
],
"jsonRequestTemplate": {
"query": "summarize this repo",
"constraints": {
"maxLatencyMs": 2000,
"protocolPreference": [
"MCP"
]
}
},
"jsonResponseTemplate": {
"ok": true,
"result": {
"summary": "...",
"confidence": 0.9
},
"meta": {
"source": "GITHUB_OPENCLEW",
"generatedAt": "2026-10-09T03:28:03.433Z"
}
},
"retryPolicy": {
"maxAttempts": 3,
"backoffMs": [
500,
1500,
3500
],
"retryableConditions": [
"HTTP_429",
"HTTP_503",
"NETWORK_TIMEOUT"
]
}
}Trust JSON
{
"status": "unavailable",
"handshakeStatus": "UNKNOWN",
"verificationFreshnessHours": null,
"reputationScore": null,
"p95LatencyMs": null,
"successRate30d": null,
"fallbackRate": null,
"attempts30d": null,
"trustUpdatedAt": null,
"trustConfidence": "unknown",
"sourceUpdatedAt": null,
"freshnessSeconds": null
}Capability Matrix
{
"rows": [
{
"key": "MCP",
"type": "protocol",
"support": "unknown",
"confidenceSource": "profile",
"notes": "Listed on profile"
}
],
"flattenedTokens": "protocol:MCP|unknown|profile"
}Facts JSON
[
{
"factKey": "docs_crawl",
"label": "Crawlable docs",
"value": "6 indexed pages on the official domain",
"category": "integration",
"href": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
"sourceUrl": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
"sourceType": "search_document",
"confidence": "medium",
"observedAt": "2026-04-15T05:03:46.393Z",
"isPublic": true,
"metadata": {}
},
{
"factKey": "vendor",
"label": "Vendor",
"value": "Doctoroyy",
"category": "vendor",
"href": "https://github.com/doctoroyy/gitlab-mr-review-flow",
"sourceUrl": "https://github.com/doctoroyy/gitlab-mr-review-flow",
"sourceType": "profile",
"confidence": "medium",
"observedAt": "2026-04-15T02:16:05.162Z",
"isPublic": true,
"metadata": {}
},
{
"factKey": "protocols",
"label": "Protocol compatibility",
"value": "MCP",
"category": "compatibility",
"href": "https://www.xpersona.co/api/v1/agents/doctoroyy-gitlab-mr-review-flow/contract",
"sourceUrl": "https://www.xpersona.co/api/v1/agents/doctoroyy-gitlab-mr-review-flow/contract",
"sourceType": "contract",
"confidence": "medium",
"observedAt": "2026-04-15T02:16:05.162Z",
"isPublic": true,
"metadata": {}
},
{
"factKey": "handshake_status",
"label": "Handshake status",
"value": "UNKNOWN",
"category": "security",
"href": "https://www.xpersona.co/api/v1/agents/doctoroyy-gitlab-mr-review-flow/trust",
"sourceUrl": "https://www.xpersona.co/api/v1/agents/doctoroyy-gitlab-mr-review-flow/trust",
"sourceType": "trust",
"confidence": "medium",
"observedAt": null,
"isPublic": true,
"metadata": {}
}
]Change Events JSON
[
{
"eventType": "docs_update",
"title": "Docs refreshed: Sign in to GitHub · GitHub",
"description": "Fresh crawlable documentation was indexed for the official domain.",
"href": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
"sourceUrl": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
"sourceType": "search_document",
"confidence": "medium",
"observedAt": "2026-04-15T05:03:46.393Z",
"isPublic": true,
"metadata": {}
}
]Sponsored
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