analyze-research SKILL.md skillA

analyze-research from devcodex-labs/devcodex is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add devcodex-labs/devcodex/analyze-research@git:20260730.6ee304a

Pins git:20260730.6ee304a in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
devcodex-labs/devcodex
Path
content/skills/analyze-research/SKILL.md
Versions recorded
1
Latest version
git:20260730.6ee304a, committed Jul 30, 2026
Size
3,578 bytes
Repository stars
432
License
AGPL-3.0

技术调研子类型规范 — 技术选型/可行性评估/根因调查,只读工作流.

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# Analyze Research Skill

> 子类型标识:`analyze.research`

## 触发条件

用户要求**调研、评估或比较**某技术方案,主要目标是获得信息和建议(而非直接实施)。

| 场景 | 示例 |
|------|------|
| 技术选型 | "对比 Redis/Memcached,推荐缓存方案" |
| 可行性评估 | "评估引入 GraphQL 的成本和收益" |
| 概念验证 | "验证 WebSocket 在我们架构下是否可行" |
| 依赖调研 | "调研 `@org/lib` 是否满足需求" |
| 根因调查 | "找出导致内存持续增长的根因" |
| 隐性推荐/取舍 | 用户问"是否应该""哪个更好""有没有更好建议",且结论会影响技术路线、产品/项目选择、时间/金钱投入或长期维护成本 |

## ⛔ 只读原则

调研过程中**禁止修改任何项目源码文件**。若结论需要代码变更,在报告中说明并建议切换到 dev/fix 工作流。

## 执行流程

| 步骤 | 动作 |
|------|------|
| 1 | 明确调研问题(一句话核心问题) |
| 2 | 确认调研范围(深度 + 技术栈约束) |
| 3 | 收集信息(profile + 源码 + 同类产品 / 项目 / 模块对比 + 依赖文档)并建立关联文件集合 |
| 4 | 分析评估(按调研类型,至少 3 轮) |
| 5 | 收敛前再跑一次 CRS,确认关联文件集合无遗漏 |
| 6 | PCV(收敛后汇总验证,含合理性 + 可实施性 + 收益) |
| 7 | 输出明确结论(禁止模糊结论) |
| 8 | 输出调研报告 |

## 统一联查矩阵(research 最小动作)

- `research` 默认执行 analyze-lite 联查:关键词提取 → 关联文件集合 → 收敛前再跑一次 CRS
- 命中控制面、多真相源、模板-示例-校验链或单轮发现 ≥5 条 / 出现 🔴 问题时,应主动建议升级到 `audit`
- `ComparativeResearchGate` 命中时,先比较同类产品 / 项目 / 本仓库相似模块 / 已有设计;若属于纯解释、低风险本地事实或用户明确要求快速答复,记录 `N/A + skipReason`,不得把普通问答默认升级成重调研
- 输入来自审查报告、AI review finding、audit issue 或代码评审发现时,必须执行 `ReviewFindingIntakeGate`:先把报告当线索补本地证据,再区分 must-fix、设计如此、用户决策、文档/实现漂移、测试覆盖缺口和未复现项

## 各类型输出格式

**技术选型**:
```text
推荐:[方案名]
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add devcodex-labs/devcodex/analyze-research@sha256:6e9772a5947b38ab

The line at the top of this page pins the label git:20260730.6ee304a, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_yghjfra6fsr246lx.svg)](https://markdownregistry.com/a/art_yghjfra6fsr246lx)

4 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 1 version of this file, committed on Jul 30, 2026.

versioncommittedcommitsizeaudit
git:20260730.6ee304a latest2026-07-30 6ee304a 3,578 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (3578 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

devcodex-labs/devcodex · 432 stars · license AGPL-3.0 · pushed 2026-10-27 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_yghjfra6fsr246lx
GET https://markdownregistry.com/api/v1/resolve?ref=devcodex-labs/devcodex/analyze-research
GET https://markdownregistry.com/api/v1/blob/6e9772a5947b38abbd0e023ec5c3c95049f53c4e753fe5e0dcb9fcb70b6e1c90

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

More from devcodex-labs/devcodex

accessibility-i18n SKILL.md skill
devcodex-labs/devcodex · content/skills/accessibility-i18n/SKILL.md · 无障碍与国际化专家 Owner — 当任务涉及可访问性、键盘操作、焦点、屏幕阅读器、ARIA、语言地区、本地化、RTL、翻译资源、用户可见文案或多语言文档时使用;要求把包容性体验和本地化验证绑定到真实用户路径。
git:20260730.6ee304a · audit A · 432 stars
ai-agent-system-architecture SKILL.md skill
devcodex-labs/devcodex · content/skills/ai-agent-system-architecture/SKILL.md · AI Agent 系统架构专家 Owner — 当任务涉及 Agent 路由、工具调用、上下文管理、记忆、状态机、权限、人机协作、可观测性、回放验证或模型辅助治理时使用;要求把 Agent 行为设计成可解释、可恢复、可审计。
git:20260907.36d3d18 · audit A · 432 stars
ai-evaluation-engineering SKILL.md skill
devcodex-labs/devcodex · content/skills/ai-evaluation-engineering/SKILL.md · AI 评测工程专家 Owner — 当任务涉及模型/Prompt 评测、模型选择、黄金集、评分量表、LLM-as-judge、Judge 校准、重复采样、方差、质量-成本-延迟权衡、提示词回归或模型升级回归时使用;要求把概率性结果转化为可复…
git:20260730.6ee304a · audit A · 432 stars
analyze-default SKILL.md skill
devcodex-labs/devcodex · content/skills/analyze-default/SKILL.md · 默认分析工作流规范 — 只读多轮分析、代码事实优先、analyze-lite 关联联查与 PCV 收敛验证
git:20260730.6ee304a · audit A · 432 stars
api-contract-architecture SKILL.md skill
devcodex-labs/devcodex · content/skills/api-contract-architecture/SKILL.md · API 契约架构专家 Owner — 当任务涉及 public API、HTTP/SDK/CLI 契约、版本兼容、错误模型、分页过滤、幂等、Schema、类型、迁移或消费者影响时使用;要求先冻结消费者契约,再设计实现与验证。
git:20261021.9117d5c · audit A · 432 stars
api-verification SKILL.md skill
devcodex-labs/devcodex · content/skills/api-verification/SKILL.md · 接口验证规范 — 双产物(.http + .cjs)生成 + 自动化执行脚本
git:20260730.6ee304a · audit A · 432 stars
architecture-design SKILL.md skill
devcodex-labs/devcodex · content/skills/architecture-design/SKILL.md · 架构设计文档编排 Owner — 当用户要求架构设计、系统设计、技术架构或可指导开发、Review 与任务拆分的完整方案时使用;要求从业务流程反推节点、状态、数据、一致性、异常补偿、ADR 与实施任务。
git:20260917.1dd4525 · audit A · 432 stars
audit-common SKILL.md skill
devcodex-labs/devcodex · content/skills/audit-common/SKILL.md · 审查公共维度 G0~G5 + Profile Freshness Check — 所有 audit 子类型必先执行的基础维度层
git:20261018.fda4337 · audit A · 432 stars
audit-dimensions SKILL.md skill
devcodex-labs/devcodex · content/skills/audit-dimensions/SKILL.md · D1~D25 规范文件审查维度总览 — 规范库/specs 文件专属审查层
git:20261018.fda4337 · audit A · 432 stars
audit-document SKILL.md skill
devcodex-labs/devcodex · content/skills/audit-document/SKILL.md · 通用文档审查维度 DA-1~DA-6 — README/架构文档/开发指南专属审查层
git:20260908.6caf1bf · audit A · 432 stars
audit-execution-guide SKILL.md skill
devcodex-labs/devcodex · content/skills/audit-execution-guide/SKILL.md · 审查执行指南 — 维度优先级分批、定向审查子集、联动检查清单
git:20261017.e96e3c4 · audit A · 432 stars
audit-project SKILL.md skill
devcodex-labs/devcodex · content/skills/audit-project/SKILL.md · 项目工程审查维度 PE-1~PE-12 — 代码质量/项目结构/依赖安全/资源泄漏专属审查层
git:20260730.6ee304a · audit A · 432 stars

Every file in devcodex-labs/devcodex

Browse by kind, by grade A, or by owner.