research SKILL.md skillA

research from lixiuxiu559/agentforge is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add lixiuxiu559/agentforge/research@git:20261023.3bafb01

Pins git:20261023.3bafb01 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
lixiuxiu559/agentforge
Path
skills/research/SKILL.md
Versions recorded
5
Latest version
git:20261023.3bafb01, committed Oct 23, 2026
First version recorded
Sep 29, 2026
Size
3,110 bytes
Repository stars
4
License
MIT

对需要多步取证、交叉验证或比较分析的问题开展系统调查,形成有证据支持的结论。适用于跨模块行为调查、版本差异分析、技术方案比较及存在多种解释的疑难问题。不用于简单事实查询、定位符号或配置、单次文档查阅,以及其他技能中的常规信息确认。.

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

# 调研与调查工作流

## 目标与适用范围

将调查问题转化为有证据支持、可复核的结果。只负责调查取证与调查任务编排,交付调查结果。

需要追踪多个线索、验证不同解释或综合证据进行比较时使用;简单事实查询直接处理。用户明确指定时遵从,并按问题规模精简过程,不以文件数量或耗时决定调查规模。

## 调查问题与范围

明确要回答的问题、调查范围,以及相关的版本、时间和环境条件;遵循用户、项目或调用方的交付要求。

问题模糊时,先拆成可验证的问题,避免无目标泛搜。只确定与本次调查相关的条件,不要求所有调查都具备代码项目、分支或运行环境。

## 证据要求

根据调查问题,优先使用与目标版本、环境和时间范围一致的一手证据。区分规定行为与实际行为,不把当前实现直接当成正确需求,也不把文档说明直接当成运行事实。

关键结论通过独立来源或不同验证方式交叉核对;不同页面转述同一来源,不算独立证据。主动核对影响结论的反证和证据冲突,无法解决时保留不确定性,不只选取支持预想结论的材料。

证据应可定位,并能说明其适用条件;来源存在不等于支持结论。

## 调查任务委派

需要隔离大量材料或分配独立调查问题时,使用宿主的通用子 agent 能力;独立且无冲突的任务才并行,无派发能力时自行调查。

任务说明包含问题、范围、相关版本与条件、实际可用的项目或资料位置、必要的技能资源及交付要求。子 agent 只调查分配的问题,按本技能的结果要求返回,不代替主 Agent 决策。

主 Agent 等待实际结果,核对支撑关键结论的证据;发现缺失、冲突或版本不一致时补证。未完成或失败的调查不能算作已验证。

## 结果要求

直接回答调查问题,给出关键证据与结论;篇幅按问题规模调整,不强制套完整报告模板。结果应清楚区分:

- **事实**:直接观察或核实的内容,附可定位的来源及相关版本、时间或环境条件。
- **推断**:基于事实得出的解释,说明推理依据,不把假设写成已验证事实。
- **未确认项**:证据、权限或工具不足以确认的部分,以及影响结论的反证、证据冲突和适用限制。

说明关键结论的确定程度及依据,不强制使用统一的置信度标签。证据不足时允许交付未确定结论;“没有查到”不等于“不存在”,“工具不可用”不等于“系统没有数据”。

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add lixiuxiu559/agentforge/research@sha256:27aabc8a37e8fc91

The line at the top of this page pins the label git:20261023.3bafb01, 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_zz7v2op6lbwpf4ps.svg)](https://markdownregistry.com/a/art_zz7v2op6lbwpf4ps)

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

Versions

The registry has recorded 5 versions of this file, between Sep 29, 2026 and Oct 23, 2026, about one every 6 days.

versioncommittedcommitsizeaudit
git:20261023.3bafb01 latest2026-10-23 3bafb01 3,110 BA view · diff
git:20261016.211e1882026-10-16 211e188 6,385 BA view · diff
git:20261009.171c8e92026-10-09 171c8e9 4,884 BA view · diff
git:20260930.d24348c2026-09-30 d24348c 4,666 BA view · diff
git:20260929.953d5512026-09-29 953d551 4,357 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 (3110 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

lixiuxiu559/agentforge · 4 stars · license MIT · pushed 2026-10-31 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_zz7v2op6lbwpf4ps
GET https://markdownregistry.com/api/v1/resolve?ref=lixiuxiu559/agentforge/research
GET https://markdownregistry.com/api/v1/blob/27aabc8a37e8fc91447158dad2b81ae3b8993e40b886bc61cfd20b90b26adf72

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 lixiuxiu559/agentforge

AGENTS.md AGENTS.md file
lixiuxiu559/agentforge · AGENTS.md
git:20261031.86f03d1 · audit A · 4 stars
architecture-design SKILL.md skill
lixiuxiu559/agentforge · skills/architecture-design/SKILL.md · 将需求、原型或明确技术问题转为完整的系统设计,默认交付含可见图示的 HTML。比较可行方案并由用户决定关键取舍,再完成整体与必要专项设计、风险验证和一致性复核;复杂专项可委派子…
git:20261030.1326a85 · audit A · 4 stars
architecture-scout SKILL.md skill
lixiuxiu559/agentforge · skills/architecture-scout/SKILL.md · 仅在用户明确要求架构机会调查时使用。调查值得深化的模块边界、跨模块修改的根因和难测试的结构;只报告,不修改代码,允许零候选。
git:20260929.5c4b103 · audit A · 4 stars
bug-debugging SKILL.md skill
lixiuxiu559/agentforge · skills/bug-debugging/SKILL.md · 针对具体错误、失败测试、偶发异常或性能回归定位根因,并在用户确认修复方案后实施修复。适用于“排查这个 bug”“为什么这里失败”“修好这个异常”;不用于泛泛讲解报错含义、无具体症状的全仓找 bug 或仅评审 diff。
git:20260930.d24348c · audit A · 4 stars
complexity-audit SKILL.md skill
lixiuxiu559/agentforge · skills/complexity-audit/SKILL.md · 代码复杂度风险审计能力。当需要评估函数是否难以安全修改、分析复杂度与测试覆盖率、定位高 CRAP 值方法,或执行 Java、Python、Go、JavaScript、TypeScript 复杂度体检时使用。该能力只生成审计报告,不修改代码。
git:20260928.1f1d004 · audit A · 4 stars
diff-review SKILL.md skill
lixiuxiu559/agentforge · skills/diff-review/SKILL.md · 三轴代码评审。沿 Correctness(有 bug 吗)、Standards(符合本仓库文档化的编码规范吗)、Spec(忠实实现原始需求吗)三条轴评审一个 diff,各轴独立报告、不合并、不重排。当用户要求评审改动、做提交前审查、找…
git:20260929.9c61219 · audit A · 4 stars
implementation-workflow SKILL.md skill
lixiuxiu559/agentforge · skills/implementation-workflow/SKILL.md · 实施编排工作流。当用户要求实现功能、修复 Bug、重构代码、补充测试、拆分开发任务、并行编码或按质量门完成开发时使用。负责评估任务、拆分依赖、调度实施子任务,并按风险选择性调用 diff-review…
git:20261030.1326a85 · audit A · 4 stars
mutation-testing SKILL.md skill
lixiuxiu559/agentforge · skills/mutation-testing/SKILL.md · 通过项目已有突变测试工具审计现有测试能否发现代码逻辑错误。用户要求运行突变测试、分析存活突变体或无覆盖突变体时使用。支持 Java、Python、Go、JavaScript、TypeScript;只报告,不修改代码或测试。业务测试用例设计与…
git:20261009.171c8e9 · audit A · 4 stars
pm SKILL.md skill
lixiuxiu559/agentforge · skills/pm/SKILL.md · 将产品想法或需求变更整理为可评审、可验证的 PRD,默认交付便于阅读的 HTML 文件。当用户要求撰写或完善 PRD、梳理需求、明确业务规则、范围、用户故事或验收标准时使用。只澄清影响业务规则、范围或验收的缺口;需求明确时直接产出。只交付需…
git:20261029.640ec95 · audit A · 4 stars
prototype SKILL.md skill
lixiuxiu559/agentforge · skills/prototype/SKILL.md · 将 PRD 或明确的页面需求转为可走查的 HTML 原型与页面、字段、交互状态清单。当用户要求画原型、设计页面、制作 mockup 或修改已有原型时使用;只交付原型设计,不实施生产前端、设计 API 或部署。
git:20261029.640ec95 · audit A · 4 stars
test-design SKILL.md skill
lixiuxiu559/agentforge · skills/test-design/SKILL.md · 独立基于业务规则和可用材料设计测试用例、评估场景与断言缺口,默认交付便于阅读的 HTML 测试设计。适用于开发前的用例设计、检查已有用例遗漏和评估业务场景覆盖;不要求已有架构方案,不编写或执行测试,不运行覆盖率/突变工具或诊断修复失败。
git:20261029.640ec95 · audit A · 4 stars
wiki SKILL.md skill
lixiuxiu559/agentforge · skills/wiki/SKILL.md · 为代码仓库生成并维护项目 Wiki(项目文档、知识库、代码导读、架构说明、模块说明、开发指南),既供 Agent 按目录查阅,也供人阅读;Markdown 提交在仓库…
git:20261031.d2c78c3 · audit A · 4 stars

Every file in lixiuxiu559/agentforge

Other files named research

research SKILL.md skill
yeachan-heo/oh-my-claudecode · skills/research/SKILL.md · Investigate an open question and return grounded, sourced findings
git:20260818.3222f6d · audit A · 40,492 stars
research SKILL.md skill
vinvcn/mattpocock-skills-zh-cn · skills/engineering/research/SKILL.md · 对照高可信一手来源调研问题,并把发现保存为仓库中的 Markdown 文件。适用于用户想调研主题、收集文档或 API 事实,或把阅读工作委托给后台代理时。
git:20260704.c71ad54 · audit A · 5,526 stars
research SKILL.md skill
alsk1992/cloddsbot · src/skills/bundled/research/SKILL.md · Research prediction markets - base rates, resolution rules, historical data
git:20260127.930cd97 · audit A · 3,052 stars
research SKILL.md skill
sethgammon/citadel · skills/research/SKILL.md · Focused research investigations. Converts questions into structured findings with confidence levels and source…
git:20260810.9641280 · audit A · 929 stars
research SKILL.md skill
zhongkaifu/tensorsharp · TensorAgent/skills/research/SKILL.md · Use for web searches and current information lookups, finding sources, and fact-checking without being given any URLs…
git:20261015.4e92754 · audit B · 651 stars
research SKILL.md skill
oliver-kriska/claude-elixir-phoenix · plugins/elixir-phoenix/skills/research/SKILL.md · Research Elixir/Phoenix/Ecto topics or evaluate Hex libraries (--library). Use when learning about libraries, patterns…
git:20260929.c08ad14 · audit A · 572 stars
research SKILL.md skill
boshu2/agentops · skills/research/SKILL.md · Answer one cited question on code, history, claims or patterns. Use when: asked how it works, why it changed, if a…
git:20261026.1b5f59a · audit A · 450 stars
research SKILL.md skill
aiskillstore/marketplace · pending/warpdotdev/research/SKILL.md · Delegate noisy investigation to one or more subagents so the orchestrator's context stays clean, then work from the…
git:20260904.fce3b5e · audit A · 450 stars

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