Evidence-Audited Technical Research Agent Skill

Conducts evidence-backed technical research across official documentation, code repositories, and global developer communities to deliver…

Context cost
6.4k tokensestimated from the bundle, loaded when it triggers
Bundle
9 files · 28.5 kB1 script among them — read before you run
Licence
MITthe author’s own terms
Last change
—no release on file
Servers it uses
Noneruns standalone

What it does

对技术问题执行轻量深度研究:以官方文档、规范、源码和安全公告为证据底座,检索 GitHub、Stack Overflow/Stack Exchange,并按问题选择 Gitee、V2EX、项目官方论坛、CSDN、稀土掘金、SegmentFault、博客园或 Hacker News。用户要排错、找代码、做版本兼容判断、比较技术方案或验证社区经验时使用。调用后自动规划检索、深挖关键证据、检查可复现性/时效/安全与疑似 AI/SEO 灌水,并为解法给出 0–100 分和 A–E 置信等级。

What this skill changes about the agent has not been set out here as a list. Its SKILL.md, shown below, says it in the author’s own words.

documentationresearch

The skill itself

A skill is instructions the model reads, so you can see what you are getting: below is the start of its SKILL.md. The front matter loads with every session, the body loads when the skill triggers, and the whole file comes with the install.

SKILL.md6.6 kB · preview
--- name: diving-in-tech ---
7# Diving in Tech
8
9当前版本:0.3.0
10
11这是一个精简的技术研究 Skill,不是链接聚合器。每次调用自动执行“问题建模 → 精选来源 → 证据深挖 → 交叉验证 → A–E 评级 → 最小可执行结论”。准确性来自证据链和复现,不来自搜索平台数量。
12
13## 默认行为
14
151. 从请求和工作区识别准确错误、语言/框架、版本、操作系统、部署环境、约束和已尝试方案;搜索前移除路径、令牌、内部域名和业务标识。
162. 先查当前版本的官方文档、规范/RFC、发布说明、安全公告、包元数据与源码,再查 GitHub 和 Stack Overflow/Stack Exchange。
173. 根据问题类型最多选择两个补充社区:国产开源优先 Gitee,中文实战/运维优先 V2EX,项目特定问题优先官方论坛;CSDN、掘金、SegmentFault、博客园用于提高中文召回,Hacker News 仅用于新技术、架构和生态争议。
184. 专用 Connector、官方 API、MCP 或 CLI 优先;浏览器只做低量、只读、可见 UI 搜索。没有结果的平台直接记录缺口,不为“覆盖全平台”填充低质量答案。
195. 对候选先去重并追到原始文档、提交、PR、issue 或作者;只深挖与当前版本和根因真正匹配的来源。
206. 能在用户项目中安全复现时执行最小验证;不能复现时明确证据边界和验证步骤。
21
22详细来源选择见 [平台与证据路由](references/platform-routing.md)。浏览器或登录态读取必须遵守 [安全边界](references/safety-and-terms.md)。
23
24## 能力与登录预检
25
This is a preview of SKILL.md. Download or install the skill to get the whole thing.
In the file
SKILL.md193 words
Files9
LicenceMIT
Why you can read it

Nothing in a skill executes. The client loads the text and the model follows it, so a skill can be audited the way a runbook is — by reading it.

What it costs in context

Skills are not billed by the call. They are paid for in context: every token the instructions occupy is a token your code, your diff and your conversation cannot use. Here is what this one takes and when it takes it.

≈70
always loaded
The name and description, so the model knows the skill exists and when to reach for it.
6,330
on trigger
The instruction body and 8 supporting files, read only when the skill fires.
3.2%
of a 200k window
Ten skills this size would take about 32% of the window before you open a file.
050k100k150k200k context window

6.4k tokens, estimated from the bundle at four bytes to the token, held for the rest of the session once it triggers. Heavy. Teams tend to install this one per project rather than globally, and load it only when the job comes up.

Servers bill, skills cost

A server charges by the month. A skill charges once per session, in context, and then keeps charging it for as long as the session lives.

Before and after

The same question, put to the same model twice: once as it comes, and once with these instructions loaded.

No worked example has been published for this skill yet.

The procedure it runs

The procedure has not been set out here step by step. It is in the body of its SKILL.md: the start of it is shown above, and the whole file comes with the install.

Prose, not code

These steps are written for a model to follow, not executed by a runtime. It can still be told to skip one, and it will say so when it does.

Servers it uses

None. This skill calls no MCP servers at all.

Everything it needs is in the instructions, so it works in a project with nothing connected — the model reads the file and changes how it works with what it can already reach.

Its SKILL.md does not declare which tools it asks the agent for, so what it touches is whatever the instructions themselves ask for — read them before you install it.

What it asks for
Writes filesnot declared
Network accessnot declared

This SKILL.md carries no allowed-tools line, so neither is declared. A skill grants no permissions of its own — it can only ask for tools your client already has.

What it will not do

Every skill is narrow, and the useful ones say where they stop. These are the jobs this one is the wrong tool for.

What this skill is not for has not been published here. Nothing is implied by that: it is a section the author has not filled in.

What is in the bundle

9 files, 28.5 kB on disk. Mostly text — the instructions the model reads — with 1 script in it that your client would run only if the instructions tell it to.

  • SKILL.md6.6 kB
  • agents/openai.yaml0.4 kB
  • references/output-contract.md2.8 kB
  • references/platform-routing.md4.1 kB
  • references/quality-audit.md4.5 kB
  • references/research-loop.md2.5 kB
  • references/reuse-decisions.md2.2 kB
  • references/safety-and-terms.md2.5 kB
  • scripts/rate_evidence.py2.9 kB
What is not in it

A skill installs nothing and depends on nothing: it is a folder your client reads. This one carries 1 script beside the text, so the bundle is 9 files you can review in full before installing. The MIT licence covers the templates and examples as well as the instructions.

Install

Installing copies the bundle into your project. Nothing runs at install time — the files sit on disk until the model reads them.

# Evidence-Audited Technical Research · 6.4k tokens when loaded · macOS, Linux mkdir -p .claude/skills && t=$(mktemp -d) && curl -fsSL -o "$t/bundle.tar.gz" https://mcprush.com/api/skills/evidence-audited-technical-research/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/evidence-audited-technical-research" ] && { [ ! -e .claude/skills/evidence-audited-technical-research ] || { mv .claude/skills/evidence-audited-technical-research "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/evidence-audited-technical-research" .claude/skills/ && echo "Installed .claude/skills/evidence-audited-technical-research"
On Windows, or any OS with Node 20+
npx mcprush@latest skill add weizesunmd-byte/evidence-audited-technical-research

Windows PowerShell says 'running scripts is disabled on this system'? Run Set-ExecutionPolicy -Scope CurrentUser RemoteSigned once, or type npx.cmd instead of npx (codex.cmd, gemini.cmd, grok.cmd likewise). PowerShell 7 needs neither. Writes to .claude/skills/evidence-audited-technical-research/ in the current project. For every project instead, run mkdir -p ~/.claude/skills && t=$(mktemp -d) && curl -fsSL -o "$t/bundle.tar.gz" https://mcprush.com/api/skills/evidence-audited-technical-research/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/evidence-audited-technical-research" ] && { [ ! -e ~/.claude/skills/evidence-audited-technical-research ] || { mv ~/.claude/skills/evidence-audited-technical-research "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/evidence-audited-technical-research" ~/.claude/skills/ && echo "Installed ~/.claude/skills/evidence-audited-technical-research" (macOS, Linux) — or add --global to the npx line. The curl line replaces .claude/skills/evidence-audited-technical-research/ only after the download succeeds, so files left there by another skill of the same name, or by an older release, do not mix in. A copy already there is moved aside, not deleted, and the line prints where. It appears as diving-in-tech in Gemini CLI, Codex, Copilot and Grok (its own name); Claude Code lists it by the folder name, evidence-audited-technical-research.

Which clients pick it up on their own

A skill is a folder of text. Most of these read a skills folder and pick it up without being told; the rest take the same folder another way — an upload in the app, a parameter on an API call — and then choose it by its description just the same.

Claude Code.claude/skills/
Claude DesktopCustomize › Skills
ChatGPTSkills › Create › Upload
Cursor.cursor/skills/
VS Code.github/skills/
Codex CLI.agents/skills/
Gemini CLI.gemini/skills/
Grok Build.grok/skills/
Microsoft CopilotSkills › Upload a skill
PerplexityComputer › Skills › Upload a skill
DeepSeek Harness.dsh/skills/
Zed.agents/skills/
Devin Desktop.devin/skills/
Windsurf (legacy).windsurf/skills/
OpenAI Agents SDKInstructions or sandbox Skills
HTTP / APIa request parameter
This release
Versionnot versioned
Publishedno release date on file
PriceFree
Referenceweizesunmd-byte/evidence-audited-technical-research

Versions

Its author publishes no version number, so there is nothing here to pin to: what you install is the folder as it stands today. Instructions change more often than APIs do — a skill can be rewritten entirely without anything it depends on moving.

Pinning

Nothing to pin to: this skill carries no version number of its own. What you install is what the folder holds on the day you install it.

Reviews

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Anybody with an account, one review each. It carries the version that was current when you wrote it, and the publisher may reply once.

Who wrote it

WB
weizesunmd-byte

Publishes on mcprush.

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