Paper River Research Tracer Agent Skill

Traces and explains the intellectual lineage and problem evolution of academic papers through recursive citation analysis and…

Context cost
1.7k tokensestimated from the bundle, loaded when it triggers
Bundle
1 of 2 fileshanded out here; the rest is at its source
Licence
MITthe author’s own terms
Last change
—v1.0.0
Servers it uses
Noneruns standalone

What it does

论文倒读法:给一篇论文,递归找出它批判和改进的前序论文(最多5层),再找它之后的最新进展,从源头正向讲述问题演化史。以问题为轴,费曼式讲解每篇论文看到的问题和解法创新。Use when user shares a paper and wants to understand its intellectual lineage, citation chain, problem evolution, or says '倒读', '论文溯源', '论文脉络', 'paper river', 'paper connects', 'trace back', '这篇论文的来龙去脉', '论文演化'. Also trigger when user wants to understand how a research problem evolved across multiple papers.

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.md6.9 kB · preview
--- name: ljg-paper-river user_invocable: true version: "1.0.0" ---
8# ljg-paper-connects: 倒读法
9
10一篇论文不是孤岛。它站在前人的肩上,也踩着前人的伤疤。倒着挖到根,再正着看过来——问题怎么长出来的,每个人看到了什么别人没看到的,解法怎么一步步逼近真相。
11
12## 核心逻辑
13
14读论文最常见的错:只看眼前这一篇,不知道它从哪来。倒读法反过来——先找到这篇论文在批判谁、改进谁,再找那篇论文又在批判谁,递归五层,挖到源头。然后掉头,从源头正向读回来。
15
16这样读完,你拿到的不是一篇论文的知识,是一整条问题演化线的理解。
17
18## 格式约束
19
20### Org-mode 语法
21
22- 加粗用 *bold*(单星号),禁止 **bold**
23- 标题层级从 * 开始,不跳级
24
25### ASCII Art
26
This is a preview of SKILL.md. Download or install the skill to get the whole thing.
In the file
SKILL.md352 words
Files1
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.

≈120
always loaded
The name and description, so the model knows the skill exists and when to reach for it.
1,605
on trigger
The instruction body, read only when the skill fires.
0.86%
of a 200k window
Ten skills this size would take about 9% of the window before you open a file.
050k100k150k200k context window

1.7k tokens, estimated from the bundle at four bytes to the token, held for the rest of the session once it triggers. Middling. Fine to keep on in a project where you use it weekly, worth unloading in one where you never do.

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

The download carries 1 of the 2 files in its source folder; the list here names 1 file, 6.9 kB on disk. A bundle is text throughout: the instructions the model reads, plus the templates it fills in. The other one is not in the download — listed after these, with why.

  • SKILL.md6.9 kB

Not in the download

Not carried is a type a skill download does not hold. Marked read: its SKILL.md or scripts name the file, so without it the skill works only in part. Take it from its source.

  • references/template.orgread · not carried
What is not in it

No dependencies and nothing executable: a skill is text the agent reads, so the download is 1 file — not the whole of its source: 1 file is left out, and the skill reads it. It is listed under the files, with why. 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.

# Paper River Research Tracer · 1.7k tokens when loaded · macOS, Linux mkdir -p .claude/skills && t=$(mktemp -d) && curl -fsSL -o "$t/bundle.tar.gz" https://mcprush.com/api/skills/paper-river-research-tracer/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/paper-river-research-tracer" ] && { [ ! -e .claude/skills/paper-river-research-tracer ] || { mv .claude/skills/paper-river-research-tracer "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/paper-river-research-tracer" .claude/skills/ && echo "Installed .claude/skills/paper-river-research-tracer"
On Windows, or any OS with Node 20+
npx mcprush@latest skill add lijigang/paper-river-research-tracer

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/paper-river-research-tracer/ 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/paper-river-research-tracer/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/paper-river-research-tracer" ] && { [ ! -e ~/.claude/skills/paper-river-research-tracer ] || { mv ~/.claude/skills/paper-river-research-tracer "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/paper-river-research-tracer" ~/.claude/skills/ && echo "Installed ~/.claude/skills/paper-river-research-tracer" (macOS, Linux) — or add --global to the npx line. The curl line replaces .claude/skills/paper-river-research-tracer/ 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 ljg-paper-river in Gemini CLI, Codex, Copilot and Grok (its own name); Claude Code lists it by the folder name, paper-river-research-tracer. Not in this download: 1 file of its source, which its SKILL.md or scripts read (which one, and why). Take it from its source.

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
Version1.0.0
Publishedno release date on file
PriceFree
Referencelijigang/paper-river-research-tracer

Versions

v1.0.0 is what is on the shelf; no release here carries a date. Instructions change more often than APIs do — a skill can be rewritten entirely without anything it depends on moving.

v1.0.0
  • No earlier releases have been published to the marketplace.
Pinning

The install command always fetches the release that is current the day you run it — v1.0.0 today — and cannot ask for an earlier one. The copy on your disk does not change until you run it again.

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.

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