academic-research-mapper

academic-research-mapper is a skill for Claude Code, Codex from tinyfish-io/tinyfish-cookbook. It costs 131 tokens per session (3,545 once invoked), scanned B, original, MIT.

A research workflow for mapping published work on a technical or academic topic across arXiv, Semantic Scholar, and Google Scholar. It identifies key authors, active areas, and open gaps.

In plain words
What is it for?
Use it before building or writing to survey prior work, find influential researchers, compare subtopics, and identify unanswered questions.
Why use it?
It reduces the time needed to discover relevant papers and understand how a research field is organized.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one. Also seen: reads .claude/ paths; mentions Claude Code.

Good fit Use it before building or writing to survey prior work, find influential…

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Install with agentmods
npx agentmods add skills/tinyfish-io/tinyfish-cookbook/academic-research-mapper
About the project

TinyFish Cookbook is a collection of example applications, recipes, and automations built with TinyFish, a web service that lets AI agents search the live web, read pages, and perform browser-based tasks. Developers use it to learn how to build web agents and connect them with workflows such as research, monitoring, and data collection. The catalogue entries provide agent skills and integrations for working with these examples and TinyFish endpoints.

tinyfish-io/tinyfish-cookbook · 2,153 stars · on GitHub · tinyfish.ai

Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add tinyfish-io/tinyfish-cookbook --skill academic-research-mapper
Clone the repo
git clone --depth 1 https://github.com/tinyfish-io/tinyfish-cookbook

Made for: Claude Code, Codex.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for academic-research-mapper

README.md
[![agentmods](https://agentmods.dev/badge/skills/tinyfish-io/tinyfish-cookbook/academic-research-mapper.svg)](https://agentmods.dev/skills/tinyfish-io/tinyfish-cookbook/academic-research-mapper)
Your own site
<a href="https://agentmods.dev/skills/tinyfish-io/tinyfish-cookbook/academic-research-mapper"><img src="https://agentmods.dev/badge/skills/tinyfish-io/tinyfish-cookbook/academic-research-mapper.svg" alt="Measured on agentmods" height="20"></a>
Per session 131 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 3,545 The whole file, excluding the scripts and references it only reads on demand.
Security scan B 1 finding. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00131 $0.03545
Opus 5 $0.00066 $0.01773
Sonnet 5 $0.00026 $0.00709
Haiku 4.5 $0.00013 $0.00354

Measured 7d ago against content hash 9bd02273c43d, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-06, from the pricing page.

Security

Grade B, and why

academic-research-mapper scanned grade B with 1 finding against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 7d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Reads agent configuration directoriesmediumAgent snooping

.claude/, .codex/, .gemini/ hold keys, settings and other credentials a mod has no legitimate need for.

> **Option 5 — Claude Code settings:** Add to `~/.claude/settings.local.json`:
skills/academic-research-mapper/SKILL.md · 342 lines

How it starts

The opening of the file, as written. The whole thing — 342 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Research Landscape Mapper — Understand a Field Before You Build or Write

You have access to the TinyFish CLI (tinyfish), a tool that runs browser automations from the terminal using natural language goals. This skill uses it to search arXiv, Semantic Scholar, and Google Scholar in parallel, then synthesizes results into a structured landscape report with identified gaps.

Pre-flight Check (REQUIRED)

Before making any TinyFish call, always run BOTH checks:

1. CLI installed?

bash/zsh:

which tinyfish && tinyfish --version || echo "TINYFISH_CLI_NOT_INSTALLED"

PowerShell:

Get-Command tinyfish; tinyfish --version

If not installed, stop and tell the user:

Install the TinyFish CLI: npm install -g @tiny-fish/cli

2. Authenticated?

tinyfish auth status

If not authenticated, stop and tell the user:

You need a TinyFish API key. Get one at: https://agent.tinyfish.ai/api-keys

Then authenticate:

Option 1 — CLI login (interactive):

tinyfish auth login

Option 2 — bash/zsh (Mac/Linux, current session):

export TINYFISH_API_KEY="your-api-key-here"

Option 3 — bash/zsh (persist across sessions, add to ~/.bashrc or ~/.zshrc):

echo 'export TINYFISH_API_KEY="your-api-key-here"' >> ~/.zshrc
source ~/.zshrc

Option 4 — PowerShell (current session only):

$env:TINYFISH_API_KEY="your-api-key-here"

Option 5 — Claude Code settings: Add to ~/.claude/settings.local.json:

{
  "env": {
    "TINYFISH_API_KEY": "your-api-key-here"
  }
}

Do NOT proceed until both checks pass.


What This Skill Does

Given a research topic (e.g. "retrieval-augmented generation" or "protein structure prediction"), this skill:

  1. Searches arXiv for preprints sorted by most recent — capturing what is being worked on right now
  2. Searches Semantic Scholar for papers ranked by relevance with citation counts — identifying what the field considers important
  3. Searches Google Scholar for broad coverage including published venues not yet on arXiv

Read the full file on GitHub · 342 lines

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 7d ago First seen · 342 lines · 131 tokens per session scan B 9bd02273c43d

Subscribe to this mod's changes

academic-research-mapper is a skill published in the GitHub repository tinyfish-io/tinyfish-cookbook (2,153 stars, last pushed 6d ago), licensed MIT. It adds 131 tokens to every session and 3,545 once invoked, about $0.0007 per session on Opus 5. A static security scan graded it B with 1 finding (reads agent configuration directories). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.

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