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.
npx skills add ssmurfgg04-gif/context-m --skill aminer-free-academicgit clone --depth 1 https://github.com/ssmurfgg04-gif/context-mWrote 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.
[](https://agentmods.dev/skills/ssmurfgg04-gif/context-m/aminer-free-academic)<a href="https://agentmods.dev/skills/ssmurfgg04-gif/context-m/aminer-free-academic"><img src="https://agentmods.dev/badge/skills/ssmurfgg04-gif/context-m/aminer-free-academic/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/ssmurfgg04-gif/context-m/aminer-free-academic"><img src="https://agentmods.dev/badge/skills/ssmurfgg04-gif/context-m/aminer-free-academic.svg" alt="Reviewed on agentmods" width="80" height="20"></a>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.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00303 | $0.02602 |
| Opus 5 | $0.00151 | $0.01301 |
| Sonnet 5 | $0.00061 | $0.00520 |
| Haiku 4.5 | $0.00030 | $0.00260 |
Grade A, and why
aminer-free-academic scanned grade A 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 12d 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.
Makes network callslowCapability
Not a fault in itself. Listed so you know the mod talks to something, and to what.
Use direct `curl` calls by default. A Python wrapper is not required for this skill. This is a copy
97% identical to aminer-free-academic — 43 lines differ, which has more behind it and is treated as the original. This page carries a canonical link to it rather than competing with it.
How it starts
The opening of the file, as written. The whole thing — 364 lines — stays where its author put it; the contents beside it link to each section on GitHub.
AMiner Free Search
Use this skill for AMiner requests that should stay on the free tier first. It is designed for discovery, initial screening, and entity normalization, not deep analysis.
Scope
This skill uses only the upgraded free interfaces:
paper_searchpaper_infoperson_searchorganization_searchvenue_searchpatent_searchpatent_info
Current free-tier fields emphasized by this skill:
paper_search:venue_name,first_author,n_citation_bucket,yearpaper_info:abstract_slice,year,venue_id,author_countorganization_search:aliases(top 3)venue_search:aliases(top 3),venue_typepatent_search:inventor_name(first),app_year,pub_yearpatent_info:app_year,pub_yearperson_search:interests,n_citation, institution fields
Primary Goal
Use free APIs to help the user answer:
- What is this entity?
- Is it relevant enough to continue?
- Which candidate should I inspect next?
- Can I normalize this institution or venue name?
- Is there enough value to justify upgrading to paid APIs?
Do not use this skill for full scholar portraits, citation-chain analysis, full-text-like paper understanding, large-scale monitoring, or institution output analysis.
Mandatory Rules
- Stay on free APIs unless the user explicitly asks to upgrade or the free path clearly cannot answer the question.
- Be explicit about free-tier limits. Say what can be answered now and what would require a paid upgrade.
- Use free results to narrow candidates before suggesting any paid API.
- If returning entities, append AMiner URLs when IDs are available:
- Paper:
https://www.aminer.cn/pub/{paper_id} - Scholar:
https://www.aminer.cn/profile/{scholar_id} - Patent:
https://www.aminer.cn/patent/{patent_id} - Venue:
https://www.aminer.cn/open/journal/detail/{venue_id}
- Paper:
Token Check (Required)
Before making any API call, verify that the environment variable AMINER_API_KEY exists. Never output the token in plain text.
What ships with it
2 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
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.
- 12d ago First seen · 364 lines · 303 tokens per session scan A e99e7efe3909
aminer-free-academic is a skill published in the GitHub repository ssmurfgg04-gif/context-m (2 stars, last pushed yesterday), licensed Apache-2.0. It adds 303 tokens to every session and 2,602 once invoked, about $0.0015 per session on Opus 5. A static security scan graded it A with 1 finding (makes network calls). It is 97% identical to aminer-free-academic, differing in 43 lines, and is treated as a copy.
Other skills, from other repositories
ai-style
A Chinese-language writing guide for producing or revising reader-facing text such as product announcements, public-account articles, emails, and README files. It focuses on reducing patterns that make writing sound machine-generated.
triage
A task-routing guide that identifies goals, dependencies, and acceptance conditions before work begins. It orders work as research, calculation or execution, and writing.
coding
A coding guide for writing and running Python programs in a sandbox. It requires scripts to be small and reproducible, with their actual output or errors reported.
setup-open-index
Install and configure Open Index as the read/write context layer for a domain-specialized agent. Use when setting up a legal, marketing, customer support, sales, infrastructure, or other domain agent with Open Index over MCP.
build-personal-brain
Create, resume, validate, connect, or maintain a private cross-project memory for AI assistants. Use when a person asks to build a personal memory from local work folders and past assistant conversations, continue an interrupted memory audit, connect an existing memory to another local assistant, verify that the…
codex-memory-guard
Guard task boundaries and preserve confirmed critical project state across Codex compaction. Use when a user wants topic-switch guidance, write-through critical memory, compact HANDOFF checkpoints, PreCompact and compact-resume hooks, four-layer Markdown memory initialization, or memory workflow auditing.