arcasilesgroup/ai-engineering · skills/ai-research/SKILL.md

ai-research skillA

ai-research is agent-read markdown (skill) from arcasilesgroup/ai-engineering: Finds evidence from outside this repository and reports it with numbered citations, or marks a claim [unsourced] and leaves it marked. Uses only the tools the client actually has: the local floor is always on, web search / Tavily / Exa run only when the client configured them, and NotebookLM deep research runs only when `notebooklm doctor` passes — an absent tool degrades and is named, never an error. Ends with three cited directions worth taking. Trigger for "what does the state of the art say".

Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.

How to install

Latest version
mdr add arcasilesgroup/ai-engineering/ai-research@git:20260914.793714f
Exact content
mdr add arcasilesgroup/ai-engineering/ai-research@sha256:417b9bc75bbf1fe0

Pin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_t5f4y2z3t7jqi64n.svg)](https://markdownregistry.com/a/art_t5f4y2z3t7jqi64n)

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Versions

versioncommittedcommitsizeaudit
git:20260914.793714f latest2026-09-14 793714f 8,413 BA view · diff
git:20260910.d0213302026-09-10 d021330 8,337 BA view · diff
git:20260901.deb68d32026-09-01 deb68d3 7,898 BA view · diff
git:20260901.dca22e52026-09-01 dca22e5 1,969 BA view

Audit of the latest version

A  17 of 17 checks passed. Deterministic, no model, 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 (8413 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

arcasilesgroup/ai-engineering · 55 stars · license Apache-2.0 · pushed 2026-09-16 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_t5f4y2z3t7jqi64n
GET https://markdownregistry.com/api/v1/resolve?ref=arcasilesgroup/ai-engineering/ai-research
GET https://markdownregistry.com/api/v1/blob/417b9bc75bbf1fe037bf7338dbbbfdca1acbaec5fdbee8cdb92c48ee03b99525