research SKILL.md skillB
research from zhongkaifu/tensorsharp is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add zhongkaifu/tensorsharp/research@git:20261015.4e92754Pins git:20261015.4e92754 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- B, 16 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- zhongkaifu/tensorsharp
- Path
TensorAgent/skills/research/SKILL.md- Versions recorded
- 4
- Latest version
- git:20261015.4e92754, committed Oct 15, 2026
- First version recorded
- Sep 2, 2026
- Size
- 9,134 bytes
- Repository stars
- 651
- License
- BSD-3-Clause
Use for web searches and current information lookups, finding sources, and fact-checking without being given any URLs. Network switch must be on; no API key.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# Research The user asks a question. This finds the sources, reads them, and writes down what they say with a link to each. **You do not need a URL to start** — that was the whole problem with the version this replaces, and it is the thing a person asking for research is least able to supply. ```sh cd <the skill directory>/scripts # The usual case: one command, question in, dossier out. python3 research.py "how close is the Kessler syndrome" --out notes.md cat notes.md ``` Then answer from `notes.md`, citing the URLs in it. ## The four scripts | To | Run | | --- | --- | | Go from a question to a dossier | `research.py` | | See where the sources would come from, without reading them | `discover.py` | | Read one page you already have the URL of | `fetch_page.py` | | Ask what the collected sources agree on | `analyze.py` | ### research.py — question in, dossier out ``` python3 research.py "how does a tokamak confine plasma" --out notes.md python3 research.py "ggml quantisation formats" --sources papers,web --pages 6 --out notes.md python3 research.py "battery degradation" --site nature.com --out notes.md …
Read the whole file at its exact version.
How to install
mdr add zhongkaifu/tensorsharp/research@sha256:83d5a767a9a8a67fThe line at the top of this page pins the label git:20261015.4e92754, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_rlqoermzqphsffpy)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 4 versions of this file, between Sep 2, 2026 and Oct 15, 2026, about one every 14 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261015.4e92754 latest | 2026-10-15 | 4e92754 | 9,134 B | B | view · diff |
| git:20260910.a776e7a | 2026-09-10 | a776e7a | 9,264 B | B | view · diff |
| git:20260904.5884525 | 2026-09-04 | 5884525 | 9,731 B | B | view · diff |
| git:20260902.94346ec | 2026-09-02 | 94346ec | 6,650 B | B | view |
Audit of the latest version
- fail: No prompt-injection phrasing (matched: ignore your previous instructions)
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (9134 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 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
Starting a new one? Use a template for SKILL.md on mdpantry, which passes every one of these checks and says what to change in it.
Source
zhongkaifu/tensorsharp · 651 stars · license BSD-3-Clause · pushed 2026-11-01 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_rlqoermzqphsffpy GET https://markdownregistry.com/api/v1/resolve?ref=zhongkaifu/tensorsharp/research GET https://markdownregistry.com/api/v1/blob/83d5a767a9a8a67fa1c81d11c6f92a01cf02299c02e064d8742ad73b82e56e33
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.
More from zhongkaifu/tensorsharp
Every file in zhongkaifu/tensorsharp