research SKILL.md skillA

research from boshu2/agentops is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add boshu2/agentops/research@git:20261026.1b5f59a

Pins git:20261026.1b5f59a in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
boshu2/agentops
Path
skills/research/SKILL.md
Versions recorded
14
Latest version
git:20261026.1b5f59a, committed Oct 26, 2026
First version recorded
Jul 28, 2026
Size
19,532 bytes
Repository stars
453
License
Apache-2.0

Answer one cited question on code, history, claims or patterns. Use when: asked how it works, why it changed, if a claim or done/shipped report holds, or a pattern warrants a rule.

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

Answer the caller's bounded question with cited evidence. Choose ordinary
investigation, claim checking, a claimed-state audit, decision lineage,
repository tracing or pattern evidence according to the question; these are
optional modes, not a sequence. A quick answer needs no report file.
[Plan](../plan/SKILL.md) owns unified discovery and resumption when the question
is part of shaping a change; return this cited answer to that existing intent
without restarting its interview or taking over caller choices.

## Evidence rules

- **One lineage counts once.** Copies, ports and repeated quotations of one
  upstream source are a single exemplar, however many files or reports carry
  them. Check provenance before counting instances as independent, and stop
  searching once new queries return only sources already read.
- **Separate the invariant from the incidental.** Align instances by their role
  in the behavior; name what must hold, what legitimately varies and what is
  incidental syntax. An instance missing the invariant is not an instance.
- **Recurrence does not earn a gate.** A blocking check needs a demonstrated
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add boshu2/agentops/research@sha256:2e24534939592578

The line at the top of this page pins the label git:20261026.1b5f59a, 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.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_33p5dibpc72743gx.svg)](https://markdownregistry.com/a/art_33p5dibpc72743gx)

6 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 14 versions of this file, between Jul 28, 2026 and Oct 26, 2026, about one every 7 days.

versioncommittedcommitsizeaudit
git:20261026.1b5f59a latest2026-10-26 1b5f59a 19,532 BA view · diff
git:20261025.a3768842026-10-25 a376884 18,972 BA view · diff
git:20261023.37429a62026-10-23 37429a6 19,726 BA view · diff
git:20261022.0ffc1082026-10-22 0ffc108 13,068 BA view · diff
git:20261021.71bc1e42026-10-21 71bc1e4 13,059 BA view · diff
git:20261010.6a62d532026-10-10 6a62d53 6,565 BA view · diff
git:20261005.4fda2942026-10-05 4fda294 6,610 BA view · diff
git:20260922.fdf7de62026-09-22 fdf7de6 8,018 BA view · diff
git:20260911.c6558502026-09-11 c655850 7,795 BA view · diff
git:20260903.10f02772026-09-03 10f0277 6,333 BA view · diff
git:20260825.2207c5b2026-08-25 2207c5b 5,535 BA view · diff
git:20260807.7a765cd2026-08-07 7a765cd 5,556 BA view · diff
git:20260728.894c1902026-07-28 894c190 5,386 BA view · diff
git:20260728.a0d9c3b2026-07-28 a0d9c3b 5,317 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the 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 (19532 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

boshu2/agentops · 453 stars · license Apache-2.0 · pushed 2026-11-03 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_33p5dibpc72743gx
GET https://markdownregistry.com/api/v1/resolve?ref=boshu2/agentops/research
GET https://markdownregistry.com/api/v1/blob/2e24534939592578f394cb890297949433ea3c3277d0e8f5f9b1f341e5f4b572

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.

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Every file in boshu2/agentops

Other files named research

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