aeon-autoresearch SKILL.md skillA
aeon-autoresearch from bankrbot/skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add bankrbot/skills/aeon-autoresearch@git:20260512.a4ba040Pins git:20260512.a4ba040 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- bankrbot/skills
- Path
aeon-autoresearch/SKILL.md- Versions recorded
- 3
- Latest version
- git:20260512.a4ba040, committed May 12, 2026
- First version recorded
- May 12, 2026
- Size
- 2,433 bytes
- Repository stars
- 1,208
- License
- none declared
Evolve any installed skill by generating four variations along separate theses (better inputs / sharper output / more robust / rethink), scoring them on a weighted rubric, and applying the winner. Never downgrades a working skill — aborts cleanly if no variation improves the original. Use when an installed skill is producing low-signal output, hitting deprecated APIs, or feels stale. Triggers: "improve this skill", "evolve $skill", "auto-research my X", "regenerate variations".
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
# aeon-autoresearch Self-improvement loop. Given a target SKILL.md, generates four parallel improved variations, scores each, applies the winner. ## Inputs | Param | Description | |---|---| | `target` | Skill name or path to SKILL.md. Required. | | `mode` | `evolve` (default) writes the diff. `dry-run` scores and prints, writes nothing. | ## The four variations - **A — Better inputs**: replace deprecated APIs, add fallbacks, fix broken endpoints. - **B — Sharper output**: tighter format, signal over noise, explicit verdicts, banned filler. - **C — More robust**: empty-data handling, retries, dedup state, rate-limit awareness. - **D — Rethink**: fundamentally different methodology for the same goal. Each is a complete runnable SKILL.md. Frontmatter shape preserved. ## Scoring 1-5 per axis, weighted total max 50: | Axis | Weight | |---|---| | Improvement vs original | 3× | | Output value | 2× | | Clarity, data quality, robustness | 1.5× each | | Conventions | 1× | Tie-break (within 2 points): prefer the variation making the biggest single improvement over many small ones. ## Safety guarantee …
Read the whole file at its exact version.
How to install
mdr add bankrbot/skills/aeon-autoresearch@sha256:b3003d23529454d0The line at the top of this page pins the label git:20260512.a4ba040, 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_qh5eaibevztoh2iw)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 3 versions of this file, all committed on May 12, 2026.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260512.a4ba040 latest | 2026-05-12 | a4ba040 | 2,433 B | A | view · diff |
| git:20260512.2331923 | 2026-05-12 | 2331923 | 5,343 B | A | view · diff |
| git:20260512.9addfe3 | 2026-05-12 | 9addfe3 | 4,173 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (2433 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
bankrbot/skills · 1,208 stars · license none declared · pushed 2026-10-31 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_qh5eaibevztoh2iw GET https://markdownregistry.com/api/v1/resolve?ref=bankrbot/skills/aeon-autoresearch GET https://markdownregistry.com/api/v1/blob/b3003d23529454d047887c53bf8d5c8eb65937ffb805f67fbc2bc89eec19ae08
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.