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.
/plugin marketplace add benmarte/autoimprovenpx agentmods add plugins/benmarte/autoimprove/marketplacegit clone --depth 1 https://github.com/benmarte/autoimproveGrade A, and why
autoimprove scanned grade A with 0 findings 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 2d 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.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
What it actually says
{
"name": "autoimprove",
"owner": {
"name": "Ben Marte",
"email": "[email protected]"
},
"metadata": {
"description": "Autonomous codebase improvement loop for Claude Code using isolated git worktrees.",
"version": "1.0.0"
},
"plugins": [
{
"name": "autoimprove",
"source": "./",
"description": "Language-agnostic autonomous codebase improvement loop using isolated git worktrees. Every experiment runs on its own branch — main is never touched until a winning change is merged.",
"category": "development",
"tags": [
"autoimprove",
"code-quality",
"autonomous",
"worktrees",
"improvement-loop"
]
}
]
}
What ships with it
2 files beside marketplace.json 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.
- 2d ago First seen · 27 lines scan A f50193259ca2
autoimprove is a plugin published in the GitHub repository benmarte/autoimprove (5 stars, last pushed 5mo ago), licensed MIT. Its token cost is not measured: this kind of file is read by the harness, not the model. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.
Other plugins, from other repositories
cookiy-ai
Plugin marketplace listing 1 plugin: user-research.
tw-formal-writing
台灣正式文件撰寫助手 — 涵蓋政府公文、政府非公文文件、法律文件、人民對政府文書四類中文正式文件的撰寫。依使用者意圖自動判斷文件類別,載入對應撰寫規範與格式指引。.
ultimate-seo-geo
SEO + GEO audits for AI coding agents: health scores, technical checks, Schema.org, E-E-A-T, AI search visibility. 46 scripts; HTML/XLSX/PDF. Default reports use seed URL + capped crawls; generatereport.py --crawl-deep for broader link/canonical scans. Optional MCP (Firecrawl, DataForSEO, Ahrefs, SE Ranking). Progress.
openmapstack
Agentic GIS / geospatial workflows: source discovery and provenance (from open data sources first), vector/raster/point-cloud pipelines, CRS and metric analysis, spatial SQL, QGIS projects, tile generation, and web maps — compiled into reproducible projects.
vmware-monitor
Read-only VMware vCenter/ESXi monitoring with 31 MCP tools. Code-level safety.
giskard-skills
Skills to streamline adoption and usage of Giskard products.