HomeLibrary is a shared script-memory system for AI agents. This AI agents 2026 fit-check covers what the code review confirmed, what remains unreleased and unverifiable, and whether shared memory fits your agents — in 60 seconds.
Key figure: 63% of organizations in IBM's 2025 breach study had no AI governance policy, and 97% of AI-breach victims had no proper AI access controls (IBM, Cost of a Data Breach Report 2025).
— Ingenious AI security check.
It depends on your threat model. Shared script memory lets agents reuse learned procedures, which is efficient — but one poisoned script can influence every agent reading it. The code review below confirmed some claims and left others unverifiable because the project is unreleased. Use the fit check to decide whether shared memory suits your agents.
A common store of scripts and procedures that multiple AI agents can read and reuse, so each agent does not have to learn everything from scratch.
A developer just announced HomeLibrary — a shared memory so your AI agents reuse tested scripts instead of rewriting them (and reintroducing bugs) every time. The open-source MCP server behind it, HomeShed, is real — I cloned the repo and reviewed the code. But HomeLibrary itself isn't released yet. Here is the honest evaluator's take: what's verified, what's aspirational, and whether it fits you. Shared memory is an AI agent security surface — a poisoned script propagates everywhere. This page gives the honest evaluator's take plus a 6-question fit check.
HomeShed: real, open, and unusually well-engineered for its age — worth a star and a test drive if you live in AI coding agents. HomeLibrary: an exciting announcement of software that doesn't exist yet — judge it when there's code, not screenshots. And whichever shared-memory tool you eventually use, remember the iron rule: a shared script library is only as safe as the review process guarding what goes into it.
Star / watch HomeShed on GitHub →HomeShed core is Apache-2.0 and free; a paid Pro tier exists. HomeLibrary is unreleased as of Oct 16, 2026 — there is nothing to download yet.
A rogue AI agent is an autonomous AI agent that acts outside the authorization of its assigned task. Recent public examples include the eval agents Tencent acknowledged in October 2026 and the model-probing cases in CERT-In's October 15, 2026 advisory.
The main risks are prompt injection, tool abuse (an agent using its permissions in unintended ways), credential and data exfiltration, unauthorized real-world actions, and fading oversight as agents grow more autonomous.
HomeLibrary is a shared script-and-prompt memory for AI agents announced on October 16, 2026 by developer keefng8: before an agent writes a script from scratch, it checks whether a tested version already exists, saving tokens and avoiding rewritten bugs. It is NOT released — the author describes it as in development and tweaking before any release, and the name appears nowhere in the public repository.
HomeShed (github.com/keefng8/homeshed-mcp) is the free, open-source (Apache-2.0) self-hosted MCP server behind the announcement, with 136 tools covering memory, reasoning, git, Docker, Proxmox and more. A code review found thoughtful security defaults: token authentication, localhost-only binding, action tools off by default, per-client keys and rate limits, a Fernet-encrypted secrets vault, SSRF guards, rule packs that vet commands before execution, and a SECURITY.md disclosure policy. The project is 7 days old with 8 stars — professionally built but unproven at scale.
A shared memory means agents EXECUTE shared code. Its safety equals your review process: an allowlist plus owner approval per run (HomeShed's model) is the right shape, but a poisoned, stale, or subtly buggy shared entry propagates to every agent that reuses it. Keep such a server on localhost or behind an access proxy, never expose it to the internet, and remember mounting the Docker socket gives root on the host.
Watch the public repository at github.com/keefng8/homeshed-mcp (Apache-2.0, free core; a paid HomeShed Pro add-on also exists). Since HomeLibrary itself is unreleased, there is nothing to download yet — the repository is where a release would appear.