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047 updated first flagged10 Oct 2026 +7d · nothing yet

Skill Lock adds a decode scan for cipher-hidden instructions in agent skills

CI check that decodes encoded text in third-party agent skills and flags hidden instructions. Fintech AppSec teams pay.

Competitive · Ciphered skill attacks succeed up to 47.5%

Written for: Solo builder, Small startup team

Next step

Call the head of application security at a Series C payments fintech whose engineers use Claude Code. Ask whether they inventory installed skills today, and offer to run Decode Scan on their repos for free this week.

Why now

Skill Lock tracked provenance and versions for copied skills. Today's evidence adds a concrete attack class that provenance alone doesn't catch, plus a second finding: with 1,000 irrelevant skills loaded, recall of the right skill falls from 73.6% to 27.4%. Pluto Security's $42M raise shows enterprises now budget for securing employee AI tooling. A decode-and-diff scan in CI, plus a routing test, is a small, sellable add-on.

What became possible

New research shows instructions hidden in skill files with Caesar-style encoding get decoded and followed by agents up to 47.5% of the time across eight models. Plain-text scanning misses them.

Two ways in

  1. Decode Scan

    A pre-commit and CI check that finds base64, ROT, Caesar, layered and zero-width encodings in SKILL files and their resources. It decodes them and flags any decoded text that contains instructions.

    Customer
    AppSec teams at fintechs whose engineers install Claude Code and Codex skills from public repos
    Model
    Free open-source CLI, plus $15 to $30 per developer per month for the org policy dashboard
  2. Skill Recall Test

    Runs a team's real tasks against its installed skill library and reports which skills the agent fails to load as the library grows.

    Customer
    Platform engineering leads maintaining internal skill libraries
    Model
    Bundled into the paid tier

Competition

Competitive

The best angle is probably the fix-propagation GitHub App, sold to teams with many repos and attached to a security advisory feed for skills. That is a cleaner thing to pay for than a lockfile. The search site would mainly be a free way to bring in users.

Full competition notes (14 competitors)

The lockfile part of the idea is already taken. Vercel's skills CLI plus at least five open-source projects already hash skills, pin commits and check for upstream changes, and two of them use almost the same name (skilllock and skill-lock). So a plain skill-lock CLI would arrive late and would need a new name. The opening is with copies that no installer ever recorded. These are skills pasted into a repo by hand, vendored into a project or edited in place. Vercel's tool and Renovate can't see them because they only track skills listed in a manifest. The research shows a few source repos account for almost all of the 2.19M copies on GitHub, so most copies probably fall into this untracked group. A product could win by doing three things for those copies. First, take a public copy-network index like GitSkills or Skill Constellations and keep it fresh as a hosted service. Second, use fuzzy fingerprints that still match edited copies, which SkillLineage and the per-component fingerprinting paper are working toward, so it can tell a user that a copy is an old version of a specific source. Third, link security fixes to the copies that still lack them and open PRs, the way Dependabot does for packages. Nobody I found ties those three together, and no GitHub App opens fix PRs for untracked skill copies. The risks are real. The research groups could release their index. Snyk, JFrog or Socket could add copy tracking to the scanners they already sell. GitHub itself could add skills to Dependabot. Vercel could also extend skills check to local copies. Each of those would squeeze a standalone paid tool. The best angle is probably the fix-propagation GitHub App, sold to teams with many repos and attached to a security advisory feed for skills. That is a cleaner thing to pay for than a lockfile. The search site would mainly be a free way to bring in users.

  • Vercel skills CLI (skills-lock.json, skills check/update)

    The most widely used skills installer. It writes skills-lock.json with folder hashes and uses the GitHub Trees API to check whether a skill has changed upstream. According to its docs, it can only track skills that were installed globally from GitHub. It cannot follow local copies, hand-pasted copies or skills added before lock v3.

  • skilllock (MHK-ctrl)

    An open-source lockfile manager that writes a skills.lock file with a sha256 digest for every file. That is essentially the lockfile part of this idea, under almost the same name.

  • skill-lock (vhsgreed)

    A vendor-neutral skills-lock.json spec with hash pinning, verify statuses and per-skill updates. It uses the name Skill Lock directly.

  • skills-lock (luisalima)

    A lock layer that keeps the skill list in package.json and pins commits and content hashes in skills-lock.json, so upstream edits don't change agent behavior silently.

  • skiletto

    A version manager for agent skills with its own lock file that pins commit SHAs and content hashes. It can import Vercel's skills-lock.json.

  • mdr

    A package manager for SKILL.md, AGENTS.md, CLAUDE.md and llms.txt files, pinned by content hash in mdr.lock.

  • skillfortify skill-lock.json

    A security-focused skills project with its own skill-lock.json format.

  • SkillLineage

    An experimental open-source CLI that traces the origin, copies and variants of skills. It fingerprints raw bytes, git blob SHA, the normalized instruction text and the whole bundle. Its README says it does not yet claim which repo is the original. This is very close to the Skill Origin site idea.

  • Skill Constellations / GitSkills dataset

    Research that builds a dated copy network of 2.19M skill adoptions across GitHub from git history. It finds that a few repos are the source of almost all copies. The companion GitSkills dataset (https://www.alphaxiv.org/abs/2608.10906) indexes every copy with its repo, path and hash. In effect, the public index this idea needs already exists in academic form.

  • Renovate (agent skill digest bumps)

    Renovate is already used in practice to open PRs that bump agent skill repos to new upstream commits, including security scan results for each SKILL.md. It only covers skills listed as dependencies, not untracked copies.

  • NVIDIA SkillSpector

    An open-source scanner that checks skills for vulnerabilities, prompt injection and supply-chain risk before install. It feeds NVIDIA's Verified Skills catalog, where skills are signed.

  • JFrog Agent Skills Registry

    An enterprise registry where skills are versioned, scanned, signed and access-controlled. It covers provenance for teams that publish through it.

  • Snyk + Tessl Registry

    Snyk security scanning built into every skill in the Tessl Registry. It is the security vendor most likely to add copy tracking and fix alerts later.

  • Sentry skill-scanner

    A Claude Code skill that combines static analysis with an agent-run review of SKILL.md instructions.

Checked 2026-10-10

Risks

  • Agent vendors may add encoded-content checks to skill loading
  • Attackers can move to encodings that look like ordinary text, so detection becomes an arms race
  • Pluto and other funded AI-security vendors may bundle this into a broader suite

Strong buildability; market pull and open space are the weak point (6).

tech 8 · pull 6 · space 6 · fit 8 · build 9

Exposed

Companies that could benefit or be threatened. News and context, not investment advice.

Momentum of its main topic

85 developments this week +19 vs last week
21 Sep: 0 developments22 Sep: 0 developments23 Sep: 0 developments24 Sep: 0 developments25 Sep: 0 developments26 Sep: 0 developments27 Sep: 0 developments28 Sep: 0 developments29 Sep: 0 developments30 Sep: 0 developments1 Oct: 0 developments2 Oct: 0 developments3 Oct: 0 developments4 Oct: 0 developments5 Oct: 0 developments6 Oct: 0 developments7 Oct: 0 developments8 Oct: 16 developments9 Oct: 15 developments10 Oct: 9 developments11 Oct: 4 developments12 Oct: 9 developments13 Oct: 13 developments14 Oct: 16 developments15 Oct: 18 developments16 Oct: 13 developments17 Oct: 11 developments18 Oct: 6 developments19 Oct: 10 developments20 Oct: 11 developments
Stage: Coverage

Sources

  1. Encrypted Skills Can Become New Security Exploits If AI Agents Know How to DecipherarXiv
  2. Lost in Implicit Routing: How LLM Agents Fail to Load Relevant Skills at ScalearXiv
  3. Pluto Security raises $42M as AI gives enterprise security teams a new headacheTechCrunch AI
  4. Pluto Security Raises $42 Million to Protect Corporate AI Without Blocking InnovationPYMNTS

What happened next

  • +7d · 17 Oct 2026 nothing yet. No product launch, funding event, acquisition, or significant press coverage matching the Skill Lock decode scan opportunity was found between October 10-17, 2026. While several agent skill security scanners exist and were discussed throughout 2026, none were specifically released or announced during this narrow timeframe.

How the record works

Status history

  • 2026-10-10 Flagged as buildable