Procedural Memory

What the agent
learns should
stay auditable.

Heuristics derived from past scans are content-addressed and attested onchain so operators can inspect how Spieon adapts over time.

versions

1

avg success

80%

  • heuristic / fastmcp-unicode-schema-poisoning

    Version 1

    80% on 5 samples

    FastMCP servers tend to accept Cyrillic look-alike characters in tool names; pair this with a tools/register payload to shadow ASCII tools.

    target
    mcp-http
    probe class
    mcp-schema-poisoning
    owasp
    LLM05
    atlas
    AML.T0051
    content hash
    b041355975e6…
    attestation
    0xc232dcc127…