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    • A
      license
      Not graded
      quality
      B
      maintenance
      Enables AI agents to verify claims deterministically by computing arithmetic, ratios, and dates and matching statements against provided sources, returning a confidence ladder of certain, source-backed, or unverifiable.
      MIT
    • A
      license
      A
      quality
      B
      maintenance
      Enables production-grade answer verification for LLM agents by independently re-checking answers with a configurable verifier model, enforcing confidence policies, and producing Ed25519-signed, auditable verification results with optional web search and knowledge-base evidence.
      3
      MIT
    • A
      license
      Not graded
      quality
      F
      maintenance
      Provides LLM agents with hallucination-free external memory and knowledge tools, including ask, remember, forget, math, and code reasoning, with deterministic, traceable outputs.
      MIT
    • A
      license
      Not graded
      quality
      A
      maintenance
      Provides agents with durable, provenance-aware memory through tools for remembering, recalling, answering, and maintaining information, while structurally resisting injection and confabulation.
      343 PyPI
      10
      MIT
    • A
      license
      Not graded
      quality
      A
      maintenance
      Enables AI agents to perform exact-decimal double-entry accounting by calling tools that compute money, validate and post entries, verify equations, and produce deterministic audit hashes and citation-grounded artifacts.
      32 npm
      1
      MIT
    • A
      license
      Not graded
      quality
      A
      maintenance
      Enables capturing a tamper-evident, hash-chained local record of every AI agent tool call — both the decision before a tool runs and its outcome — so you can review what the agent actually did in order, detect edits, deletions, or reordering at the exact index, and export a signed evidence pack any third party can verify with no installs.
      30 PyPI
      2
      MIT

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