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Alternatives to honesty-mcp

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    TDQS

    A4.2/5.0

    Scored across 14 tools

    Disambiguation4/5

    Most tools target clearly distinct concerns (citation grounding, evidence confidence, invariance, trust scoring, provenance, audit chain, decision grading), and each description explicitly names when to use a sibling tool instead. The one real soft spot is check_payout_invariance vs check_mutation_invariance, where the former is described as a special case of the latter, plus some conceptual overlap between check_provenance_claims and check_claims_registry, though the descriptions disambiguate both.

    Naming Consistency4/5

    All names follow a uniform snake_case verb_noun pattern (check_grounding, corroborate_evidence, append_audit_entry, verify_audit_chain, grade_decision, etc.). Verb choice varies (check/score/assess/grade/compute/scaffold) to reflect genuinely different actions, but the structural convention is consistent throughout.

    Tool Count4/5

    14 tools sits comfortably in the healthy 3-15 range, and each has a distinct, non-trivial purpose rather than being padding. The set is broad (citation checks, invariance tests, trust scoring, audit chains, decision grading, and two scaffold helpers), so it functions more as a curated honesty toolkit than a single tightly-scoped domain, but no tool feels redundant.

    Completeness4/5

    Coverage is broad for an 'honesty/integrity' toolkit, with natural pairs such as append_audit_entry/verify_audit_chain and score_trust_identified/assess_anonymous_authenticity covering both sides of each concern. Minor gaps exist (e.g. no dedicated truth-of-evidence checker, and grounding explicitly defers semantic entailment to an external kit), but the surface covers the stated intent without obvious dead ends.

    Maintenance

    ActivityMaintained
    ResponsivenessNo issues