External evidence audit

SkillDatabases & data

Audit completed results from literature, database, analysis, sequence, structure, or slide capabilities, then optionally assemble an explicitly adjudicated multi-source claim assessment. Passive only; never select tools, infer evidence relationships, or make the final scientific decision.

Instructions available. Your AI can read the instructions. Execution depends on the setup they require.

Add ahel to your AI once: Claude, ChatGPT, Cursor, Claude Code or Codex. Then ask it to use this.

Then ask your AI: use the External evidence audit skill

What this skill tells your AI

The instructions your AI receives, as published by herry423/bionexus in skills/external-evidence-audit/SKILL.md and read by ahel’s review.

Use this skill only after the host or researcher has supplied a JSON envelope for a completed external capability call.

Boundary

  • Do not choose, call, retry, or schedule another plugin.
  • Do not infer producer authenticity from a declared plugin name.
  • Do not treat a content hash as a signature.
  • Do not convert a database record, paper, viewer observation, or successful analysis run into independent validation.
  • Do not assign scientific maturity; intake always starts UNASSESSED.
  • Do not infer whether an envelope supports or contradicts a claim. The host must supply one review-bound adjudication per envelope.
  • Do not treat PASS as final scientific acceptance. The named decision_owner remains accountable for the final decision.

Input

Create bionexus.external-evidence-envelope.v1 with the producer identity, capability family, exact returned payload, originating request, and the family-specific source context documented in docs/ecosystem-collaboration.md.

Audit it with:

python skills/external-evidence-audit/scripts/audit_external_evidence.py envelope.json

Write a reusable JSON audit artifact with:

python skills/external-evidence-audit/scripts/audit_external_evidence.py envelope.json --out audit.json

VALID means only that the payload hash and required declared context are internally consistent. Producer identity remains DECLARED_NOT_AUTHENTICATED. INCOMPLETE or INVALID must not enter the Claim–Evidence Ledger as support.

Multi-source claim assessment

After each envelope is VALID, create bionexus.ecosystem-claim-packet.v1 with:

  • the exact envelopes;
  • a declared claim and explicit claim_context constraints;
  • exactly one supports, contradicts, context, or depends_on adjudication per envelope;
  • rationale, named adjudicator, and SHA-256 adjudication receipt for every claim-bearing edge;
  • a named human decision_owner.

Then run:

python skills/external-evidence-audit/scripts/assess_ecosystem_claim.py claim-packet.json --out assessment.json

The result contains Warrant, Audit, EvidenceCard, and Claim–Evidence Ledger artifacts. Duplicate payloads count once, declared context conflicts block all claim-bearing edges, explicit contradictory evidence yields CONFLICTED, and final_decision always remains PENDING_HUMAN_DECISION.

Epistemic Lineage & Independence Graph

When multiple connectors (e.g. PubMed, Consensus, bioRxiv, Open Targets, ChEMBL) return distinct payloads, the Evidence Independence Graph resolves their epistemic lineage (origin_id, derived_from, same_study_as, dataset_identity, assay_identity) to eliminate epistemic double counting. Derived syntheses, preprints, and secondary database mirrors are grouped into primary study clusters:

Raw Evidence Count = 8
Independent Origins = 2
Primary Studies = 2
Derived Syntheses = 4
Database Mirrors = 2

The resulting EvidenceCard reports the exact resolution: "8 evidence objects were retrieved through 5 connectors, but they resolve to only 2 independent primary studies."

Connector Profile Registry

Scientific contracts for external capabilities are governed declaratively in standards/connector-profiles/profiles/ (e.g. enrichr.yaml, pubmed.yaml, chembl.yaml). Each profile defines required_context, default_evidence_role, maximum_default_claim, forbidden_claims, and BNS-019 semantic_profile. BioNexus Core knows only the protocol and does not act as an MCP router or marketplace.

Signals

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Sep 2026
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Item type
skill
Key
external-evidence-audit
Source
github.com/herry423/bionexus