define-evidence-protocol

SkillProductivity

Lets your agent write a clear plan for what evidence counts in a research task before searching.

Available today. Use it from your connected AI after setup.

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 define-evidence-protocol skill

About this skill

Define research questions, evidence scope, queries/concepts, inclusion/exclusion rules, provenance requirements, and stopping evidence for an acquisition task.

What this skill tells your AI

The instructions your AI receives, as published by yogsoth-ai/de-anthropocentric-research-engine in skills/define-evidence-protocol/SKILL.md and read by ahel’s review.

Purpose

Define research questions, eligible evidence scope, query concepts, inclusion/exclusion rules, provenance requirements, and stopping evidence.

Input contract

required: [research_question, evidence_scope, inclusion_rules]
optional: [exclusion_rules, query_concepts, quality_rubric, stopping_policy]
constraints: [eligible universe, provenance fields, and stopping evidence must be explicit]

Procedure

  1. State the question, target population or domain, comparison, outcomes, and time boundaries.
  2. Define eligible evidence, exclusion rules, source-independence requirements, and extraction fields.
  3. Specify batch boundaries, novelty dimensions, and relative stopping evidence.
  4. Record unresolved scope choices before acquisition begins.

If the protocol fixes inclusion, exclusion, and stopping rules, consider select-seed-evidence as the next tactic.

Output contract

produces: [evidence_protocol, eligible_universe, query_concepts, screening_rules, provenance_requirements, stopping_evidence]
delta_fields: [decisions, assumption_updates, uncertainties, open_questions]

Quality gates

  • The eligible universe and exclusion rules are operational.
  • Stopping evidence names numerator, denominator, batch increment, source references, direction, threshold, and rationale when relative quantities apply.

Failure and counterexamples

Do not use provider names as a protocol, and do not declare coverage from search volume without a defined eligible universe.

Provenance map

  • resolved: define-search-protocol
  • resolved: inclusion-criteria-design

Signals

GitHub stars
501
Forks
41
Last commit
Sep 2026
Advanced
Catalog kind
skill
Key
define-evidence-protocol
Source
github.com/yogsoth-ai/de-anthropocentric-research-engine