Skill

auto-prompt-matching

Fuzzy-match user intent to best skill/prompt from PRISTINO-INDEX.md. Confidence scoring and routing. [EXPLICIT] Trigger: "auto prompt matching"

From jm-adk

Install

Run in your terminal

npx claudepluginhub javimontano/jm-adk-alfa

Tool Access

This skill is limited to using the following tools:

ReadWriteGlobGrepBash

Supporting Assets

View in Repository

agents/guardian.md

agents/lead.md

agents/specialist.md

agents/support.md

evals/evals.json

knowledge/body-of-knowledge.md

knowledge/knowledge-graph.md

prompts/variations/deep.md

templates/output.docx.md

templates/output.html

Skill Content

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Stats

Stars1

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Last CommitMar 28, 2026

Actions

View Source View Plugin View on GitHub View README

Procedure

Step 1: Discover

Gather input and context

Load relevant indexes and configuration

Step 2: Analyze

Evaluate options per Constitution XIII/XIV

Score candidates by relevance and confidence

Step 3: Execute

Apply the selected approach

Tag all outputs with evidence markers

Step 4: Validate

Verify quality criteria met

Confirm confidence >= 0.95

Scenario

Handling

Empty or minimal input

Request clarification before proceeding

Conflicting requirements

Flag conflicts explicitly, propose resolution

Out-of-scope request

Redirect to appropriate skill or escalate

Auto Prompt Matching

"Method over hacks. Evidence over assumption."

TL;DR

Fuzzy-match user intent to best skill/prompt from PRISTINO-INDEX.md. Confidence scoring and routing. This is an orchestration-layer skill used internally by Pristino and the adk-orchestrator. Protocol details in PRISTINO.md. [EXPLICIT]

Procedure

Step 1: Discover

Gather input and context
Load relevant indexes and configuration

Step 2: Analyze

Evaluate options per Constitution XIII/XIV
Score candidates by relevance and confidence

Step 3: Execute

Apply the selected approach
Tag all outputs with evidence markers

Step 4: Validate

Verify quality criteria met
Confirm confidence >= 0.95

Quality Criteria

Evidence tags applied
Constitution-compliant
Confidence >= 0.95
Actionable output

Related Skills

See PRISTINO.md for full orchestration protocol

Usage

Example invocations:

"/auto-prompt-matching" — Run the full auto prompt matching workflow
"auto prompt matching on this project" — Apply to current context

Assumptions & Limits

Assumes access to project artifacts (code, docs, configs) [EXPLICIT]
Requires English-language output unless otherwise specified [EXPLICIT]
Does not replace domain expert judgment for final decisions [EXPLICIT]

Edge Cases

Scenario	Handling
Empty or minimal input	Request clarification before proceeding
Conflicting requirements	Flag conflicts explicitly, propose resolution
Out-of-scope request	Redirect to appropriate skill or escalate