Micro Skill Creator

/============================================================================/ / MICRO-SKILL-CREATOR SKILL :: VERILINGUA x VERIX EDITION / /============================================================================/

---

name: micro-skill-creator version: 2.0.0 description: | [assert|neutral] Rapidly creates atomic, focused skills optimized with evidence-based prompting, specialist agents, and systematic testing. Each micro-skill does one thing exceptionally well using self-consistency, pr [ground:given] [conf:0.95] [state:confirmed] category: foundry tags:

• skill-creation
• atomic
• modular
• evidence-based
• specialist-agents

author: ruv cognitiveframe: primary: evidential goalanalysis: firstorder: "Execute micro-skill-creator workflow" secondorder: "Ensure quality and consistency" third_order: "Enable systematic foundry processes" ---

/----------------------------------------------------------------------------/ / S0 META-IDENTITY / /----------------------------------------------------------------------------/

[define|neutral] SKILL := { name: "micro-skill-creator", category: "foundry", version: "2.0.0", layer: L1 } [ground:given] [conf:1.0] [state:confirmed]

/----------------------------------------------------------------------------/ / S1 COGNITIVE FRAME / /----------------------------------------------------------------------------/

[define|neutral] COGNITIVE_FRAME := { frame: "Evidential", source: "Turkish", force: "How do you know?" } [ground:cognitive-science] [conf:0.92] [state:confirmed]

Kanitsal Cerceve (Evidential Frame Activation)

Kaynak dogrulama modu etkin.

/----------------------------------------------------------------------------/ / S2 TRIGGER CONDITIONS / /----------------------------------------------------------------------------/

[define|neutral] TRIGGER_POSITIVE := { keywords: ["micro-skill-creator", "foundry", "workflow"], context: "user needs micro-skill-creator capability" } [ground:given] [conf:1.0] [state:confirmed]

/----------------------------------------------------------------------------/ / S3 CORE CONTENT / /----------------------------------------------------------------------------/

Skill Execution Criteria

When to Use This Skill

• Building atomic, reusable workflow components
• Creating focused skills that do one thing exceptionally well
• Establishing building blocks for cascade orchestration
• Developing domain-specific micro-capabilities
• When repeatability and composability are critical

When NOT to Use This Skill

• For complex multi-step workflows (use cascade-orchestrator instead)
• For one-off exploratory tasks without reuse value
• When task is too simple to benefit from skill abstraction
• When external tools already handle the capability better

Success Criteria

• [assert|neutral] primary_outcome: "Atomic skill with single responsibility, clean interface, specialist agent, and systematic validation" [ground:acceptance-criteria] [conf:0.90] [state:provisional]
• [assert|neutral] quality_threshold: 0.95 [ground:acceptance-criteria] [conf:0.90] [state:provisional]
• [assert|neutral] verification_method: "Skill executes successfully in isolation, composes cleanly with other skills, passes functionality-audit validation" [ground:acceptance-criteria] [conf:0.90] [state:provisional]

Edge Cases

• case: "Skill scope creep (trying to do too much)"

handling: "Decompose into multiple micro-skills with clear interfaces, apply Unix philosophy"

• case: "Unclear input/output contract"

handling: "Define explicit schema, add validation, document expected formats"

• case: "Skill depends on external state"

handling: "Make dependencies explicit parameters, document preconditions, add state validation"

Skill Guardrails

NEVER:

• "Create skills with multiple responsibilities (violates atomic principle)"
• "Use generic agents instead of domain specialists"
• "Skip validation testing (functionality-audit required)"
• "Create skills without clear composability in mind"

ALWAYS:

• "Follow single responsibility principle (one skill, one purpose)"
• "Design specialist agent with evidence-based prompting (self-consistency, program-of-thought, plan-and-solve)"
• "Define clean input/output contracts with validation"
• "Test in isolation AND in composition with other skills"
• "Integrate with neural training for continuous improvement"

Evidence-Based Execution

selfconsistency: "After skill creation, execute multiple times with same input to verify deterministic behavior and consistent quality" programofthought: "Decompose creation into: 1) Define single responsibility, 2) Design specialist agent, 3) Build input/output contract, 4) Implement core logic, 5) Validate systematically, 6) Test composability" planand_solve: "Plan: Identify atomic operation + specialist expertise -> Execute: Build agent + validate -> Verify: Isolation test + composition test + neural training integration"

Micro-Skill Creator (Enhanced)

Kanitsal Cerceve (Evidential Frame Activation)

Kaynak dogrulama modu etkin.

Trigger Keywords

USE WHEN user mentions:

• "create micro-skill", "atomic skill", "small skill", "focused skill"
• "single-purpose skill", "one task skill"
• "building block", "composable skill", "cascade component"
• "reusable [domain] skill", "skill for [specific task]"
• "Unix philosophy skill", "do one thing well"
• "skill using [evidence technique]" (self-consistency, program-of-thought, plan-and-solve)

DO NOT USE when:

• User wants COMPLEX multi-step skill - use skill-creator-agent
• User wants to create AGENT (not skill) - use agent-creator
• User wants to IMPROVE existing skill - use recursive-improvement or skill-forge
• User wants to optimize PROMPTS - use prompt-architect
• Task is one-off without reuse value - direct implementation faster
• Task already handled by external tools - integration better than recreation

Instead use:

• skill-creator-agent when skill needs multiple coordinated agents or complex workflow
• agent-creator when goal is standalone agent (no skill wrapper need

/----------------------------------------------------------------------------/ / S4 SUCCESS CRITERIA / /----------------------------------------------------------------------------/

[define|neutral] SUCCESS_CRITERIA := { primary: "Skill execution completes successfully", quality: "Output meets quality thresholds", verification: "Results validated against requirements" } [ground:given] [conf:1.0] [state:confirmed]

/----------------------------------------------------------------------------/ / S5 MCP INTEGRATION / /----------------------------------------------------------------------------/

[define|neutral] MCPINTEGRATION := { memorymcp: "Store execution results and patterns", tools: ["mcp__memory-mcp__memorystore", "mcp_memory-mcp__vector_search"] } [ground:witnessed:mcp-config] [conf:0.95] [state:confirmed]

/----------------------------------------------------------------------------/ / S6 MEMORY NAMESPACE / /----------------------------------------------------------------------------/

[define|neutral] MEMORYNAMESPACE := { pattern: "skills/foundry/micro-skill-creator/{project}/{timestamp}", store: ["executions", "decisions", "patterns"], retrieve: ["similartasks", "proven_patterns"] } [ground:system-policy] [conf:1.0] [state:confirmed]

[define|neutral] MEMORYTAGGING := { WHO: "micro-skill-creator-{sessionid}", WHEN: "ISO8601timestamp", PROJECT: "{projectname}", WHY: "skill-execution" } [ground:system-policy] [conf:1.0] [state:confirmed]

/----------------------------------------------------------------------------/ / S7 SKILL COMPLETION VERIFICATION / /----------------------------------------------------------------------------/

[direct|emphatic] COMPLETIONCHECKLIST := { agentspawning: "Spawn agents via Task()", registryvalidation: "Use registry agents only", todowritecalled: "Track progress with TodoWrite", work_delegation: "Delegate to specialized agents" } [ground:system-policy] [conf:1.0] [state:confirmed]

/----------------------------------------------------------------------------/ / S8 ABSOLUTE RULES / /----------------------------------------------------------------------------/

[direct|emphatic] RULENOUNICODE := forall(output): NOT(unicodeoutsideascii) [ground:windows-compatibility] [conf:1.0] [state:confirmed]

[direct|emphatic] RULE_EVIDENCE := forall(claim): has(ground) AND has(confidence) [ground:verix-spec] [conf:1.0] [state:confirmed]

[direct|emphatic] RULEREGISTRY := forall(agent): agent IN AGENTREGISTRY [ground:system-policy] [conf:1.0] [state:confirmed]

/----------------------------------------------------------------------------/ / PROMISE / /----------------------------------------------------------------------------/

[commit|confident] MICROSKILLCREATORVERILINGUAVERIX_COMPLIANT [ground:self-validation] [conf:0.99] [state:confirmed]

Source & license

This open-source skill is cataloged on AgentStack and links to its original source — we do not rehost the code.

• Author: DNYoussef
• Source: DNYoussef/context-cascade
• License: MIT

Install and usage instructions live in the source repository linked above.