---

name: Agent Discovery description: Structured repository scanning and agent evaluation skill for discovering agents from the AI ecosystem

Agent Discovery Skill

The Agent Discovery skill enables structured scanning of agent repositories, marketplaces, and research platforms to discover new AI agents for potential integration into G-Pilot.

Overview

This skill follows the Action-Ledger-Result pattern and integrates with:

• GitHub API (repository scanning)
• HuggingFace API (model discovery)
• AI-powered analysis for other sources (LangChain Hub, CrewAI, etc.)

Bound Functions

agent_discovery

Primary discovery function - Scans multiple intelligence sources for agents.

Copyagent_discovery(userId, query, options) → DiscoveryResult

check_compatibility

Compatibility assessment - Deep analysis of a single agent dossier.

Copycheck_compatibility(userId, dossier) → CompatibilityCheckResult

Intelligence Sources

Output Schemas

AgentDossier

Copy{
  "agentName": "example-agent",
  "source": "github",
  "sourceUrl": "https://github.com/example/agent",
  "description": "What this agent does",
  "compatibilityScore": 0.85,
  "securityRating": "A",
  "uniqueCapabilities": ["capability1", "capability2"],
  "requiredDependencies": ["node", "typescript"],
  "integrationEstimate": "1-2 days",
  "fuelCostEstimate": "50-100 PTS",
  "lastUpdated": "2026-01-19T00:00:00Z",
  "stars": 1234,
  "maintainer": "example-org",
  "license": "MIT"
}

DiscoveryResult

Copy{
  "success": true,
  "query": "marketing automation agent",
  "sourcesScanned": ["github", "huggingface", "langchain_hub"],
  "dossiers": [...],
  "duration": 2500
}

CompatibilityCheckResult

Copy{
  "success": true,
  "agent": "example-agent",
  "score": 0.8,
  "checks": [
    { "name": "Language Compatibility", "passed": true },
    { "name": "License Check", "passed": true },
    { "name": "Security Rating", "passed": true }
  ],
  "recommendation": "integrate"
}

Usage Example

Copyimport { agent_discovery, check_compatibility } from '@/tools/agentDiscoverySkill';

// Discover agents for a specific capability
const result = await agent_discovery(
  'user_123',
  'multi-agent orchestration',
  {
    sources: ['github', 'langchain_hub'],
    limit: 10,
    focusAreas: ['automation', 'workflow'],
    minCompatibility: 0.7
  }
);

// Deep check a specific candidate
for (const dossier of result.dossiers.slice(0, 3)) {
  const check = await check_compatibility('user_123', dossier);
  if (check.recommendation === 'integrate') {
    console.log(`Recommended: ${dossier.agentName}`);
  }
}

Integration with Agent Scout

This skill is the primary tool bound to the Agent Scout agent:

CopyAgent Scout
    ├── agent_discovery (primary)
    ├── check_compatibility
    ├── web_intel
    ├── structured_scraper
    └── deep_lookup

Security Ratings

Billing