🔮 Lyra Tool Discovery

AI-powered tool discovery for the MCP ecosystem

Documentation · CLI Reference · Examples · Contributing

📖 Overview

Lyra Tool Discovery is an AI-powered automation tool designed specifically for the crypto, DeFi, blockchain, and web3 ecosystem. It solves the painful problem of manually discovering, evaluating, and integrating MCP (Model Context Protocol) servers into your crypto-focused applications. Instead of spending hours searching GitHub, reading READMEs, and figuring out the right integration approach, Lyra does it for you in seconds.

The tool crawls multiple sources—GitHub and npm—to find crypto-related MCP servers, APIs, and plugins. It filters results to focus exclusively on blockchain, DeFi, web3, and cryptocurrency tooling (including Ethereum, Solana, Bitcoin, wallets, tokens, NFTs, DEXs, staking, bridges, and more). Lyra then leverages state-of-the-art AI (OpenAI GPT-4o or Anthropic Claude) to analyze each discovered tool and automatically generates ready-to-use plugin configurations.

🪙 Crypto Focus

Lyra is optimized for discovering tools related to:

• Blockchain Networks — Ethereum, Solana, Bitcoin, Layer 2s, bridges
• DeFi Protocols — DEXs, lending, staking, yield farming, liquidity
• Web3 Infrastructure — Wallets, RPC providers, indexers, oracles
• Token Standards — ERC-20, ERC-721, NFTs, token swaps
• Smart Contracts — Development, auditing, deployment tools
• On-chain Data — Analytics, explorers, transaction tracking

Lyra is built for crypto MCP ecosystem developers who need to rapidly onboard new tools, plugin marketplace operators like plugin.delivery who curate crypto plugins, and automation engineers building CI/CD pipelines for DeFi tool discovery and deployment.

This tool is a critical piece of the discovery-to-deployment pipeline: lyra-tool-discovery → github-to-mcp → plugin.delivery → SperaxOS users. By automating the discovery and classification phase, Lyra enables fully automated plugin onboarding with minimal human intervention.

✨ Features

🤖 Multi-Provider AI

• OpenAI — GPT-4o, GPT-4-turbo, GPT-3.5-turbo
• Anthropic — Claude Sonnet 4, Claude Opus
• Auto-detection from environment variables
• Custom model selection via CLI or config
• Intelligent fallback between providers

📦 8 Plugin Templates

• mcp-http — Remote MCP servers (HTTP/SSE)
• mcp-stdio — Local MCP servers (stdio)
• openapi — REST API integrations
• standalone — Full React applications
• markdown — Rich text/documentation
• default — Configurable plugins
• settings — User preference plugins
• basic — Simple function plugins

🔍 Discovery Sources

• GitHub — Search repos, topics, READMEs
• npm — Package registry search
• 🔜 Smithery (MCP directory)
• 🔜 OpenAPI Directory
• 🔜 RapidAPI

🪙 Crypto Filtering

• Keywords — crypto, defi, blockchain, web3

• Networks — ethereum, solana, bitcoin

• Protocols — wallet, token, nft, dex, staking

• Age Filter — Only repos updated within 12 months

• Smart Validation — AI validates crypto relevance

• Full-featured command-line interface

• Node.js/TypeScript SDK for automation

• JSON output for CI/CD pipelines

• Dry-run mode for testing

• Progress indicators and rich output

🖥️ CLI & Programmatic API

• Full-featured command-line interface
• Node.js/TypeScript SDK for automation
• JSON output for CI/CD pipelines
• Dry-run mode for testing
• Progress indicators and rich output

🧪 Testing & Validation

• --dry-run mode for safe testing
• List discovered tools without AI calls
• Validate configurations before deployment
• Debug logging for troubleshooting

📤 Flexible Output

• Structured JSON for piping to other tools
• Quick Import format for SperaxOS
• Plugin manifests for plugin.delivery
• Console output with rich formatting

🪙 Crypto Discovery Keywords

Lyra automatically filters discovery results to focus on crypto/DeFi/blockchain/web3 tools. The following keywords are used for both search queries and result validation:

Tools that don't match any of these keywords are automatically filtered out, ensuring you only discover crypto-relevant MCP servers.

Age Filtering

By default, Lyra only discovers tools that have been updated within the last 12 months. This ensures you're finding actively maintained projects. Use --max-age to adjust:

# Only tools updated in the last 6 months
lyra-discover discover --max-age 6

# Only tools updated in the last 3 months (bleeding edge)
lyra-discover discover --max-age 3

# Tools up to 24 months old
lyra-discover discover --max-age 24

📖 CLI Reference

Global Options

Commands

discover

Search for MCP tools and APIs across configured sources.

lyra-discover discover [options]

Examples:

# Discover crypto MCP tools from GitHub only, limit 10 results
lyra-discover discover --sources github --limit 10

# Find tools updated in the last 6 months only
lyra-discover discover --max-age 6 --limit 20

# Dry run to preview what would be analyzed
lyra-discover discover --dry-run --sources npm --limit 20

# Use Anthropic Claude for analysis
lyra-discover discover --provider anthropic --model claude-sonnet-4-20250514

# Use OpenAI GPT-4o for analysis
lyra-discover discover --provider openai --model gpt-4o

Example Output:

🔍 Discovering crypto/DeFi/web3 tools from: github, npm
📅 Max age: 12 months
  Found 5 from github
  Found 3 from npm

📊 Total discovered: 8 tools
🪙 Crypto-related: 6 tools
🔌 MCP-compatible: 5 tools

🤖 Analyzing: mcp-server-ethereum...
  Template: mcp-stdio
  Reasoning: Has MCP SDK dependency and bin entry for local execution

✅ Analyzed 5 tools

📦 Generated Configs:

--- mcp-server-ethereum ---
Template: mcp-stdio
Config: {
  "identifier": "mcp-server-ethereum",
  "customParams": {
    "mcp": {
      "type": "stdio",
      "command": "npx",
      "args": ["-y", "mcp-server-ethereum"]
    }
  }
}

analyze-repo

Analyze a specific GitHub repository.

lyra-discover analyze-repo <owner> <repo> [options]

Examples:

# Analyze the official MCP GitHub server
lyra-discover analyze-repo modelcontextprotocol servers

# Analyze with specific model
lyra-discover analyze-repo anthropics claude-mcp --model gpt-4o

# Analyze a community MCP server
lyra-discover analyze-repo punkpeye mcp-server-obsidian

Example Output:

🔍 Fetching modelcontextprotocol/servers...
🤖 Analyzing...

✅ Analysis complete:
  Template: mcp-stdio
  Reasoning: Repository contains multiple MCP servers with bin entries, using @modelcontextprotocol/sdk

📋 Quick Import JSON:
{
  "mcpServers": {
    "github": {
      "command": "npx",
      "args": ["-y", "@modelcontextprotocol/server-github"]
    }
  }
}

analyze-npm

Analyze a specific npm package.

lyra-discover analyze-npm <package> [options]

Examples:

# Analyze official MCP server packages
lyra-discover analyze-npm @modelcontextprotocol/server-github
lyra-discover analyze-npm @modelcontextprotocol/server-filesystem
lyra-discover analyze-npm @modelcontextprotocol/server-slack

# Analyze community packages
lyra-discover analyze-npm mcp-server-sqlite

providers

Show available AI providers based on configured environment variables.

lyra-discover providers

Example Output (with keys configured):

🤖 AI Provider Configuration

Available providers (based on env vars):
  ✅ openai
  ✅ anthropic

Override with env vars or CLI flags:
  AI_PROVIDER=openai|anthropic
  AI_MODEL=gpt-4o|claude-sonnet-4-20250514|etc.
  --provider openai --model gpt-4o

Example Output (no keys):

🤖 AI Provider Configuration

Available providers (based on env vars):
  ⚠️  No API keys found!

Set one of these environment variables:
  - OPENAI_API_KEY     → Use OpenAI (gpt-4o, gpt-4-turbo, etc.)
  - ANTHROPIC_API_KEY  → Use Anthropic (claude-sonnet-4-20250514, etc.)

templates

Display all available plugin templates with descriptions.

lyra-discover templates

Output:

╔═══════════════════════════════════════════════════════════════════════════════╗
║                     plugin.delivery Plugin Templates                          ║
╠════════════╦════════════╦═══════════════════════════════════════════════════════╣
║ Template   ║ Type       ║ Description                   ║ Use Case           ║
╠════════════╬════════════╬═══════════════════════════════╬════════════════════╣
║ basic      ║ Default    ║ Standard plugin with API      ║ Simple data lookups║
║ default    ║ Default    ║ Plugin with settings UI       ║ Configurable tools ║
║ markdown   ║ Markdown   ║ Rich text output              ║ Formatted reports  ║
║ openapi    ║ OpenAPI    ║ Auto-generated from spec      ║ Existing APIs      ║
║ settings   ║ Default    ║ Plugin with user preferences  ║ Personalized tools ║
║ standalone ║ Standalone ║ Full React application        ║ Interactive UIs    ║
╠════════════╬════════════╬═══════════════════════════════╬════════════════════╣
║ mcp-http   ║ MCP        ║ Streamable HTTP MCP server    ║ Remote MCP tools   ║
║ mcp-stdio  ║ MCP        ║ STDIO-based MCP server        ║ Local npm MCP      ║
╚════════════╩════════════╩═══════════════════════════════╩════════════════════╝

🔧 Programmatic API

Use Lyra as a library in your Node.js/TypeScript projects:

import { 
  ToolDiscovery, 
  GitHubSource, 
  NpmSource,
  AIAnalyzer 
} from '@nirholas/lyra-tool-discovery';

// Initialize with default settings (auto-detect AI provider)
const discovery = new ToolDiscovery();

// Or with specific configuration
const discovery = new ToolDiscovery({
  provider: 'anthropic',
  model: 'claude-sonnet-4-20250514',
  apiKey: process.env.ANTHROPIC_API_KEY // Optional, uses env var by default
});

// Discover from all sources
const results = await discovery.discover({
  sources: ['github', 'npm'],
  limit: 20,
  dryRun: false
});

// Process results
for (const result of results) {
  console.log(`Tool: ${result.tool.name}`);
  console.log(`Template: ${result.decision.template}`);
  console.log(`Config:`, result.generated.pluginConfig);
}

// Analyze a specific GitHub repo
const repoResult = await discovery.analyzeGitHubRepo('owner', 'repo');
console.log(repoResult?.decision.template);

// Analyze a specific npm package
const npmResult = await discovery.analyzeNpmPackage('@scope/package-name');
console.log(npmResult?.decision.template);

Using Individual Components

import { GitHubSource, NpmSource, AIAnalyzer } from '@nirholas/lyra-tool-discovery';

// Use GitHub source directly
const github = new GitHubSource(process.env.GITHUB_TOKEN);
const mcpTools = await github.searchMCPServers(10);
const openApiTools = await github.searchOpenAPISpecs(10);
const specificRepo = await github.getRepo('owner', 'repo');

// Use npm source directly
const npm = new NpmSource();
const npmTools = await npm.searchMCPServers(10);
const specificPackage = await npm.getPackageAsTool('@modelcontextprotocol/server-github');

// Use AI analyzer directly
const ai = new AIAnalyzer({ provider: 'openai', model: 'gpt-4o' });
const decision = await ai.analyzeAndDecide(discoveredTool);
const quickImport = ai.generateQuickImport(decision);

Type Definitions

import type {
  // Discovery types
  DiscoveredTool,
  DiscoveryResult,
  DiscoverySource,
  
  // Template types
  PluginTemplate,
  TemplateDecision,
  
  // MCP types
  MCPConnection,
  MCPHttpConnection,
  MCPStdioConnection,
  MCPAuthConfig,
  
  // Plugin types
  CustomPlugin,
  PluginManifest,
  PluginIndexEntry,
  MCPQuickImportConfig
} from '@nirholas/lyra-tool-discovery';

🏗️ Architecture

┌─────────────────────────────────────────────────────────────────────────────┐
│                          LYRA TOOL DISCOVERY                                │
├─────────────────────────────────────────────────────────────────────────────┤
│                                                                             │
│  ┌────────────────┐     ┌────────────────┐     ┌────────────────────────┐  │
│  │    Sources     │     │  AI Analyzer   │     │   Template Engine      │  │
│  ├────────────────┤     ├────────────────┤     ├────────────────────────┤  │
│  │                │     │                │     │                        │  │
│  │ • GitHub API   │────▶│ • OpenAI       │────▶│ • basic                │  │
│  │   - Repos      │     │   - GPT-4o     │     │ • default              │  │
│  │   - Topics     │     │   - GPT-4-turbo│     │ • markdown             │  │
│  │   - READMEs    │     │                │     │ • openapi              │  │
│  │                │     │ • Anthropic    │     │ • settings             │  │
│  │ • npm Registry │     │   - Claude     │     │ • standalone           │  │
│  │   - Packages   │     │   - Sonnet     │     │ • mcp-http             │  │
│  │   - Keywords   │     │   - Opus       │     │ • mcp-stdio            │  │
│  │                │     │                │     │                        │  │
│  └────────────────┘     └────────────────┘     └────────────────────────┘  │
│          │                      │                         │                │
│          │                      │                         │                │
│          ▼                      ▼                         ▼                │
│  ┌─────────────────────────────────────────────────────────────────────┐   │
│  │                         Discovery Result                            │   │
│  ├─────────────────────────────────────────────────────────────────────┤   │
│  │  {                                                                  │   │
│  │    tool: DiscoveredTool,     // Source metadata                     │   │
│  │    decision: TemplateDecision, // AI analysis result                │   │
│  │    generated: {                                                     │   │
│  │      pluginConfig: CustomPlugin | PluginIndexEntry                  │   │
│  │    }                                                                │   │
│  │  }                                                                  │   │
│  └─────────────────────────────────────────────────────────────────────┘   │
│                                    │                                       │
│                                    ▼                                       │
│                    ┌───────────────────────────────┐                       │
│                    │        Output Formats         │                       │
│                    ├───────────────────────────────┤                       │
│                    │ • JSON (for pipelines)        │                       │
│                    │ • Quick Import (SperaxOS)     │                       │
│                    │ • Plugin Manifests            │                       │
│                    │ • Console (human-readable)    │                       │
│                    └───────────────────────────────┘                       │
└─────────────────────────────────────────────────────────────────────────────┘

📋 Plugin Templates

Lyra analyzes tools and automatically selects from 8 plugin templates:

AI Decision Priority

The AI follows this priority order when selecting templates:

1. MCP Detection → If tool uses @modelcontextprotocol/sdk:
   • Has HTTP server → mcp-http
   • Has bin entry → mcp-stdio
2. OpenAPI Detection → If has openapi.json/yaml or Swagger spec → openapi
3. Complex UI → If needs interactive dashboard → standalone
4. Formatted Output → If outputs rich text/markdown → markdown
5. Configuration → If needs user settings → default or settings
6. Default → Simple function → basic

🔗 Integration Pipeline

Lyra Tool Discovery is part of a larger automation toolchain for the SperaxOS ecosystem:

┌─────────────────┐     ┌─────────────────┐     ┌─────────────────┐     ┌─────────────────┐
│                 │     │                 │     │                 │     │                 │
│  lyra-discover  │────▶│  github-to-mcp  │────▶│ plugin.delivery │────▶│    SperaxOS     │
│                 │     │                 │     │                 │     │                 │
│  Discovery &    │     │   Conversion    │     │   Marketplace   │     │   End Users     │
│   Analysis      │     │                 │     │                 │     │                 │
└─────────────────┘     └─────────────────┘     └─────────────────┘     └─────────────────┘

1. Discovery (this tool) — Finds tools on GitHub/npm, analyzes with AI, generates configs
2. Conversion — github-to-mcp converts repos to MCP servers
3. Registry — plugin.delivery hosts the plugin marketplace
4. Consumption — SperaxOS users discover and install plugins

Automated PR Workflow

You can set up a GitHub Action to automate the entire pipeline:

# .github/workflows/discover-tools.yml
name: Discover New Tools

on:
  schedule:
    - cron: '0 0 * * *'  # Daily at midnight
  workflow_dispatch:

jobs:
  discover:
    runs-on: ubuntu-latest
    steps:
      - uses: actions/checkout@v4
      
      - name: Setup Node.js
        uses: actions/setup-node@v4
        with:
          node-version: '20'
      
      - name: Install Lyra
        run: npm install -g @nirholas/lyra-tool-discovery
      
      - name: Discover new MCP servers
        env:
          OPENAI_API_KEY: ${{ secrets.OPENAI_API_KEY }}
          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
        run: |
          lyra-discover discover \
            --sources github,npm \
            --limit 50 \
            > discovered-tools.json
      
      - name: Create PR with new tools
        uses: peter-evans/create-pull-request@v5
        with:
          title: '🔮 New tools discovered by Lyra'
          body: 'Automated discovery run found new MCP servers and APIs.'
          branch: lyra/discovered-tools

📚 Examples

Example 1: Discover and Save Results

# Discover tools and save to file
lyra-discover discover --sources github,npm --limit 20 > tools.json

# Parse with jq
cat tools.json | jq '.[] | {name: .tool.name, template: .decision.template}'

Example 2: Batch Analyze Repositories

# Create a list of repos to analyze
repos=(
  "modelcontextprotocol/servers"
  "anthropics/claude-mcp"
  "punkpeye/mcp-server-obsidian"
)

# Analyze each repo
for repo in "${repos[@]}"; do
  owner=$(echo $repo | cut -d'/' -f1)
  name=$(echo $repo | cut -d'/' -f2)
  lyra-discover analyze-repo $owner $name
  echo "---"
done

Example 3: Analyze npm Packages in CI

// scripts/analyze-packages.ts
import { ToolDiscovery } from '@nirholas/lyra-tool-discovery';

const packages = [
  '@modelcontextprotocol/server-github',
  '@modelcontextprotocol/server-filesystem',
  '@modelcontextprotocol/server-slack',
];

async function main() {
  const discovery = new ToolDiscovery({ provider: 'openai' });
  
  for (const pkg of packages) {
    const result = await discovery.analyzeNpmPackage(pkg);
    if (result) {
      console.log(JSON.stringify({
        package: pkg,
        template: result.decision.template,
        config: result.generated.pluginConfig
      }, null, 2));
    }
  }
}

main();

Example 4: Custom Source Integration

import { AIAnalyzer, type DiscoveredTool } from '@nirholas/lyra-tool-discovery';

// Create a custom discovered tool
const customTool: DiscoveredTool = {
  id: 'custom:my-tool',
  name: 'my-custom-mcp-server',
  description: 'A custom MCP server for my application',
  source: 'github',
  sourceUrl: 'https://github.com/myorg/my-tool',
  hasMCPSupport: true,
  hasNpmPackage: true,
  readme: '# My Tool\n\nAn MCP server that does X, Y, Z...',
  packageJson: {
    name: 'my-custom-mcp-server',
    bin: { 'my-mcp': './dist/cli.js' },
    dependencies: { '@modelcontextprotocol/sdk': '^1.0.0' }
  }
};

// Analyze with AI
const ai = new AIAnalyzer({ provider: 'anthropic' });
const decision = await ai.analyzeAndDecide(customTool);
console.log(`Template: ${decision.template}`);
console.log(`Reasoning: ${decision.reasoning}`);

Example 5: Dry Run with Filtering

# Discover in dry-run mode to see what would be analyzed
lyra-discover discover --dry-run --sources github --limit 50

# Output:
# [DRY RUN] Would analyze: mcp-server-github
#   Source: github
#   URL: https://github.com/modelcontextprotocol/servers
#   MCP: Yes
# [DRY RUN] Would analyze: claude-mcp
#   Source: github
#   URL: https://github.com/anthropics/claude-mcp
#   MCP: Yes
# ...

Example 6: Generate Quick Import for SperaxOS

import { ToolDiscovery } from '@nirholas/lyra-tool-discovery';

const discovery = new ToolDiscovery();
const result = await discovery.analyzeNpmPackage('@modelcontextprotocol/server-github');

// The quick import format can be directly pasted into SperaxOS
console.log(`Add this to your MCP configuration:`);
console.log(JSON.stringify({
  mcpServers: {
    [result.tool.name]: result.decision.config.customParams?.mcp
  }
}, null, 2));

🤝 Contributing

We welcome contributions! Here's how to get started:

Development Setup

# Clone the repository
git clone https://github.com/nirholas/lyra-tool-discovery.git
cd lyra-tool-discovery

# Install dependencies
pnpm install

# Set up environment
cp .env.example .env
# Edit .env with your API keys

# Run in development mode
pnpm dev discover --dry-run

# Build
pnpm build

# Run tests
pnpm test

Code Style

• We use TypeScript with strict mode
• ESLint for linting
• Prettier for formatting
• Write JSDoc comments for public APIs
• Follow conventional commits for commit messages

Pull Request Process

1. Fork the repository
2. Create a feature branch: git checkout -b feature/amazing-feature
3. Make your changes
4. Add tests if applicable
5. Run pnpm build and pnpm test
6. Commit with conventional commit message: feat: add amazing feature
7. Push to your fork: git push origin feature/amazing-feature
8. Open a Pull Request

Areas for Contribution

• 🔌 New Sources — Add support for Smithery, OpenAPI Directory, RapidAPI
• 🤖 AI Providers — Add support for Gemini, Mistral, local models
• 📝 Documentation — Improve examples, add tutorials
• 🧪 Testing — Add unit tests, integration tests
• 🐛 Bug Fixes — Check the issues tab

🔗 Related Projects

📄 License

MIT License © 2024 nirholas

MIT License

Permission is hereby granted, free of charge, to any person obtaining a copy
of this software and associated documentation files (the "Software"), to deal
in the Software without restriction, including without limitation the rights
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
copies of the Software, and to permit persons to whom the Software is
furnished to do so, subject to the following conditions:

The above copyright notice and this permission notice shall be included in all
copies or substantial portions of the Software.

THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
SOFTWARE.

🙏 Credits

• made by nich Model Context Protocol ecosystem
• Powered by OpenAI and Anthropic
• Inspired by the need to automate plugin discovery for SperaxOS

⬆ Back to Top

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Trust & Reputation Keywords

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validation, validation registry, validator, validator contract, cryptographic validation, cryptographic proof, cryptographic attestation, zero-knowledge, ZK, zkML, zero-knowledge machine learning, ZK proofs, trusted execution environment, TEE, TEE attestation, TEE oracle, stake-secured, staking validators, crypto-economic security, inference re-execution, output validation, work verification, third-party validation, independent validation, validation request, validation response, validationRequest, validationResponse, requestHash, responseHash, verifiable computation, verified agents, verified behavior, behavioral validation, agent verification

Payment & Commerce Keywords

x402, x402 protocol, x402 payments, programmable payments, micropayments, HTTP payments, pay-per-request, pay-per-task, agent payments, AI payments, agent monetization, AI monetization, agent commerce, AI commerce, agentic commerce, agent economy, AI economy, agent marketplace, service marketplace, agent-to-agent payments, A2A payments, stablecoin payments, USDC, crypto payments, on-chain payments, payment settlement, programmable settlement, proof of payment, proofOfPayment, payment receipt, payment verification, Coinbase, Coinbase x402, agent pricing, API pricing, service pricing, subscription, API keys, revenue, trading yield, cumulative revenues, agent wallet, payment address, toAddress, fromAddress, txHash

Discovery & Registry Keywords

agent discovery, service discovery, agent registry, identity registry, agent registration, register agent, mint agent, agent NFT, agent tokenId, agent browsing, agent explorer, agent scanner, 8004scan, 8004scan.io, agentscan, agentscan.info, 8004agents, 8004agents.ai, agent leaderboard, agent ranking, top agents, agent listing, agent directory, agent catalog, agent index, browse agents, search agents, find agents, discover agents, agent visibility, agent discoverability, no-code registration, agent creation, create agent, my agents, agent owner, agent operator, agent transfer, transferable agent, portable agent

Endpoints & Integration Keywords

endpoint, agent endpoint, service endpoint, API endpoint, MCP endpoint, A2A endpoint, web endpoint, HTTPS endpoint, HTTP endpoint, DID, decentralized identifier, ENS, Ethereum Name Service, ENS name, agent.eth, vitalik.eth, email endpoint, OASF, Open Agent Specification Format, endpoint verification, domain verification, endpoint ownership, .well-known, well-known, agent-registration.json, endpoint domain, endpoint URL, endpoint URI, base64 data URI, on-chain metadata, off-chain metadata, metadata storage, JSON metadata, agent JSON, registration JSON

SDK & Developer Tools Keywords

SDK, Agent0 SDK, Agent0, ChaosChain SDK, ChaosChain, Lucid Agents, Daydreams AI, create-8004-agent, npm, TypeScript SDK, Python SDK, JavaScript, Solidity, smart contract, ABI, contract ABI, deployed contracts, contract addresses, Hardhat, development tools, developer tools, dev tools, API, REST API, GraphQL, subgraph, The Graph, indexer, blockchain explorer, Etherscan, contract verification, open source, MIT license, CC0, public domain, GitHub, repository, code repository, documentation, docs, best practices, reference implementation

Ecosystem & Community Keywords

ecosystem, community, builder, builders, developer, developers, contributor, contributors, partner, partners, collaborator, collaborators, co-author, co-authors, MetaMask, Ethereum Foundation, Google, Coinbase, Consensys, AltLayer, Virtuals Protocol, Olas, EigenLayer, Phala, ElizaOS, Flashbots, Polygon, Base, Optimism, Arbitrum, Scroll, Linea, Monad, Gnosis, Celo, Near Protocol, Filecoin, Worldcoin, ThirdWeb, ENS, Collab.land, DappRadar, Giza Tech, Theoriq, OpenServ, Questflow, Semantic, Semiotic, Cambrian, Nevermined, Oasis, Towns Protocol, Warden Protocol, Terminal3, Pinata Cloud, Silence Labs, Rena Labs, Index Network, Trusta Network, Turf Network

Key People & Organizations Keywords

Marco De Rossi, MetaMask AI Lead, Davide Crapis, Ethereum Foundation AI, Head of AI, Jordan Ellis, Google engineer, Erik Reppel, Coinbase engineering, Head of Engineering, Sumeet Chougule, ChaosChain founder, YQ, AltLayer co-founder, Wee Kee, Virtuals contributor, Cyfrin audit, Nethermind audit, Ethereum Foundation Security Team, security audit, audited contracts

Use Cases & Applications Keywords

trading bot, DeFi agent, yield optimizer, data oracle, price feed, analytics agent, research agent, coding agent, development agent, automation agent, task agent, workflow agent, portfolio management, asset management, supply chain, service agent, API service, chatbot, AI assistant, virtual assistant, personal agent, enterprise agent, B2B agent, agent-as-a-service, AaaS, SaaS agent, AI SaaS, delegated agent, proxy agent, helper agent, worker agent, coordinator agent, orchestrator agent, validator agent, auditor agent, insurance agent, scoring agent, ranking agent

Technical Specifications Keywords

ERC-8004 specification, EIP specification, Ethereum Improvement Proposal, Ethereum Request for Comment, RFC 2119, RFC 8174, MUST, SHOULD, MAY, OPTIONAL, REQUIRED, interface, contract interface, function signature, event, emit event, indexed event, storage, contract storage, view function, external function, public function, uint256, int128, uint8, uint64, bytes32, string, address, array, struct, MetadataEntry, mapping, modifier, require, revert, transfer, approve, operator, owner, tokenId, URI, hash, keccak256, KECCAK-256, signature, deadline

Events & Conferences Keywords

8004 Launch Day, Agentic Brunch, Builder Nights Denver, Trustless Agent Day, Devconnect, ETHDenver, community call, meetup, hackathon, workshop, conference, summit, builder program, grants, bounties, ecosystem fund

News & Media Keywords

announcement, launch, mainnet launch, testnet launch, protocol update, upgrade, security review, audit, milestone, breaking news, ecosystem news, agent news, AI news, blockchain news, Web3 news, crypto news, DeFi news, newsletter, blog, article, press release, media coverage

Competitor & Alternative Keywords

agent framework, agent platform, AI platform, centralized agents, closed agents, proprietary agents, gatekeeper, intermediary, platform lock-in, vendor lock-in, data silos, walled garden, open alternative, decentralized alternative, permissionless alternative, trustless alternative

Future & Roadmap Keywords

cross-chain, multi-chain, chain agnostic, bridge, interoperability, governance, community governance, decentralized governance, DAO, protocol upgrade, upgradeable contracts, UUPS, proxy contract, ERC1967Proxy, protocol evolution, standard finalization, EIP finalization, mainnet feedback, testnet feedback, security improvements, gas optimization, feature request, enhancement, proposal

Long-tail Keywords & Phrases

how to register AI agent on blockchain, how to create ERC-8004 agent, how to build trustless AI agent, how to verify agent reputation, how to give feedback to AI agent, how to monetize AI agent, how to accept crypto payments AI agent, how to discover AI agents, how to trust AI agents, how to validate AI agent output, decentralized AI agent marketplace, on-chain AI agent registry, blockchain-based AI reputation, verifiable AI agent identity, portable AI agent reputation, permissionless AI agent registration, trustless AI agent discovery, autonomous AI agent payments, agent-to-agent micropayments, AI agent service discovery, AI agent trust protocol, open source AI agent standard, Ethereum AI agent protocol, EVM AI agent standard, blockchain AI agent framework, decentralized AI agent infrastructure, Web3 AI agent ecosystem, crypto AI agent platform, DeFi AI agent integration, NFT-based agent identity, ERC-721 agent registration, on-chain agent metadata, off-chain agent data, IPFS agent storage, subgraph agent indexing, agent explorer blockchain, agent scanner Ethereum, agent leaderboard ranking, agent reputation scoring, agent feedback system, agent validation proof, zkML agent verification, TEE agent attestation, stake-secured agent validation, x402 agent payments, MCP agent endpoint, A2A agent protocol, ENS agent name, DID agent identity, agent wallet address, agent owner operator, transferable agent NFT, portable agent identity, censorship-resistant agent registry, credibly neutral agent infrastructure, public good agent data, open agent economy, agentic web infrastructure, trustless agentic commerce, autonomous agent economy, AI agent economic actors, accountable AI agents, verifiable AI behavior, auditable AI agents, transparent AI agents, decentralized AI governance, community-driven AI standards, open protocol AI agents, permissionless AI innovation

Brand & Product Keywords

8004, 8004.org, Trustless Agents, trustlessagents, trustless-agents, 8004scan, 8004scan.io, agentscan, agentscan.info, 8004agents, 8004agents.ai, Agent0, agent0, sdk.ag0.xyz, ChaosChain, chaoschain, docs.chaoscha.in, Lucid Agents, lucid-agents, daydreams.systems, create-8004-agent, erc-8004-contracts, best-practices, agent0lab, subgraph

Hashtags & Social Keywords

#ERC8004, #TrustlessAgents, #AIAgents, #DecentralizedAI, #OnChainAI, #AgenticWeb, #AgentEconomy, #Web3AI, #BlockchainAI, #EthereumAI, #CryptoAI, #AutonomousAgents, #AIAutonomy, #AgentDiscovery, #AgentTrust, #AgentReputation, #x402, #MCP, #A2A, #AgentProtocol, #OpenAgents, #PermissionlessAI, #VerifiableAI, #AccountableAI, #AIInfrastructure, #AgentInfrastructure, #BuildWithAgents, #AgentBuilders, #AgentDevelopers, #AgentEcosystem

Statistical Keywords

10000+ agents, 10300+ agents, 10000+ testnet registrations, 20000+ feedback, 5 months development, 80+ teams, 100+ partners, January 28 2026, January 29 2026, mainnet live, production ready, audited contracts, singleton deployment, per-chain singleton, ERC-721 token, NFT minting, gas fees, $5-20 mainnet gas

Additional Core Protocol Terms

ERC 8004, EIP 8004, trustless agent protocol, trustless agent standard, trustless agent framework, trustless agent system, trustless agent network, trustless agent infrastructure, trustless agent architecture, trustless agent specification, trustless agent implementation, trustless agent deployment, trustless agent integration, trustless agent ecosystem, trustless agent platform, trustless agent marketplace, trustless agent registry, trustless agent identity, trustless agent reputation, trustless agent validation, trustless agent discovery, trustless agent verification, trustless agent authentication, trustless agent authorization, trustless agent registration, trustless agent management, trustless agent operations, trustless agent services, trustless agent solutions, trustless agent technology, trustless agent innovation, trustless agent development, trustless agent research, trustless agent security, trustless agent privacy, trustless agent transparency, trustless agent accountability, trustless agent governance, trustless agent compliance, trustless agent standards, trustless agent protocols, trustless agent interfaces, trustless agent APIs, trustless agent SDKs, trustless agent tools, trustless agent utilities, trustless agent libraries, trustless agent modules, trustless agent components, trustless agent extensions

Extended Blockchain Terms

Ethereum blockchain, Ethereum network, Ethereum protocol, Ethereum ecosystem, Ethereum infrastructure, Ethereum development, Ethereum smart contract, Ethereum dApp, Ethereum application, Ethereum transaction, Ethereum gas, Ethereum wallet, Ethereum address, Ethereum account, Ethereum signature, Ethereum verification, Ethereum consensus, Ethereum finality, Ethereum block, Ethereum chain, Ethereum node, Ethereum client, Ethereum RPC, Ethereum JSON-RPC, Ethereum Web3, Ethereum ethers.js, Ethereum viem, Ethereum wagmi, Ethereum hardhat, Ethereum foundry, Ethereum truffle, Ethereum remix, Ethereum deployment, Ethereum verification, Ethereum explorer, Ethereum scanner, Base blockchain, Base network, Base L2, Base layer 2, Base mainnet, Base testnet, Base Sepolia, Optimism blockchain, Optimism network, Optimism L2, Optimism mainnet, Optimism Sepolia, Polygon blockchain, Polygon network, Polygon PoS, Polygon zkEVM, Polygon mainnet, Polygon Mumbai, Arbitrum blockchain, Arbitrum One, Arbitrum Nova, Arbitrum Sepolia, Arbitrum Stylus, Linea blockchain, Linea network, Linea mainnet, Linea testnet, Scroll blockchain, Scroll network, Scroll mainnet, Scroll Sepolia, Monad blockchain, Monad network, Monad testnet, Gnosis Chain, Gnosis Safe, Celo blockchain, Celo network, Avalanche, Fantom, BNB Chain, BSC, Binance Smart Chain, zkSync, StarkNet, Mantle, Blast, Mode, Zora, opBNB, Manta, Taiko

Extended AI Agent Terms

artificial intelligence agent, machine learning agent, deep learning agent, neural network agent, transformer agent, GPT agent, Claude agent, Gemini agent, Llama agent, Mistral agent, AI model agent, foundation model agent, language model agent, multimodal agent, vision agent, audio agent, speech agent, text agent, code agent, coding assistant, programming agent, developer agent, software agent, application agent, web agent, mobile agent, desktop agent, cloud agent, edge agent, IoT agent, robotic agent, automation agent, workflow agent, process agent, task agent, job agent, worker agent, assistant agent, helper agent, support agent, service agent, utility agent, tool agent, function agent, capability agent, skill agent, knowledge agent, reasoning agent, planning agent, decision agent, execution agent, monitoring agent, logging agent, analytics agent, reporting agent, notification agent, alert agent, scheduling agent, calendar agent, email agent, messaging agent, chat agent, conversation agent, dialogue agent, interactive agent, responsive agent, reactive agent, proactive agent, predictive agent, adaptive agent, learning agent, evolving agent, self-improving agent, autonomous agent system, multi-agent architecture, agent swarm, agent collective, agent network, agent cluster, agent pool, agent fleet, agent army, agent workforce, agent team, agent group, agent ensemble, agent coalition, agent federation, agent consortium, agent alliance, agent partnership, agent collaboration, agent cooperation, agent coordination, agent orchestration, agent choreography, agent composition, agent aggregation, agent integration, agent interoperability, agent compatibility, agent standardization, agent normalization, agent harmonization

Extended Trust & Reputation Terms

trust protocol, trust system, trust network, trust infrastructure, trust layer, trust framework, trust model, trust algorithm, trust computation, trust calculation, trust score, trust rating, trust level, trust tier, trust grade, trust rank, trust index, trust metric, trust indicator, trust signal, trust factor, trust weight, trust coefficient, trust threshold, trust minimum, trust maximum, trust average, trust median, trust distribution, trust aggregation, trust normalization, trust scaling, trust decay, trust growth, trust accumulation, trust history, trust timeline, trust evolution, trust trajectory, trust prediction, trust forecast, trust estimation, trust inference, trust derivation, trust propagation, trust transfer, trust delegation, trust inheritance, trust chain, trust path, trust graph, trust network analysis, trust community detection, trust clustering, trust similarity, trust distance, trust proximity, trust relationship, trust connection, trust link, trust edge, trust node, trust vertex, reputation protocol, reputation system, reputation network, reputation infrastructure, reputation layer, reputation framework, reputation model, reputation algorithm, reputation computation, reputation calculation, reputation score, reputation rating, reputation level, reputation tier, reputation grade, reputation rank, reputation index, reputation metric, reputation indicator, reputation signal, reputation factor, reputation weight, reputation coefficient, reputation threshold, reputation minimum, reputation maximum, reputation average, reputation median, reputation distribution, reputation aggregation, reputation normalization, reputation scaling, reputation decay, reputation growth, reputation accumulation, reputation history, reputation timeline, reputation evolution, reputation trajectory, reputation prediction, reputation forecast, reputation estimation, reputation inference, reputation derivation, reputation propagation, reputation transfer, reputation delegation, reputation inheritance, reputation chain, reputation path, reputation graph, reputation network analysis, reputation community detection, reputation clustering, reputation similarity, reputation distance, reputation proximity, reputation relationship, reputation connection, reputation link, feedback protocol, feedback system, feedback network, feedback infrastructure, feedback layer, feedback framework, feedback model, feedback algorithm, feedback computation, feedback calculation, feedback score, feedback rating, feedback level, feedback tier, feedback grade, feedback rank, feedback index, feedback metric, feedback indicator, feedback signal, feedback factor, feedback weight, feedback coefficient, feedback threshold, feedback minimum, feedback maximum, feedback average, feedback median, feedback distribution, feedback aggregation, feedback normalization, feedback scaling, review system, rating system, scoring system, ranking system, evaluation system, assessment system, appraisal system, judgment system, quality assurance, quality control, quality metrics, quality standards, quality benchmarks, performance metrics, performance indicators, performance benchmarks, performance standards, performance evaluation, performance assessment, performance monitoring, performance tracking, performance analytics, performance reporting, performance dashboard

Extended Validation & Verification Terms

validation protocol, validation system, validation network, validation infrastructure, validation layer, validation framework, validation model, validation algorithm, validation computation, validation process, validation procedure, validation workflow, validation pipeline, validation chain, validation sequence, validation step, validation stage, validation phase, validation checkpoint, validation gate, validation barrier, validation filter, validation criteria, validation rules, validation logic, validation conditions, validation requirements, validation specifications, validation standards, validation benchmarks, validation metrics, validation indicators, validation signals, validation evidence, validation proof, validation attestation, validation certification, validation confirmation, validation approval, validation acceptance, validation rejection, validation failure, validation success, validation result, validation outcome, validation report, validation log, validation audit, validation trace, validation record, validation history, verification protocol, verification system, verification network, verification infrastructure, verification layer, verification framework, verification model, verification algorithm, verification computation, verification process, verification procedure, verification workflow, verification pipeline, verification chain, verification sequence, verification step, verification stage, verification phase, verification checkpoint, verification gate, verification barrier, verification filter, verification criteria, verification rules, verification logic, verification conditions, verification requirements, verification specifications, verification standards, verification benchmarks, verification metrics, verification indicators, verification signals, verification evidence, verification proof, verification attestation, verification certification, verification confirmation, verification approval, verification acceptance, verification rejection, verification failure, verification success, verification result, verification outcome, verification report, verification log, verification audit, verification trace, verification record, verification history, cryptographic verification, mathematical verification, formal verification, automated verification, manual verification, human verification, machine verification, AI verification, hybrid verification, multi-party verification, distributed verification, decentralized verification, consensus verification, probabilistic verification, deterministic verification, real-time verification, batch verification, streaming verification, incremental verification, partial verification, complete verification, exhaustive verification, sampling verification, statistical verification, heuristic verification, rule-based verification, model-based verification, data-driven verification, evidence-based verification, proof-based verification, attestation-based verification, signature-based verification, hash-based verification, merkle verification, zero-knowledge verification, ZK verification, zkSNARK, zkSTARK, PLONK, Groth16, recursive proof, proof composition, proof aggregation, proof batching, proof compression, proof generation, proof verification, prover, verifier, trusted setup, universal setup, transparent setup, TEE verification, SGX verification, TDX verification, SEV verification, enclave verification, secure enclave, hardware security, hardware attestation, remote attestation, local attestation, platform attestation, application attestation, code attestation, data attestation, execution attestation, result attestation

Extended Payment & Commerce Terms

payment protocol, payment system, payment network, payment infrastructure, payment layer, payment framework, payment model, payment algorithm, payment computation, payment process, payment procedure, payment workflow, payment pipeline, payment chain, payment sequence, payment step, payment stage, payment phase, payment gateway, payment processor, payment provider, payment service, payment solution, payment platform, payment application, payment interface, payment API, payment SDK, payment integration, payment compatibility, payment interoperability, payment standardization, payment normalization, payment harmonization, payment settlement, payment clearing, payment reconciliation, payment confirmation, payment verification, payment validation, payment authorization, payment authentication, payment security, payment privacy, payment transparency, payment accountability, payment compliance, payment regulation, payment governance, payment audit, payment reporting, payment analytics, payment monitoring, payment tracking, payment logging, payment history, payment record, payment receipt, payment invoice, payment statement, payment notification, payment alert, payment reminder, payment schedule, payment recurring, payment subscription, payment one-time, payment instant, payment delayed, payment batch, payment streaming, payment conditional, payment escrow, payment refund, payment chargeback, payment dispute, payment resolution, micropayment protocol, micropayment system, micropayment network, micropayment infrastructure, nanopayment, minipayment, small payment, fractional payment, partial payment, incremental payment, progressive payment, milestone payment, completion payment, success payment, performance payment, outcome payment, result payment, delivery payment, service payment, product payment, subscription payment, usage payment, consumption payment, metered payment, measured payment, tracked payment, verified payment, validated payment, confirmed payment, settled payment, cleared payment, finalized payment, irreversible payment, reversible payment, conditional payment, unconditional payment, guaranteed payment, insured payment, secured payment, unsecured payment, collateralized payment, uncollateralized payment, stablecoin payment, USDC payment, USDT payment, DAI payment, FRAX payment, LUSD payment, ETH payment, Ether payment, native token payment, ERC-20 payment, token payment, crypto payment, cryptocurrency payment, digital payment, electronic payment, online payment, internet payment, web payment, mobile payment, in-app payment, embedded payment, invisible payment, seamless payment, frictionless payment, instant payment, real-time payment, near-instant payment, fast payment, quick payment, rapid payment, speedy payment, efficient payment, low-cost payment, cheap payment, affordable payment, economical payment, cost-effective payment, value payment, premium payment, standard payment, basic payment, free payment, zero-fee payment, low-fee payment, minimal-fee payment, reduced-fee payment, discounted payment, promotional payment, incentivized payment, rewarded payment, cashback payment, rebate payment, bonus payment, tip payment, donation payment, contribution payment, support payment, funding payment, investment payment, capital payment, equity payment, debt payment, loan payment, credit payment, debit payment, prepaid payment, postpaid payment, pay-as-you-go payment, pay-per-use payment, pay-per-request payment, pay-per-call payment, pay-per-query payment, pay-per-task payment, pay-per-job payment, pay-per-result payment, pay-per-outcome payment, pay-per-success payment, pay-per-completion payment, pay-per-delivery payment, pay-per-service payment, pay-per-product payment, pay-per-access payment, pay-per-view payment, pay-per-download payment, pay-per-stream payment, pay-per-minute payment, pay-per-second payment, pay-per-byte payment, pay-per-token payment, pay-per-inference payment, pay-per-generation payment, pay-per-response payment, pay-per-answer payment, pay-per-solution payment, pay-per-recommendation payment, pay-per-prediction payment, pay-per-analysis payment, pay-per-insight payment, pay-per-report payment

Extended Discovery & Registry Terms

discovery protocol, discovery system, discovery network, discovery infrastructure, discovery layer, discovery framework, discovery model, discovery algorithm, discovery computation, discovery process, discovery procedure, discovery workflow, discovery pipeline, discovery chain, discovery sequence, discovery step, discovery stage, discovery phase, discovery mechanism, discovery method, discovery technique, discovery approach, discovery strategy, discovery tactic, discovery pattern, discovery template, discovery schema, discovery format, discovery standard, discovery specification, discovery interface, discovery API, discovery SDK, discovery tool, discovery utility, discovery library, discovery module, discovery component, discovery extension, discovery plugin, discovery addon, discovery integration, discovery compatibility, discovery interoperability, discovery standardization, discovery normalization, discovery harmonization, registry protocol, registry system, registry network, registry infrastructure, registry layer, registry framework, registry model, registry algorithm, registry computation, registry process, registry procedure, registry workflow, registry pipeline, registry chain, registry sequence, registry step, registry stage, registry phase, registry mechanism, registry method, registry technique, registry approach, registry strategy, registry tactic, registry pattern, registry template, registry schema, registry format, registry standard, registry specification, registry interface, registry API, registry SDK, registry tool, registry utility, registry library, registry module, registry component, registry extension, registry plugin, registry addon, registry integration, registry compatibility, registry interoperability, registry standardization, registry normalization, registry harmonization, agent catalog, agent directory, agent index, agent database, agent repository, agent store, agent hub, agent center, agent portal, agent gateway, agent aggregator, agent collector, agent curator, agent organizer, agent manager, agent administrator, agent operator, agent controller, agent supervisor, agent monitor, agent tracker, agent watcher, agent observer, agent listener, agent subscriber, agent publisher, agent broadcaster, agent announcer, agent advertiser, agent promoter, agent marketer, agent distributor, agent connector, agent linker, agent bridge, agent router, agent dispatcher, agent scheduler, agent allocator, agent balancer, agent optimizer, agent enhancer, agent improver, agent upgrader, agent updater, agent maintainer, agent supporter, agent helper, agent assistant, agent advisor, agent consultant, agent expert, agent specialist, agent professional, agent practitioner, agent implementer, agent developer, agent builder, agent creator, agent designer, agent architect, agent engineer, agent programmer, agent coder, agent hacker, agent maker, agent producer, agent manufacturer, agent provider, agent supplier, agent vendor, agent seller, agent buyer, agent consumer, agent user, agent customer, agent client, agent subscriber, agent member, agent participant, agent contributor, agent collaborator, agent partner, agent ally, agent friend, agent colleague, agent peer, agent neighbor, agent community, agent ecosystem, agent network, agent cluster, agent group, agent team, agent squad, agent unit, agent division, agent department, agent organization, agent company, agent enterprise, agent business, agent startup, agent project, agent initiative, agent program, agent campaign, agent movement, agent revolution, agent evolution, agent transformation, agent innovation, agent disruption, agent advancement, agent progress, agent growth, agent expansion, agent scaling, agent multiplication, agent proliferation, agent adoption, agent acceptance, agent integration, agent incorporation, agent assimilation, agent absorption, agent merger, agent acquisition, agent partnership, agent collaboration, agent cooperation, agent coordination, agent synchronization, agent harmonization, agent alignment, agent optimization, agent maximization, agent minimization, agent efficiency, agent effectiveness, agent productivity, agent performance, agent quality, agent reliability, agent availability, agent accessibility, agent usability, agent scalability, agent flexibility, agent adaptability, agent extensibility, agent maintainability, agent sustainability, agent durability, agent longevity, agent persistence, agent continuity, agent stability, agent security, agent safety, agent privacy, agent confidentiality, agent integrity, agent authenticity, agent validity, agent accuracy, agent precision, agent correctness, agent completeness, agent consistency, agent coherence, agent clarity, agent simplicity, agent elegance, agent beauty, agent aesthetics

Extended Technical Implementation Terms

smart contract development, smart contract programming, smart contract coding, smart contract writing, smart contract design, smart contract architecture, smart contract pattern, smart contract template, smart contract library, smart contract framework, smart contract toolkit, smart contract suite, smart contract collection, smart contract set, smart contract bundle, smart contract package, smart contract module, smart contract component, smart contract function, smart contract method, smart contract procedure, smart contract routine, smart contract subroutine, smart contract logic, smart contract algorithm, smart contract computation, smart contract calculation, smart contract operation, smart contract action, smart contract transaction, smart contract call, smart contract invocation, smart contract execution, smart contract deployment, smart contract migration, smart contract upgrade, smart contract update, smart contract patch, smart contract fix, smart contract bug, smart contract vulnerability, smart contract exploit, smart contract attack, smart contract defense, smart contract protection, smart contract security, smart contract audit, smart contract review, smart contract analysis, smart contract testing, smart contract verification, smart contract validation, smart contract certification, smart contract documentation, smart contract specification, smart contract interface, smart contract ABI, smart contract bytecode, smart contract opcode, smart contract gas, smart contract optimization, smart contract efficiency, smart contract performance, smart contract scalability, smart contract reliability, smart contract availability, smart contract maintainability, smart contract upgradeability, smart contract proxy, smart contract implementation, smart contract storage, smart contract memory, smart contract stack, smart contract heap, smart contract variable, smart contract constant, smart contract immutable, smart contract state, smart contract event, smart contract log, smart contract emit, smart contract modifier, smart contract require, smart contract assert, smart contract revert, smart contract error, smart contract exception, smart contract fallback, smart contract receive, smart contract payable, smart contract view, smart contract pure, smart contract external, smart contract internal, smart contract public, smart contract private, smart contract virtual, smart contract override, smart contract abstract, smart contract interface, smart contract library, smart contract import, smart contract inheritance, smart contract composition, smart contract delegation, smart contract proxy pattern, UUPS proxy, transparent proxy, beacon proxy, minimal proxy, clone factory, diamond pattern, EIP-2535, upgradeable contract, upgradeable proxy, upgrade mechanism, upgrade process, upgrade procedure, upgrade workflow, upgrade pipeline, upgrade chain, upgrade sequence, upgrade step, upgrade stage, upgrade phase, upgrade checkpoint, upgrade gate, upgrade barrier, upgrade filter, upgrade criteria, upgrade rules, upgrade logic, upgrade conditions, upgrade requirements, upgrade specifications, upgrade standards, upgrade benchmarks, upgrade metrics, upgrade indicators, upgrade signals, upgrade evidence, upgrade proof, upgrade attestation, upgrade certification, upgrade confirmation, upgrade approval, upgrade acceptance, upgrade rejection, upgrade failure, upgrade success, upgrade result, upgrade outcome, upgrade report, upgrade log, upgrade audit, upgrade trace, upgrade record, upgrade history

Extended Use Case Terms

DeFi agent, DeFi bot, DeFi automation, DeFi yield, DeFi farming, DeFi staking, DeFi lending, DeFi borrowing, DeFi trading, DeFi arbitrage, DeFi liquidation, DeFi governance, DeFi voting, DeFi proposal, DeFi treasury, DeFi vault, DeFi pool, DeFi liquidity, DeFi swap, DeFi exchange, DeFi DEX, DeFi AMM, DeFi orderbook, DeFi perpetual, DeFi options, DeFi futures, DeFi derivatives, DeFi insurance, DeFi prediction, DeFi oracle, DeFi bridge, DeFi cross-chain, DeFi multichain, DeFi aggregator, DeFi router, DeFi optimizer, DeFi maximizer, DeFi compounder, DeFi harvester, DeFi rebalancer, DeFi hedger, DeFi protector, DeFi guardian, DeFi sentinel, DeFi watchdog, DeFi monitor, DeFi tracker, DeFi analyzer, DeFi reporter, DeFi alerter, DeFi notifier, trading agent, trading bot, trading automation, trading algorithm, trading strategy, trading signal, trading indicator, trading pattern, trading trend, trading momentum, trading volume, trading liquidity, trading spread, trading slippage, trading execution, trading order, trading limit, trading market, trading stop, trading take-profit, trading stop-loss, trading position, trading portfolio, trading balance, trading equity, trading margin, trading leverage, trading risk, trading reward, trading return, trading profit, trading loss, trading performance, trading history, trading record, trading log, trading report, trading analytics, trading dashboard, trading interface, trading API, trading SDK, trading integration, trading compatibility, trading interoperability, data agent, data bot, data automation, data collection, data aggregation, data processing, data transformation, data cleaning, data validation, data verification, data enrichment, data augmentation, data annotation, data labeling, data classification, data categorization, data clustering, data segmentation, data filtering, data sorting, data ranking, data scoring, data rating, data evaluation, data assessment, data analysis, data analytics, data visualization, data reporting, data dashboard, data interface, data API, data SDK, data integration, data compatibility, data interoperability, research agent, research bot, research automation, research collection, research aggregation, research processing, research analysis, research synthesis, research summarization, research extraction, research identification, research discovery, research exploration, research investigation, research examination, research evaluation, research assessment, research review, research critique, research comparison, research benchmarking, research testing, research experimentation, research validation, research verification, research confirmation, research publication, research dissemination, research communication, research collaboration, research cooperation, research coordination, customer service agent, customer support agent, customer success agent, customer experience agent, customer engagement agent, customer retention agent, customer acquisition agent, customer onboarding agent, customer training agent, customer education agent, sales agent, marketing agent, advertising agent, promotion agent, outreach agent, engagement agent, conversion agent, retention agent, loyalty agent, advocacy agent, referral agent, partnership agent, collaboration agent, cooperation agent, coordination agent, communication agent, messaging agent, notification agent, alert agent, reminder agent, scheduling agent, calendar agent, booking agent, reservation agent, appointment agent, meeting agent, conference agent, event agent, webinar agent, presentation agent, demonstration agent, tutorial agent, training agent, education agent, learning agent, teaching agent, coaching agent, mentoring agent, advising agent, consulting agent, expert agent, specialist agent, professional agent, practitioner agent, implementer agent, developer agent, builder agent, creator agent, designer agent, architect agent, engineer agent, programmer agent, coder agent, hacker agent, maker agent, producer agent, manufacturer agent, provider agent, supplier agent, vendor agent, content agent, writing agent, copywriting agent, editing agent, proofreading agent, translation agent, localization agent, transcription agent, summarization agent, extraction agent, generation agent, creation agent, production agent, publication agent, distribution agent, syndication agent, aggregation agent, curation agent, recommendation agent, personalization agent, customization agent, optimization agent, enhancement agent, improvement agent, refinement agent, polishing agent, finishing agent, completion agent, delivery agent, fulfillment agent, execution agent, implementation agent, deployment agent, integration agent, configuration agent, setup agent, installation agent, maintenance agent, support agent, troubleshooting agent, debugging agent, fixing agent, patching agent, updating agent, upgrading agent, migrating agent, transitioning agent, transforming agent, converting agent, adapting agent, adjusting agent, modifying agent, changing agent, evolving agent, growing agent, expanding agent, scaling agent, multiplying agent, proliferating agent

Industry & Vertical Keywords

healthcare agent, medical agent, clinical agent, diagnostic agent, treatment agent, pharmaceutical agent, drug discovery agent, patient agent, doctor agent, nurse agent, hospital agent, clinic agent, telemedicine agent, telehealth agent, health monitoring agent, wellness agent, fitness agent, nutrition agent, mental health agent, therapy agent, counseling agent, psychology agent, psychiatry agent, insurance agent, claims agent, underwriting agent, risk assessment agent, actuarial agent, policy agent, coverage agent, benefits agent, reimbursement agent, billing agent, invoicing agent, accounting agent, bookkeeping agent, tax agent, audit agent, compliance agent, regulatory agent, legal agent, contract agent, agreement agent, negotiation agent, dispute agent, arbitration agent, mediation agent, litigation agent, court agent, judge agent, lawyer agent, attorney agent, paralegal agent, notary agent, real estate agent, property agent, housing agent, rental agent, lease agent, mortgage agent, appraisal agent, valuation agent, inspection agent, construction agent, architecture agent, engineering agent, design agent, planning agent, zoning agent, permit agent, licensing agent, certification agent, accreditation agent, quality agent, testing agent, inspection agent, manufacturing agent, production agent, assembly agent, logistics agent, supply chain agent, inventory agent, warehouse agent, shipping agent, delivery agent, transportation agent, fleet agent, routing agent, dispatch agent, tracking agent, monitoring agent, surveillance agent, security agent, protection agent, safety agent, emergency agent, disaster agent, crisis agent, response agent, recovery agent, restoration agent, maintenance agent, repair agent, service agent, support agent, helpdesk agent, ticketing agent, incident agent, problem agent, change agent, release agent, deployment agent, configuration agent, asset agent, resource agent, capacity agent, performance agent, optimization agent, efficiency 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branding agent, campaign agent, outreach agent, engagement agent, conversion agent, retention agent, loyalty agent, advocacy agent, referral agent, partnership agent, alliance agent, consortium agent, federation agent, network agent, community agent, ecosystem agent, platform agent, marketplace agent, exchange agent, trading agent, brokerage agent, clearing agent, settlement agent, custody agent, escrow agent, trust agent, fiduciary agent, investment agent, portfolio agent, wealth agent, asset management agent, fund agent, hedge fund agent, mutual fund agent, ETF agent, index agent, bond agent, equity agent, derivative agent, option agent, future agent, swap agent, commodity agent, currency agent, forex agent, crypto agent, bitcoin agent, ethereum agent, altcoin agent, token agent, NFT agent, DeFi agent, yield agent, staking agent, lending agent, borrowing agent, liquidity agent, AMM agent, DEX agent, CEX agent, bridge agent, oracle agent, governance agent, DAO agent, treasury agent, proposal agent, voting agent, delegation agent, staking agent, validator agent, node agent, miner agent, block agent, transaction agent, gas agent, fee agent, reward agent, penalty agent, slashing agent, epoch agent, finality agent, consensus agent, proof agent, attestation agent, signature agent, encryption agent, decryption agent, hashing agent, merkle agent, trie agent, state agent, storage agent, memory agent, cache agent, database agent, query agent, index agent, search agent, retrieval agent, ranking agent, recommendation agent, personalization agent, segmentation agent, targeting agent, attribution agent, analytics agent, metrics agent, KPI agent, OKR agent, goal agent, objective agent, milestone agent, deadline agent, timeline agent, roadmap agent, backlog agent, sprint agent, iteration agent, release agent, version agent, changelog agent, documentation agent, specification agent, requirement agent, user story agent, acceptance criteria agent, test case agent, bug agent, issue agent, ticket agent, task agent, subtask agent, epic agent, feature agent, enhancement agent, improvement agent, optimization agent, refactoring agent, debugging agent, profiling agent, benchmarking agent, load testing agent, stress testing agent, penetration testing agent, security testing agent, vulnerability agent, exploit agent, patch agent, hotfix agent, update agent, upgrade agent, migration agent, rollback agent, backup agent, restore agent, disaster recovery agent, business continuity agent, high availability agent, fault tolerance agent, redundancy agent, replication agent, synchronization agent, consistency agent, durability ag

Quick Start

Installation

# Global install (recommended for CLI usage)
pnpm add -g @nirholas/lyra-tool-discovery

# Or with npm
npm install -g @nirholas/lyra-tool-discovery

# Or as a project dependency
pnpm add @nirholas/lyra-tool-discovery

# Or run directly with npx (no install)
npx @nirholas/lyra-tool-discovery discover --help

Environment Setup

# Using OpenAI (default when both keys present)
export OPENAI_API_KEY="sk-..."

# Or using Anthropic
export ANTHROPIC_API_KEY="sk-ant-..."

# Optional: Force a specific provider
export AI_PROVIDER="anthropic"  # or "openai"

# Optional: Specify a model
export AI_MODEL="claude-sonnet-4-20250514"

# Optional: GitHub token for higher rate limits
export GITHUB_TOKEN="ghp_..."

First Discovery

# Discover MCP servers from GitHub and npm
lyra-discover discover --sources github,npm --limit 10

# Run in dry-run mode (no AI calls)
lyra-discover discover --dry-run --limit 20

# Analyze a specific GitHub repository
lyra-discover analyze-repo anthropics claude-mcp

# Analyze an npm package
lyra-discover analyze-npm @modelcontextprotocol/server-github

# Check available AI providers
lyra-discover providers

# View all plugin templates
lyra-discover templates

⚙️ Configuration

Environment Variables

Configuration File (Coming Soon)

Support for discovery.config.json:

{
  "sources": {
    "github": {
      "enabled": true,
      "searchQueries": [
        "mcp server in:name,description",
        "modelcontextprotocol in:readme",
        "@modelcontextprotocol in:readme"
      ],
      "minStars": 10
    },
    "npm": {
      "enabled": true,
      "keywords": ["mcp", "model-context-protocol", "mcp-server"],
      "scopes": ["@modelcontextprotocol"]
    }
  },
  "ai": {
    "provider": "anthropic",
    "model": "claude-sonnet-4-20250514",
    "maxTokens": 4096
  },
  "output": {
    "format": "json",
    "path": "./data/discovered-tools.json",
    "includeMetadata": true
  },
  "filters": {
    "requireMCPSupport": true,
    "requireLicense": true,
    "excludeArchived": true
  }
}