如何安裝 Github To？

在本頁複製適用於 Cursor、Claude Desktop、Claude Code 或 VS Code 的 stdio 設定。它使用發布者的安裝方式，而不是 PlugMCP 代理伺服器。

Github To 需要 API 金鑰嗎？

這筆記錄未列出必要的環境變數。

Github To 使用哪種傳輸方式？

Github To 透過 stdio 在本機執行。

Github To MCP 伺服器 | PlugMCP

┌─────────────────────────────────────────────────────────────┐
│                     GitHub Repository                       │
└─────────────────────────────────────────────────────────────┘
                              ↓
┌─────────────────────────────────────────────────────────────┐
│  1. Fetch & Classify  →  Detect repo type (API/CLI/Lib)     │
│  2. Extract Tools     →  OpenAPI, GraphQL, Code, README     │
│  3. Generate Server   →  TypeScript or Python MCP server    │
│  4. Bundle Output     →  Complete package with dependencies │
└─────────────────────────────────────────────────────────────┘
                              ↓
┌─────────────────────────────────────────────────────────────┐
│              Ready-to-use MCP Server + Config               │
└─────────────────────────────────────────────────────────────┘

npx @nirholas/github-to-mcp https://github.com/stripe/stripe-node

import { generateFromGithub } from '@nirholas/github-to-mcp';

const result = await generateFromGithub('https://github.com/stripe/stripe-node');
console.log(`Generated ${result.tools.length} tools`);
await result.save('./my-mcp-server');

git clone https://github.com/nirholas/github-to-mcp.git
cd github-to-mcp
pnpm install
pnpm build

# Basic usage
node packages/core/dist/cli.mjs https://github.com/owner/repo

# Specify output directory
node packages/core/dist/cli.mjs https://github.com/owner/repo --output ./my-mcp-server

# Generate Python instead of TypeScript
node packages/core/dist/cli.mjs https://github.com/owner/repo --language python

# Include only specific extraction sources
node packages/core/dist/cli.mjs https://github.com/owner/repo --sources openapi,readme

# Use a GitHub token for private repos or higher rate limits
GITHUB_TOKEN=ghp_xxx node packages/core/dist/cli.mjs https://github.com/owner/repo

import { GithubToMcpGenerator } from '@nirholas/github-to-mcp';

const generator = new GithubToMcpGenerator({
  githubToken: process.env.GITHUB_TOKEN,
  sources: ['openapi', 'readme', 'code'],
  outputLanguage: 'typescript'
});

const result = await generator.generate('https://github.com/owner/repo');

console.log(`Repository: ${result.name}`);
console.log(`Classification: ${result.classification.type}`);
console.log(`Generated ${result.tools.length} tools`);

// Access the generated code
console.log(result.code);

// Save to disk
await result.save('./output-directory');

interface GithubToMcpOptions {
  // GitHub personal access token for API authentication
  githubToken?: string;
  
  // Which sources to extract tools from
  // Default: ['openapi', 'readme', 'code', 'graphql', 'mcp']
  sources?: Array<'openapi' | 'readme' | 'code' | 'graphql' | 'grpc' | 'mcp'>;
  
  // Output language for generated server
  // Default: 'typescript'
  outputLanguage?: 'typescript' | 'python' | 'go';
  
  // Include universal tools (read_file, list_files, etc.)
  // Default: true
  includeUniversalTools?: boolean;
  
  // Maximum number of tools to generate
  // Default: 100
  maxTools?: number;
  
  // Specific branch to analyze
  // Default: repository's default branch
  branch?: string;
}

Classification	Description
`mcp-server`	An existing MCP server implementation
`api-sdk`	A client library for an API
`cli-tool`	A command-line application
`library`	A general-purpose code library
`documentation`	Primarily documentation content
`data`	Data files or datasets
`unknown`	Unclassified repository

Tool	Description	Parameters
`get_readme`	Retrieve the repository's README content	None
`list_files`	List files and directories at a given path	`path` (optional, defaults to root)
`read_file`	Read the contents of a specific file	`path` (required)
`search_code`	Search for patterns across the repository	`query` (required), `path` (optional)

POST /users      →  create_user(name: string, email: string)
GET /users/{id}  →  get_user(id: string)
PUT /users/{id}  →  update_user(id: string, name?: string, email?: string)
DELETE /users/{id} →  delete_user(id: string)
GET /users       →  list_users(page?: number, limit?: number)

type Query {
  user(id: ID!): User         →  get_user(id: string)
  users(first: Int): [User]   →  list_users(first?: number)
}

type Mutation {
  createUser(input: CreateUserInput!): User  →  create_user(input: object)
}

@server.tool()
async def analyze_sentiment(text: str) -> str:
    """Analyze the sentiment of the given text."""
    # Implementation

# Create a new project
mycli create --name myproject --template typescript

Variable	Description	Required
`GITHUB_TOKEN`	GitHub personal access token for API access	No (but recommended)
`GITHUB_API_URL`	Custom GitHub API URL for Enterprise	No

const generator = new GithubToMcpGenerator({
  // Authentication
  githubToken: process.env.GITHUB_TOKEN,
  
  // Extraction sources to enable
  sources: ['openapi', 'readme', 'code', 'graphql', 'grpc', 'mcp'],
  
  // Output configuration
  outputLanguage: 'typescript', // or 'python', 'go'
  
  // Tool filtering
  includeUniversalTools: true,
  maxTools: 100,
  
  // Repository options
  branch: 'main', // specific branch to analyze
});

Platform	Config Path
macOS	`~/Library/Application Support/Claude/claude_desktop_config.json`
Windows	`%APPDATA%\Claude\claude_desktop_config.json`

{
  "mcpServers": {
    "my-repo": {
      "command": "node",
      "args": ["/absolute/path/to/generated/server.mjs"],
      "env": {
        "GITHUB_TOKEN": "ghp_xxxx"
      }
    }
  }
}

{
  "mcp": {
    "servers": {
      "my-repo": {
        "command": "node",
        "args": ["/path/to/server.mjs"]
      }
    }
  }
}

{
  "models": [...],
  "mcpServers": {
    "my-repo": {
      "command": "node",
      "args": ["/path/to/server.mjs"]
    }
  }
}

node server.mjs

Parameter	Description
`?code=<base64>`	Base64-encoded TypeScript server code
`?gist=<id>`	GitHub Gist ID containing server code
`?name=<name>`	Display name for the server

https://github-to-mcp-web-lp642k3kpa-uc.a.run.app/playground?gist=abc123&name=My%20API

github-to-mcp/
├── 📂 apps/
│   ├── 📂 web/                    # Next.js web application
│   │   ├── 📂 app/                # Next.js App Router pages
│   │   │   ├── 📂 api/            # API routes for conversion
│   │   │   ├── 📂 convert/        # Conversion page
│   │   │   ├── 📂 playground/     # Interactive playground
│   │   │   └── 📂 dashboard/      # User dashboard
│   │   ├── 📂 components/         # React components
│   │   ├── 📂 hooks/              # Custom React hooks
│   │   ├── 📂 lib/                # Utility functions
│   │   └── 📂 types/              # TypeScript type definitions
│   └── 📂 vscode/                 # VS Code extension (in development)
│
├── 📂 packages/
│   ├── 📂 core/                   # Main conversion engine
│   │   └── 📂 src/
│   │       ├── index.ts           # GithubToMcpGenerator class
│   │       ├── github-client.ts   # GitHub API client
│   │       ├── readme-extractor.ts    # README parsing
│   │       ├── code-extractor.ts      # Source code analysis
│   │       ├── graphql-extractor.ts   # GraphQL schema parsing
│   │       ├── mcp-introspector.ts    # Existing MCP server detection
│   │       ├── python-generator.ts    # Python output generation
│   │       ├── go-generator.ts        # Go output generation
│   │       └── types.ts               # Type definitions
│   │
│   ├── 📂 openapi-parser/         # OpenAPI specification parser
│   │   └── 📂 src/
│   │       ├── parser.ts          # OpenAPI parsing logic
│   │       ├── analyzer.ts        # Endpoint analysis
│   │       ├── transformer.ts     # Schema transformation
│   │       └── generator.ts       # Tool generation
│   │
│   ├── 📂 mcp-server/             # MCP server utilities
│   │   └── 📂 src/
│   │       ├── server.ts          # Base MCP server implementation
│   │       └── tools.ts           # Tool registration helpers
│   │
│   └── 📂 registry/               # Tool registry management
│       └── 📂 src/
│           └── index.ts           # Registry operations
│
├── 📂 mkdocs/                     # Documentation site (MkDocs)
│   ├── 📂 docs/                   # Markdown documentation
│   └── mkdocs.yml                 # MkDocs configuration
│
├── 📂 tests/                      # Integration tests
│   ├── 📂 fixtures/               # Test fixture repositories
│   │   ├── 📂 express-app/        # Express.js test app
│   │   ├── 📂 fastapi-app/        # FastAPI test app
│   │   ├── 📂 graphql/            # GraphQL test schemas
│   │   └── 📂 openapi/            # OpenAPI test specs
│   └── 📂 integration/            # Integration test files
│
├── 📂 templates/                  # Code generation templates
│   ├── Dockerfile.python.template
│   └── Dockerfile.typescript.template
│
├── package.json                   # Root package configuration
├── pnpm-workspace.yaml            # pnpm workspace configuration
├── tsconfig.json                  # TypeScript configuration
└── vitest.config.ts               # Test configuration

Requirement	Version
Node.js	22.x or later
pnpm	10.x or later
Git	2.x or later

# Clone the repository
git clone https://github.com/nirholas/github-to-mcp.git
cd github-to-mcp

# Install dependencies
pnpm install

# Build all packages
pnpm build

# Start the development server
pnpm dev

# Build all packages
pnpm build

# Build specific package
pnpm --filter @nirholas/github-to-mcp build
pnpm --filter @github-to-mcp/openapi-parser build
pnpm --filter web build

# Run all tests
pnpm test

# Run tests in watch mode
pnpm test:watch

# Run tests with coverage
pnpm test:coverage

# Run specific test file
pnpm test -- tests/integration/openapi-conversion.test.ts

# Run linting
pnpm lint

# Type checking
pnpm typecheck

Input (GitHub URL)
       │
       ▼
┌──────────────────┐
│  GitHub Client   │  Fetches repository metadata, files, and README
└──────────────────┘
       │
       ▼
┌──────────────────┐
│   Classifier     │  Determines repository type and structure
└──────────────────┘
       │
       ▼
┌──────────────────┐
│   Extractors     │  Multiple extractors run in parallel:
│  ├─ OpenAPI      │  • Parse API specifications
│  ├─ GraphQL      │  • Parse GraphQL schemas
│  ├─ README       │  • Extract examples from documentation
│  ├─ Code         │  • Analyze source code
│  └─ MCP          │  • Detect existing MCP tools
└──────────────────┘
       │
       ▼
┌──────────────────┐
│  Deduplicator    │  Removes duplicate tools, merges similar ones
└──────────────────┘
       │
       ▼
┌──────────────────┐
│   Validator      │  Validates tool schemas, adds confidence scores
└──────────────────┘
       │
       ▼
┌──────────────────┐
│   Generator      │  Produces output code in target language
└──────────────────┘
       │
       ▼
Output (MCP Server Code + Configuration)

Format	File Patterns	Version Support
OpenAPI	`openapi.json`, `openapi.yaml`, `swagger.json`, `swagger.yaml`, `api.json`, `api.yaml`	2.0, 3.0.x, 3.1.x
GraphQL	`schema.graphql`, `*.gql`, `schema.json`	June 2018 spec
gRPC	`*.proto`	proto3
AsyncAPI	`asyncapi.json`, `asyncapi.yaml`	2.x

Language	Framework Detection
TypeScript/JavaScript	Express, Fastify, Hono, Next.js API routes
Python	FastAPI, Flask, Django REST, MCP SDK decorators
Go	Gin, Echo, Chi, Fiber, Gorilla Mux
Java	Spring Boot, JAX-RS, Micronaut
Kotlin	Ktor, Spring Boot
Rust	Actix-web, Axum, Rocket
Ruby	Rails, Sinatra, Grape

import { Server } from '@modelcontextprotocol/sdk/server/index.js';
import { StdioServerTransport } from '@modelcontextprotocol/sdk/server/stdio.js';

const server = new Server({
  name: 'generated-server',
  version: '1.0.0',
}, {
  capabilities: {
    tools: {},
  },
});

server.setRequestHandler(ListToolsRequestSchema, async () => ({
  tools: [/* generated tools */],
}));

server.setRequestHandler(CallToolRequestSchema, async (request) => {
  // Tool dispatch logic
});

const transport = new StdioServerTransport();
await server.connect(transport);

from mcp.server import Server
from mcp.server.stdio import stdio_server

server = Server("generated-server")

@server.tool()
async def example_tool(param: str) -> str:
    """Tool description."""
    # Implementation
    
async def main():
    async with stdio_server() as (read_stream, write_stream):
        await server.run(read_stream, write_stream)

if __name__ == "__main__":
    import asyncio
    asyncio.run(main())

File	Description
`claude_desktop_config.json`	Claude Desktop configuration snippet
`cursor_config.json`	Cursor editor configuration
`package.json` or `requirements.txt`	Dependencies
`Dockerfile` (optional)	Container deployment

export GITHUB_TOKEN=ghp_xxxxxxxxxxxx

Resource	URL
📖 Documentation	docs-github-to-mcp.vercel.app
🌐 Web App	github-to-mcp.vercel.app
📦 npm Package	npmjs.com/package/@nirholas/github-to-mcp
🔗 MCP Specification	modelcontextprotocol.io
📘 MCP TypeScript SDK	github.com/modelcontextprotocol/typescript-sdk
🐍 MCP Python SDK	github.com/modelcontextprotocol/python-sdk
💬 Discussions	github.com/nirholas/github-to-mcp/discussions

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

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

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

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

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

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

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 agent, productivity agent, automation agent, integration agent, migration agent, transformation agent, modernization agent, innovation agent, research agent, development agent, experimentation agent, prototyping agent, testing agent, validation agent, verification agent, certification agent, documentation agent, training agent, education agent, learning agent, teaching agent, tutoring agent, mentoring agent, coaching agent, consulting agent, advisory agent, strategy agent, planning agent, forecasting agent, prediction agent, analysis agent, reporting agent, visualization agent, dashboard agent, monitoring agent, alerting agent, notification agent, communication agent, collaboration agent, coordination agent, scheduling agent, calendar agent, meeting agent, conference agent, presentation agent, demonstration agent, proposal agent, quotation agent, estimation agent, budgeting agent, costing agent, pricing agent, discount agent, promotion agent, marketing agent, advertising agent, 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 agent, availability agent, partition tolerance agent, CAP agent, ACID agent, BASE agent, eventual consistency agent, strong consistency agent, linearizability agent, serializability agent, isolation agent, atomicity agent, transaction agent, commit agent, rollback agent, savepoint agent, checkpoint agent, snapshot agent, backup agent, archive agent, retention agent, lifecycle agent, expiration agent, deletion agent, purging agent, cleanup agent, garbage collection agent, memory management agent, resource management agent, capacity planning agent, scaling agent, autoscaling agent, load balancing agent, traffic management agent, rate limiting agent, throttling agent, circuit breaker agent, retry agent, timeout agent, fallback agent, graceful degradation agent, feature flag agent, A/B testing agent, canary deployment agent, blue-green deployment agent, rolling deployment agent, immutable deployment agent, infrastructure agent, platform agent, container agent, kubernetes agent, docker agent, serverless agent, function agent, lambda agent, edge agent, CDN agent, caching agent, proxy agent, gateway agent, API gateway agent, service mesh agent, sidecar agent, envoy agent, istio agent, linkerd agent, consul agent, vaul