Github To
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Convert GitHub repositories into MCP servers by extracting tools from OpenAPI specs, READMEs, code and GraphQL.
- Transporte
- stdio
- Status
- Local
Potencialize seu agente
Instalação do publicador. Não é um endpoint do PlugMCP.
Host a copy with our keys and logs.
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Rodar no PlugMCP
A new server you create. It is not this listing's official endpoint. Use the publisher install when you want their URL and their credentials.
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Convert GitHub repositories into MCP servers by extracting tools from OpenAPI specs, READMEs, code and GraphQL.
GitHub to MCP bridges the gap between code repositories and AI assistants. Instead of manually describing APIs or copying code snippets into chat windows, this tool generates a standardized interface that allows AI systems to programmatically explore, read, and interact with any GitHub repository.
The generated MCP servers provide tools that AI assistants can invoke to read files, search code, list directory structures, and call API endpoints discovered within the repository. This enables AI assistants to have deep, structured access to codebases without requiring manual context management.
┌─────────────────────────────────────────────────────────────┐
│ 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 │
└─────────────────────────────────────────────────────────────┘
The Model Context Protocol (MCP) is an open standard developed by Anthropic that defines how AI assistants communicate with external tools and data sources. MCP servers expose "tools" that AI models can invoke, along with "resources" that provide context and "prompts" that guide interactions.
When you connect an MCP server to an AI assistant like Claude Desktop, the assistant gains the ability to call the tools defined by that server. For example, a GitHub MCP server might expose tools like read_file, search_code, or list_pull_requests, which the AI can invoke to gather information needed to answer questions or complete tasks.
This project generates MCP servers from GitHub repositories, automatically creating tools based on the repository's contents, APIs, and documentation.
Visit github-to-mcp.vercel.app — Paste any GitHub URL, click Generate, download your MCP server.
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');
Input repositories:
Output MCP servers:
@mcp.tool are preservedClone the repository and install dependencies:
git clone https://github.com/nirholas/github-to-mcp.git
cd github-to-mcp
pnpm install
pnpm build
The web application is deployed at github-to-mcp.vercel.app. Use the browser-based interface without any local installation.
The web interface provides the simplest way to convert repositories:
https://github.com/owner/repo)The web interface also provides an interactive playground where you can test generated tools before downloading.
After building the project locally, you can use the CLI:
# 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 the generator in your own TypeScript or JavaScript code:
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;
}
The conversion process follows these stages:
The generator first analyzes the repository to determine its type and structure:
Classification influences which extraction strategies are prioritized and how tools are named.
Tools are extracted from multiple sources within the repository:
When an OpenAPI specification is found:
When GraphQL schemas are found:
The README is analyzed for:
Extracted examples become tools with inferred parameter schemas.
For supported languages, the source code is analyzed:
@mcp.tool, @server.tool, or similar@GetMapping, @PostMapping, etc.If the repository is already an MCP server:
server.tool() definitionsAfter tools are extracted, the generator produces:
The generated code is complete and runnable without modification.
Every generated MCP server includes these baseline tools for repository exploration:
These tools ensure that even if no APIs or functions are detected, the AI assistant can still explore and understand the repository.
Additional tools are generated based on repository contents:
Each API endpoint becomes a tool:
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)
Queries and mutations become tools:
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
Becomes: analyze_sentiment(text: string) → "Analyze the sentiment of the given text."
CLI commands documented in READMEs:
# Create a new project
mycli create --name myproject --template typescript
Becomes: mycli_create(name: string, template?: string)
Without a token, GitHub API requests are limited to 60 per hour. With a token, the limit increases to 5,000 per hour. For private repositories, a token with appropriate access is required.
Create a token at: https://github.com/settings/tokens
Required scopes:
repo (for private repositories)public_repo (for public repositories only)When using the programmatic API, you can configure:
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
});
Add the generated server to your Claude Desktop configuration:
{
"mcpServers": {
"my-repo": {
"command": "node",
"args": ["/absolute/path/to/generated/server.mjs"],
"env": {
"GITHUB_TOKEN": "ghp_xxxx"
}
}
}
}
⚠️ Restart Claude Desktop after modifying the configuration.
Cursor supports MCP servers through its settings. Add the server path in Cursor's MCP configuration panel, or edit the configuration file directly:
{
"mcp": {
"servers": {
"my-repo": {
"command": "node",
"args": ["/path/to/server.mjs"]
}
}
}
}
If using the Continue extension for VS Code:
{
"models": [...],
"mcpServers": {
"my-repo": {
"command": "node",
"args": ["/path/to/server.mjs"]
}
}
}
Any MCP-compatible client can use the generated servers. The server communicates over stdio by default, accepting JSON-RPC messages on stdin and responding on stdout.
To run manually:
node server.mjs
The server will wait for MCP protocol messages on stdin.
The web application includes an interactive playground for testing generated tools:
The playground executes tools in a sandboxed environment and displays results in real-time.
You can share your generated tools with others:
Example:
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
# 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
The web application will be available at http://localhost:3000.
# 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
The system follows a pipeline architecture:
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)
Each extractor produces a list of ExtractedTool objects with a standardized schema. The deduplicator and validator ensure consistency before the generator produces the final output.
The default output is a TypeScript MCP server using the official @modelcontextprotocol/sdk package:
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);
Python output uses the MCP Python SDK:
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())
Each generated server includes:
Provide a GITHUB_TOKEN to increase rate limits.
Provide a GitHub token:
export GITHUB_TOKEN=ghp_xxxxxxxxxxxx
repo scope--sources openapi,readme,code,graphql,mcpnpm install in the generated directorynpx tsc --noEmitclaude_desktop_config.json is absoluteContributions are welcome! Please see CONTRIBUTING.md for detailed guidelines on:
When reporting issues, please include:
Apache 2.0. See LICENSE for details.
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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
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
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
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
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
Convert GitHub repositories into MCP servers by extracting tools from OpenAPI specs, READMEs, code and GraphQL.
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Perguntas frequentes
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Última verificação: 2026-11-12. Convert GitHub repositories into MCP servers by extracting tools from OpenAPI specs, READMEs, code and GraphQL.