Skip to main content
AllMCPs
BrowseBestCategoriesStackCompareToolsGuidesBlog Log in Submit MCP

Stay in the loop

Get new MCP servers and top picks in your inbox.

AllMCPs

The open directory for discovering and installing Model Context Protocol servers.

Explore

  • Browse servers
  • Best MCP servers
  • Categories
  • MCP clients
  • Agent prompts
  • Stack Builder
  • Compare servers
  • Tags index
  • Submit a server
  • Pricing

Learn

  • Guides hub
  • What is MCP?
  • Install guide
  • Troubleshooting
  • Security
  • Blog
  • Blog RSS

Tools

  • All tools
  • Config generator
  • Config validator
  • MCP playground
  • OpenAPI β†’ MCP
  • Badge generator

For agents

  • API docs
  • Trust & traffic
  • llms.txt β†— (opens in a new tab)
  • Catalog JSON β†— (opens in a new tab)
  • Remote MCP β†— (opens in a new tab)

Company

  • About
  • Contact
  • X (@AllMCPs) β†— (opens in a new tab)
  • GitHub β†— (opens in a new tab)
  • Terms
  • Privacy
AllMCPs VerifiedAllMCPs VerifiedFeatured on Nick LaunchesFeatured on Nick LaunchesLaunch Llama NewsletterLaunch Llama NewsletterVerified DR - allmcps.comVerified DR - allmcps.comFeatured on SaaSGrowFeatured on SaaSGrowFeatured on Twelve ToolsFeatured on Twelve ToolsFeatured on Saaspa.geFeatured on Saaspa.geFeatured on Findly.toolsFeatured on Findly.toolsFeatured on Startup FameFeatured on Startup FameFeatured on LaunchKiwiFeatured on LaunchKiwiFeatured on ScrollLaunchFeatured on ScrollLaunchFeatured on DailyPingsFeatured on DailyPingsFazier badgeFazier badgeFeatured on NewTool.siteFeatured on NewTool.siteFeatured on saasfame.comFeatured on saasfame.comDR Checker - Domain RatingDR Checker - Domain RatingListed on Turbo0Listed on Turbo0Launched on LaunchBoard - Product Launch PlatformLaunched on LaunchBoard - Product Launch PlatformList on SimilarlabsList on Similarlabshttps://codetrendy.comhttps://codetrendy.comListed on DevTool.ioFeatured on BuildlistFeatured on BuildlistAllMCPs VerifiedAllMCPs VerifiedFeatured on Nick LaunchesFeatured on Nick LaunchesLaunch Llama NewsletterLaunch Llama NewsletterVerified DR - allmcps.comVerified DR - allmcps.comFeatured on SaaSGrowFeatured on SaaSGrowFeatured on Twelve ToolsFeatured on Twelve ToolsFeatured on Saaspa.geFeatured on Saaspa.geFeatured on Findly.toolsFeatured on Findly.toolsFeatured on Startup FameFeatured on Startup FameFeatured on LaunchKiwiFeatured on LaunchKiwiFeatured on ScrollLaunchFeatured on ScrollLaunchFeatured on DailyPingsFeatured on DailyPingsFazier badgeFazier badgeFeatured on NewTool.siteFeatured on NewTool.siteFeatured on saasfame.comFeatured on saasfame.comDR Checker - Domain RatingDR Checker - Domain RatingListed on Turbo0Listed on Turbo0Launched on LaunchBoard - Product Launch PlatformLaunched on LaunchBoard - Product Launch PlatformList on SimilarlabsList on Similarlabshttps://codetrendy.comhttps://codetrendy.comListed on DevTool.ioFeatured on BuildlistFeatured on Buildlist
Β© 2026 Jackalope Digital LLC. All rights reserved.
  1. Home
  2. πŸ’» Developer Tools
  3. Twig
T
Health: Not checked yetWe have not completed a health check for this listing yet.Last checked 8/11/2026, 12:04:51 AM

Twig

Enrichment pendingWe haven’t run our AI enrichment pass on this listing yet, so the overview, use cases, and FAQ below may be sparse or missing. We work through the catalog over time β€” check back soon.
View Repository

MCP server quality scoring and optimization for the agent economy.

Quick Install

Automated & IDE Setup

Copy the AI prompt to install this server into Claude Code, Cursor, or another agent β€” or use 1-click editor setup below.

Add to CursorAdd to VS Code
Manual Client & Custom JSON ConfigExpand JSON β–Ύ

Install Config Generator

Choose your client
claude_desktop_config.json
{
  "mcpServers": {
    "twig": {
      "command": "npx",
      "args": [
        "-y",
        "twig"
      ]
    }
  }
}

πŸ’‘ Paste into ~/Library/Application Support/Claude/claude_desktop_config.json (macOS) or %APPDATA%\Claude\claude_desktop_config.json (Windows)

Install Directory Badge Claim listing AlternativesπŸ’» More in Developer Tools

Documentation Overview

Twig

Agents choose you or they don't. Twig makes them choose you.

CI npm License: MIT

Part of Kindling β€” agent SEO for the agent economy.


Free audit. Paid monitoring. Premium intelligence.

TierFeaturesPrice
Freetwig analyze β€” score your descriptions. twig optimize β€” get better variants.Always free
MonitorWeekly re-scoring, competitive position, intent trend alerts$0.50–2.00/report via x402
IntelligenceCategory benchmarks, intent corpus, competitive index$0.50–1.00/query via x402
Enterprise15% of measured x402 revenue increasePerformance-based, zero if no improvement

The Problem

Every MCP tool has a description. That description is what an LLM reads when deciding whether to call your service. It's the only signal between "selected" and "skipped".

Most descriptions are garbage.

ToolCurrent DescriptionTwig Score
exa/answer"AI-powered answer"F (28/100)
wordspace/invoke"Run wordspace AI agent loop"F (31/100)
exa/find-similar"Find similar pages"F (33/100)
jupiter/portfolio"Wallet portfolio positions"D (42/100)

These tools are useful. Their descriptions are not. And getting indexed in x402-discovery or MCPay doesn't help if agents skip you because they can't tell what you do.

Getting indexed is table stakes. Twig helps you get chosen.


Quick Start

Terminal
npm install -g @kind-ling/twig
bash
# Free β€” score your descriptions
twig analyze https://myservice.com/.well-known/agent.json

# Free β€” get optimized variants
twig optimize https://myservice.com/.well-known/agent.json

# Paid β€” set up weekly monitoring
twig monitor https://myservice.com/.well-known/agent.json

# Paid β€” see how you rank in your category
twig competitive crypto-defi

# Paid β€” see what agents are actually searching for
twig intents crypto-defi

Live API

Twig is available as a hosted API at https://twig.kind-ling.com

bash
# Health check
curl https://twig.kind-ling.com/health

# Analyze any MCP server
curl -X POST https://twig.kind-ling.com/analyze \
  -H "Content-Type: application/json" \
  -d '{"url": "https://your-mcp-server.com/mcp"}'

# Optimize descriptions
curl -X POST https://twig.kind-ling.com/optimize \
  -H "Content-Type: application/json" \
  -d '{"url": "https://your-mcp-server.com/mcp", "category": "crypto-defi"}'

Response format:

config.json
{
  "ok": true,
  "url": "https://your-mcp-server.com/mcp",
  "output": "πŸ” Analyzing...\n  Score: 72/100 (C)\n  ..."
}

No API key required for public endpoints. Rate limits apply.


Scoring Model

Three dimensions, 0–100 each:

DimensionWeightWhat it measures
Intent Match40%Similarity to top agent queries for your category
Specificity35%Output format, parameters, constraints, examples present?
Differentiation25%Do you stand out from similar services in your category?

Grades: A (85+) Β· B (70+) Β· C (55+) Β· D (40+) Β· F (<40)

Score below 40 = agents are skipping you.


What Twig Monitors

Your descriptions β€” re-scored weekly against a live intent corpus. Score changes alert you when your positioning drifts.

Your competitive position β€” how you rank vs. similar services in your category. Know when a competitor improves and overtakes you.

Intent trends β€” what agents are searching for this week vs. last. The queries change. Your descriptions need to keep up.

Volume correlation β€” description changes mapped to x402 volume changes. Close the loop between optimization and revenue.


Optimization Variants

Twig generates 3 variants per tool:

Functional β€” Action verb + what + return type:

"Answers questions with real-time web sources. Returns a cited response with source URLs, confidence score, and supporting quotes. Best for research and fact-checking."

Structured β€” Input β†’ output with constraints:

"Web Q&A. Input: question string. Returns: answer (string), sources (URL array), confidence (0-1). Supports: factual queries, current events, research synthesis."

Contextual β€” Use case β†’ action β†’ output (highest LLM selectability):

"Use when you need a factual answer with sourced citations. Queries the web in real-time and synthesizes a response with URLs and supporting quotes. Best for research, fact-checking, and current events."


Before / After

exa/answer

Before: AI-powered answer ← F (28/100)

After (Contextual): Use when you need a factual answer with sourced citations. Queries the web in real-time and synthesizes a response with source URLs and supporting quotes. Best for research, fact-checking, and current events. ← B (72/100)

wordspace/invoke

Before: Run wordspace AI agent loop ← F (31/100)

After (Structured): Executes a Wordspace multi-step agent workflow. Input: task description and optional context. Returns: completed output, intermediate steps, tool calls made. Best for complex tasks requiring multiple tool invocations. $2/call. ← B (74/100)


Revenue Model

Standard (Monitoring)

Weekly reports are gated via x402 on Base. Set up once, runs automatically.

bash
twig monitor 0xYourWallet --url https://myservice.com/.well-known/agent.json

Enterprise (Performance-based)

For services with existing x402 volume:

  1. twig measure 0xWallet --baseline β€” record 7-day baseline
  2. Deploy Twig-optimized descriptions
  3. twig measure 0xWallet --compare β€” measure delta (14–30 days later)
  4. Pay 15% of the revenue increase in USDC on Base
  5. Revenue flat or down? Pay nothing.

Everything measured via on-chain USDC transfer logs. No self-reporting.


Supported Sources

  • A2A Agent Cards (/.well-known/agent.json)
  • MCP servers (JSON-RPC tools/list)
  • OpenAPI specs
  • Local JSON schema files
  • x402-discovery catalog (for competitive analysis)

CLI Reference

Code
twig analyze <url>              Score descriptions (0-100, free)
twig optimize <url>             Generate 3 optimized variants (free)
twig monitor <url>              Weekly monitoring (paid via x402)
twig competitive <category>     Category ranking (paid via x402)
twig intents <category>         Top agent queries (paid via x402)
twig measure <wallet>           Measure x402 revenue
twig measure <wallet> --baseline   Save baseline
twig measure <wallet> --compare    Compare to baseline
twig report <wallet>            Revenue report with fee calculation

Categories: crypto-defi, data-feeds, research, computation, media, communication, general

Twig v0.1.0 Β· Kind-ling Β· Permanent Upper Class Β· MIT

Related MCP Servers

View all in Developer Tools View all alternatives
  • A
    Agent Skills Search Server

    Search and discover Agent Skills from the skills.sh registry. Powered by HAPI MCP server.

    πŸ’» Developer Tools0 views
    Compare vs Agent Skills Search Server β†’
  • A
    Ai Netcafe

    Compare LLM cost & latency on one prompt, translate PDF keeping layout, cited research, make PPTX

    πŸ’» Developer Tools0 views
    Compare vs Ai Netcafe β†’
  • I
    I18n Agent

    AI-powered translation for 48 languages with context-aware quality

    πŸ’» Developer Tools1 views
    Compare vs I18n Agent β†’
  • Claude Task Master logoClaude Task Master

    AI-powered task management system for AI-driven development. Features PRD parsing, task expansion, multi-provider support (Claude, OpenAI, Gemini, Perplexity, xAI), and selective tool loading for optimized context usage.

    πŸ’» Developer Tools7 views
    Compare vs Claude Task Master β†’

Frequently Asked Questions about Twig

Add the following block to your claude_desktop_config.json under mcpServers: "mcpServers": { "twig": { "command": "npx", "args": ["-y", "twig"] } }

AllMCPs Directory Badge

Full Badge Customizer

Showcase your server listing on GitHub or your project documentation. Embed this dynamic SVG badge to highlight official listing status and live engagement.

Badge Style:
Live Dynamic SVG PreviewTwig AllMCPs Directory Badge
Markdown (GitHub README)
[![AllMCPs](https://allmcps.com/api/badge/twig?style=directory)](https://allmcps.com/mcp/twig)
HTML Embed
<a href="https://allmcps.com/mcp/twig"><img src="https://allmcps.com/api/badge/twig?style=directory" alt="Twig on AllMCPs" /></a>

Technical Specs & Signals

CategoryπŸ’»Developer Tools
More technical detailsExpand β–Ύ
TransportSTDIO
RuntimeNode.js
Views0
Unique ViewsTotal visits recorded for this listing page on AllMCPs.
Installs0
Installs & Copy ActionsTotal times users copied install commands or configuration snippets for this server.
27Quality signal: Emerging Β· 27/100How this signal is calculated β–Ύ
Server availabilityNot measured

Not scored for repo-hosted servers β€” we can't reach the running server, only its GitHub page. Hosted MCP endpoints are health-checked live.

Verified ownership8/20
Documentation & tools11/30
Adoption & activity1/15
Community engagement0/10

A guidance signal from public completeness & health data β€” not a user rating. New listings start lower and rise as they add docs, get verified, and grow adoption. Signals we can't observe for a listing are skipped, not counted against it.

β˜… FeaturedAllMCPs Server logo

AllMCPs Server

The official MCP server for AllMCPs.com - submit and manage tools directly from your AI. The open directory for MCP servers. Connect Claude, Cursor, Windsurf, and AI agents to databases, tools, files, and APIs. Explore 3,181+ servers. AllMCPs is the premier, open directory for discovering, evaluating, and installing Model Context Protocol (MCP) servers to equip AI agents and LLMs with real-world superpowers.

Explore Server β†’

Own this project?

This directory is pre-filled from public sources. Claim via GitHub README, site badge, or DNS TXT to get the verified badge and attach your website.

Free dofollow backlink: after claiming, verify your product site and place a dofollow AllMCPs badge β€” we recheck it stays live.

Claim & get free dofollow

Share & Embed

Add our SVG badge (dark/light directory styles) or embeddable widget to your site.

Explore more

More in πŸ’» Developer Tools β†’Best MCP servers for Developers β†’Alternatives to Twig β†’Install in Claude DesktopInstall in CursorInstall in VS Code