Twig

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 — or use 1-click editor setup below.

Add to Cursor Add to VS Code

Manual Client & Custom JSON ConfigExpand JSON ▾

Client Config & Setup

Remote HTTP

Choose your client or environment

Target File:~/Library/Application Support/Claude/claude_desktop_config.json

claude_desktop_config.json

{
  "mcpServers": {
    "twig": {
      "url": "https://your-mcp-server.com/mcp"
    }
  }
}

💡 Paste the JSON block into your client's configuration file under mcpServers, then restart the application.

Documentation Overview

Twig

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

Part of Kindling — agent SEO for the agent economy.

Free audit. Paid monitoring. Premium intelligence.

Tier	Features	Price
Free	`twig analyze` — score your descriptions. `twig optimize` — get better variants.	Always free
Monitor	Weekly re-scoring, competitive position, intent trend alerts	$0.50–2.00/report via x402
Intelligence	Category benchmarks, intent corpus, competitive index	$0.50–1.00/query via x402
Enterprise	15% of measured x402 revenue increase	Performance-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.

Tool	Current Description	Twig 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 — score your descriptions
twig analyze https://myservice.com/.well-known/agent.json

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

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

# Paid — see how you rank in your category
twig competitive crypto-defi

# Paid — 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": "🔍 Analyzing...\n  Score: 72/100 (C)\n  ..."
}

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

Scoring Model

Three dimensions, 0–100 each:

Dimension	Weight	What it measures
Intent Match	40%	Similarity to top agent queries for your category
Specificity	35%	Output format, parameters, constraints, examples present?
Differentiation	25%	Do you stand out from similar services in your category?

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

Score below 40 = agents are skipping you.

What Twig Monitors

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

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

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

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

Optimization Variants

Twig generates 3 variants per tool:

Functional — 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 — Input → 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 — Use case → action → 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:

twig measure 0xWallet --baseline — record 7-day baseline
Deploy Twig-optimized descriptions
twig measure 0xWallet --compare — measure delta (14–30 days later)
Pay 15% of the revenue increase in USDC on Base
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 · Kind-ling · Permanent Upper Class · MIT

Read the full README →View source on GitHub →

Related MCP Servers

View all in Developer Tools View all alternatives

Adoption & maintenance

Factual signals from GitHub, npm, and our automated checks — not a rating.

Last commit

5mo ago

Most recent push to the default branch.

Directory activity

1 views

Config copies, upvotes, and views on AllMCPs.

Reviews

No reviews yet — be the first to share how this listing worked for you.

Frequently Asked Questions about Twig

twig is a hosted MCP server. Add it as a remote server in your client's config: "mcpServers": { "twig": { "url": "https://your-mcp-server.com/mcp" } }

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Technical Specs & Signals

CategoryDeveloper Tools

6/9 checks healthy over the last 45d

35Quality signal: Fair · 35/100How this signal is calculated ▾

Server availabilityNot measured

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

Verified ownership10/20

Documentation & tools15/30

Adoption & activity1/15

Community engagement0/10

A guidance signal from public completeness & health data — 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.

★ Featured

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 10,000+ 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.

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More in 💻 Developer Tools →Best MCP servers for Developers →Alternatives to Twig →Install in Claude Desktop Install in Cursor Install in VS Code Setup guides for all 13 MCP clients

Twig

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 — or use 1-click editor setup below.

Add to Cursor Add to VS Code

Manual Client & Custom JSON ConfigExpand JSON ▾

Client Config & Setup

Remote HTTP

Choose your client or environment

Target File:~/Library/Application Support/Claude/claude_desktop_config.json

claude_desktop_config.json

{
  "mcpServers": {
    "twig": {
      "url": "https://your-mcp-server.com/mcp"
    }
  }
}

💡 Paste the JSON block into your client's configuration file under mcpServers, then restart the application.

Documentation Overview

Twig

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

Part of Kindling — agent SEO for the agent economy.

Free audit. Paid monitoring. Premium intelligence.

Tier	Features	Price
Free	`twig analyze` — score your descriptions. `twig optimize` — get better variants.	Always free
Monitor	Weekly re-scoring, competitive position, intent trend alerts	$0.50–2.00/report via x402
Intelligence	Category benchmarks, intent corpus, competitive index	$0.50–1.00/query via x402
Enterprise	15% of measured x402 revenue increase	Performance-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.

Tool	Current Description	Twig 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 — score your descriptions
twig analyze https://myservice.com/.well-known/agent.json

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

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

# Paid — see how you rank in your category
twig competitive crypto-defi

# Paid — 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": "🔍 Analyzing...\n  Score: 72/100 (C)\n  ..."
}

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

Scoring Model

Three dimensions, 0–100 each:

Dimension	Weight	What it measures
Intent Match	40%	Similarity to top agent queries for your category
Specificity	35%	Output format, parameters, constraints, examples present?
Differentiation	25%	Do you stand out from similar services in your category?

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

Score below 40 = agents are skipping you.

What Twig Monitors

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

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

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

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

Optimization Variants

Twig generates 3 variants per tool:

Functional — 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 — Input → 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 — Use case → action → 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)

`wordspace/invoke`

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

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:

twig measure 0xWallet --baseline — record 7-day baseline
Deploy Twig-optimized descriptions
twig measure 0xWallet --compare — measure delta (14–30 days later)
Pay 15% of the revenue increase in USDC on Base
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 · Kind-ling · Permanent Upper Class · MIT

Read the full README →View source on GitHub →

Related MCP Servers

View all in Developer Tools View all alternatives

Adoption & maintenance

Factual signals from GitHub, npm, and our automated checks — not a rating.

Last commit

5mo ago

Most recent push to the default branch.

Directory activity

1 views

Config copies, upvotes, and views on AllMCPs.

Reviews

No reviews yet — be the first to share how this listing worked for you.

Frequently Asked Questions about Twig

twig is a hosted MCP server. Add it as a remote server in your client's config: "mcpServers": { "twig": { "url": "https://your-mcp-server.com/mcp" } }

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 Preview

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

CategoryDeveloper Tools

6/9 checks healthy over the last 45d

35Quality signal: Fair · 35/100How this signal is calculated ▾

Server availabilityNot measured

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

Verified ownership10/20

Documentation & tools15/30

Adoption & activity1/15

Community engagement0/10

★ Featured

AllMCPs Server

Explore Server →

Own this project?

Free dofollow backlink: add your website and place the AllMCPs badge on it — no claim needed. We detect it automatically and keep it verified as long as the badge 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 💻 Developer Tools →Best MCP servers for Developers →Alternatives to Twig →Install in Claude Desktop Install in Cursor Install in VS Code Setup guides for all 13 MCP clients