What can you do with this server?

AgentTools is an MCP server for document intelligence, token-efficient web access, utilities, and financial extraction. * Extract invoice/receipt data from URLs, raw text, or Base64 files, including vendor, dates, line items, totals, tax, and currency hints. * Parse PDFs page-by-page via URL or Base64, returning text, metadata, and estimated token counts with page controls. * Fetch public webpages as clean, LLM-friendly Markdown with optional link catalogs and length limits. * Search the web via DuckDuckGo and return structured results. * Get current weather and multi-day forecasts worldwide. * Safely evaluate math expressions, including arithmetic, trig, logs, sqrt, and factorial. * Fetch latest news headlines and summaries by topic. * Summarize long text into key sentences. * Look up IP geolocation, ISP, and network metadata.

Which integrations are available for this server?

Provides live web search via DuckDuckGo with structured snippets, enabling agents to perform real-time fact-checking and web research. Provides topic-based news headlines and summaries via Google News RSS for market intelligence and news monitoring.

AgentTools

by kulas-100

Overview Schema Source Related Servers Discussions Admin

Python

Hybrid

🤖 AgentTools API

Production-Grade Tool APIs for Agentic AI Systems & Enterprise Automation
High-Value Financial Document Intelligence • Token-Optimized Web Scraping • MCP Server for Claude & Cursor • Zero Third-Party API Costs

Glama MCP

🛠️ Flagship Agentic Tools

Tool	Endpoint	Description	Typical Use Case
🧾 Invoice & Receipt Intelligence	`POST /tools/invoice-extract`	Extracts structured JSON (vendor, invoice #, dates, line items, totals, math verify)	Bookkeeping bots, ERP pipelines, CFO agents
📄 PDF Document Intelligence	`POST /tools/pdf-extract`	Page-by-page mapping, metadata, outlines, and exact LLM token budget estimation	RAG ingestion, legal & contract analysis
🌐 Markdown Web Scraper	`POST /tools/web-reader`	Strips ads, navbars, and cookie banners; returns clean, token-efficient Markdown	Web research agents, documentation readers
🔍 Web Search	`POST /tools/web-search`	Live web search via DuckDuckGo with structured snippets	Real-time agent fact-checking
📰 News Intelligence	`POST /tools/news`	Topic-based news headlines and summaries via Google News RSS	Market intelligence & news monitoring
📝 Text Summarizer	`POST /tools/summarize`	Zero-cost extractive text summarization	Context compression
☁️ Global Weather	`POST /tools/weather`	Real-time global weather and multi-day forecasts	Travel & logistics agents
🌍 IP Geolocation	`GET /tools/ip-info`	Geolocation, ISP, and network metadata lookup	Security & localization

Related MCP server: ntriq-agentshop

⚡ Feature Highlights

Zero External API Costs: Core tools run on-server with deterministic layout parsing and open data feeds.
Math-Verified Invoices: Automatic check ensures Subtotal + Tax == Total Amount Due to prevent accounting hallucination.
LLM Token-Budget Aware: Every document and web extraction returns word counts and estimated token usage.
Dual Protocol: Standard REST API with OpenAPI specification PLUS native Model Context Protocol (MCP) for Claude Desktop and Cursor.
Enterprise Auth & Metering: Built-in SQLite usage tracking, tier quotas (Free/Pro/Enterprise), and support for both X-API-Key and X-RapidAPI-Key.

🚀 Quick Start

1. Clone & Set Up Virtual Environment

git clone https://github.com/kulas-100/agent-tools.git
cd agent-tools

python3 -m venv .venv
source .venv/bin/activate
pip install -r requirements.txt

2. Environment Configuration

cp .env.example .env
# Edit .env if you wish to change your master or default API keys

3. Run the Server

uvicorn app.main:app --reload --host 0.0.0.0 --port 8000

Open http://localhost:8000/docs in your browser to test endpoints via the interactive Swagger UI.

📖 API Usage & cURL Examples

All authenticated requests require the X-API-Key header (default key: test-api-key-12345).

1. Extract Invoice / Receipt Data

curl -X POST http://localhost:8000/tools/invoice-extract \
  -H "X-API-Key: test-api-key-12345" \
  -H "Content-Type: application/json" \
  -d '{
    "raw_text": "Acme Cloud Inc.\nTax ID: US-94829104\nINVOICE #INV-2026-8891\nDate: 2026-10-15\nDue: 2026-11-15\nBill To: Wayne Corp\nGPU Compute 2 $ 450.00 $ 900.00\nSubtotal: $ 900.00\nTax: $ 90.00\nTotal: $ 990.00"
  }'

Response:

{
  "success": true,
  "invoice": {
    "document_type": "invoice",
    "invoice_number": "INV-2026-8891",
    "vendor_name": "Acme Cloud Inc.",
    "vendor_tax_id": "US-94829104",
    "customer_name": "Wayne Corp",
    "invoice_date": "2026-10-15",
    "due_date": "2026-11-15",
    "currency": "USD",
    "subtotal": 900.0,
    "tax_amount": 90.0,
    "total_amount": 990.0,
    "line_items": [
      {
        "description": "GPU Compute",
        "quantity": 2.0,
        "unit_price": 450.0,
        "total_price": 900.0
      }
    ]
  },
  "confidence_score": 1.0,
  "math_verified": true,
  "processing_time_ms": 19.4
}

2. Scrape Webpage to Clean Markdown

curl -X POST http://localhost:8000/tools/web-reader \
  -H "X-API-Key: test-api-key-12345" \
  -H "Content-Type: application/json" \
  -d '{"url": "https://example.com", "include_links": true}'

3. Parse PDF Document with Token Budgets

curl -X POST http://localhost:8000/tools/pdf-extract \
  -H "X-API-Key: test-api-key-12345" \
  -H "Content-Type: application/json" \
  -d '{"url": "https://www.w3.org/WAI/ER/tests/xhtml/testfiles/resources/pdf/dummy.pdf", "max_pages": 5}'

🤖 Model Context Protocol (MCP) Integration

Connect AgentTools directly to Claude Desktop or Cursor:

Claude Desktop Configuration (`claude_desktop_config.json`)

{
  "mcpServers": {
    "agenttools": {
      "command": "/absolute/path/to/agent-tools/.venv/bin/python",
      "args": ["/absolute/path/to/agent-tools/mcp_server.py"]
    }
  }
}

🌐 Public Marketplace Listing

RapidAPI Hub: rapidapi.com/kulas100/api/agenttools
Smithery.ai MCP: Import repository via smithery.yaml

📄 License

MIT License. Free for commercial and personal development.

Available Tools

9 tools

calculatorA

Safely evaluate mathematical and scientific expressions using an isolated AST evaluator without unsafe execution. Supports arithmetic (+, -, *, /, **), trigonometry (sin, cos, tan), logarithms, square roots, and factorials. Use whenever exact numeric precision is required to avoid arithmetic hallucinations. Pure, deterministic, and idempotent.

Inputs: expression (required).

get_ip_infoA

Retrieve geolocation, country, city, geographic coordinates, ISP, and timezone metadata for an IP address. Use to inspect IP locations, detect regional origins, or resolve server IP information. Read-only and idempotent.

Inputs: ip.

get_newsA

Fetch current news headlines, summaries, sources, and publication timestamps for any topic or keyword via Google News RSS. Use when monitoring breaking news, market updates, or industry trends. Read-only and idempotent.

Inputs: topic (required), max_articles.

get_weatherA

Get current weather conditions (temperature, humidity, wind speed, weather code) and multi-day daily forecasts for any city or geographic location worldwide via Open-Meteo. Use when answering weather queries or trip planning. Read-only and idempotent.

Inputs: location (required), forecast_days.

invoice_extractA

Extract structured financial data (vendor, invoice #, PO #, dates, line items, subtotal, tax, total, currency) from invoices, receipts, and bills, verifying mathematical consistency (subtotal + tax == total). Use when processing accounting documents or receipts. Do not use for generic documents. Read-only and idempotent.

Inputs: url, raw_text, file_base64, currency_hint.

pdf_extractA

Extract text per page, outlines, document metadata, and accurate token count estimates from PDF documents. Use when ingesting multi-page reports, whitepapers, contracts, or legal documents into context. Read-only and idempotent.

Inputs: url, max_pages, start_page, file_base64.

summarizeA

Perform extractive text summarization to identify and return the most informative, central sentences from long articles or documents based on term-frequency scoring. Use to compress long context into key points. Pure, deterministic, and idempotent.

Inputs: text (required), num_sentences.

web_readerA

Fetch a public webpage URL and extract clean, structured Markdown optimized for LLM token efficiency, stripping headers, footers, ads, and navigation menus. Use when reading articles, blog posts, documentation, or public web pages. Read-only and idempotent.

Inputs: url (required), max_length, include_links.

web_searchA

Search the live web using DuckDuckGo to retrieve real-time search results, titles, URLs, and text snippets. Use when you need current facts, external references, or breaking information not in your training data. Read-only and idempotent.

Inputs: query (required), max_results.

Tool Schema Changelog

Recent tool additions, removals, and schema changes observed during successful MCP inspections.

Loading tool schema changelog…

Deploy Server

One endpoint for every MCP toolRayrun runs every MCP server behind one URL and holds the credentials. Each call is decided per client, tool, and argument, then recorded.ray.runAd

TDQS

A3.9/5.0

Scored 2026-11-09 20:25 across 9 tools

Disambiguation4/5

Most tools have clearly distinct purposes, but web_search and get_news overlap for current information, and invoice_extract can be confused with pdf_extract when invoices are PDFs. Descriptions largely help route correctly.

Naming Consistency3/5

All names use snake_case, but the conventions are mixed: verb_noun (get_weather), noun_verb (invoice_extract), noun (calculator), and bare verb (summarize). The names remain readable, but there is no single predictable pattern.

Tool Count5/5

Nine tools is well within the typical 3-15 range for a general agent toolkit, and each tool appears to earn its place as a distinct utility. There are no redundant variants or obvious filler tools.

Completeness4/5

The set covers a reasonable agent utility surface: document extraction, web reading/search, weather, math, news, summarization, and IP metadata. Some common gaps remain, such as generic file-format handling, OCR, or date/time utilities, but these are minor enough to work around.

Maintenance

ActivityMaintained

ResponsivenessNo recent community issues

Resources

Related MCP Connectors

Agent Tools UKA
io.github.lexyholdcraft-source
Pay-per-use agent tools: screenshots, web to Markdown, PDF tables, OCR, UK company checks
Browser Automation Image & Video Processing Government Data
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URL to Markdown Converter
io.github.CleanData-Labs
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Web Scraping Browser Automation RAG Systems
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Wauldo
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Stateless agentic tools over MCP: concept extraction, long-context, knowledge graph, planning.
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