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Tools for Agents

Working · 3.4 s

io.github.max124vip-dev/tools-for-agentsv0.1.0

Decision Layer for AI Agents — 58+ tools, Advisor, MCP. Free key: POST /v1/register {}.

AI & Agents

Source Website Registry entry

Try it

Call this server's tools from your browser. Nothing to install.

https://api.toolsforagents.tools/mcp

Authorization (required)

Bearer API key from POST https://api.toolsforagents.tools/v1/register with body {} (no email). Example: Bearer sk_live_...

Requests go through mcptry because browsers can't call most MCP servers directly. Header values are sent to the server for that request only and are never stored or logged.

Tool list from our last check. Connect live to refresh it.

advisor

Agent Advisor — workflow + cost estimate (free).

goalstring, required

optimizerstring

This tool isn't marked read-only, so it may change something on the server or in an account you connected.

I understand, run it anyway

Tools for Agents MCP server | mcptry

Tools for Agents

Working · 3.4 s

io.github.max124vip-dev/tools-for-agentsv0.1.0

Decision Layer for AI Agents — 58+ tools, Advisor, MCP. Free key: POST /v1/register {}.

AI & Agents

Source Website Registry entry

Try it

Call this server's tools from your browser. Nothing to install.

https://api.toolsforagents.tools/mcp

Authorization (required)

Bearer API key from POST https://api.toolsforagents.tools/v1/register with body {} (no email). Example: Bearer sk_live_...

Requests go through mcptry because browsers can't call most MCP servers directly. Header values are sent to the server for that request only and are never stored or logged.

Tool list from our last check. Connect live to refresh it.

advisor

Agent Advisor — workflow + cost estimate (free).

goalstring, required

optimizerstring

This tool isn't marked read-only, so it may change something on the server or in an account you connected.

I understand, run it anyway

Tools (107)

advisor

Agent Advisor — workflow + cost estimate (free).

Argument	Type	Description
goal*	string
optimizer	string

Input schema (JSON)

{
  "type": "object",
  "required": [
    "goal"
  ],
  "properties": {
    "goal": {
      "type": "string"
    },
    "optimizer": {
      "type": "string",
      "default": "balanced"
    }
  }
}

agent_research

Research: search → extract → summarize.

Argument	Type	Description
query*	string
max_sources	integer

Input schema (JSON)

{
  "type": "object",
  "required": [
    "query"
  ],
  "properties": {
    "query": {
      "type": "string"
    },
    "max_sources": {
      "type": "integer",
      "default": 3
    }
  }
}

base64_decode

Decode base64 to text

Argument	Type	Description
encoded*	string	Base64 string to decode

Input schema (JSON)

{
  "type": "object",
  "required": [
    "encoded"
  ],
  "properties": {
    "encoded": {
      "type": "string",
      "description": "Base64 string to decode"
    }
  }
}

base64_encode

Encode text to base64

Argument	Type	Description
text*	string	Plain text to encode

Input schema (JSON)

{
  "type": "object",
  "required": [
    "text"
  ],
  "properties": {
    "text": {
      "type": "string",
      "description": "Plain text to encode"
    }
  }
}

batch_extract

Batch extract URLs (async).

Argument	Type	Description
urls*	array
webhook	string

Input schema (JSON)

{
  "type": "object",
  "required": [
    "urls"
  ],
  "properties": {
    "urls": {
      "type": "array",
      "items": {
        "type": "string"
      }
    },
    "webhook": {
      "type": "string"
    }
  }
}

book_ocr

Book OCR v2: historical scans, ensemble EasyOCR+Tesseract, deskew, columns, Latin normalize, auto DPI retry.

Argument	Type	Description
dpi	number
url*	string
engine	string
profile	string
end_page	integer
languages	array
multi_pass	boolean
preprocess	boolean
start_page	integer
auto_retry_dpi	boolean
use_text_layer	boolean

Input schema (JSON)

{
  "type": "object",
  "required": [
    "url"
  ],
  "properties": {
    "dpi": {
      "type": "number",
      "default": 360
    },
    "url": {
      "type": "string"
    },
    "engine": {
      "enum": [
        "auto",
        "easyocr",
        "tesseract",
        "ensemble"
      ],
      "type": "string",
      "default": "auto"
    },
    "profile": {
      "enum": [
        "historical",
        "modern",
        "aggressive"
      ],
      "type": "string",
      "default": "historical"
    },
    "end_page": {
      "type": "integer"
    },
    "languages": {
      "type": "array",
      "items": {
        "type": "string"
      },
      "default": [
        "la",
        "en"
      ]
    },
    "multi_pass": {
      "type": "boolean",
      "default": true
    },
    "preprocess": {
      "type": "boolean",
      "default": true
    },
    "start_page": {
      "type": "integer",
      "default": 1
    },
    "auto_retry_dpi": {
      "type": "boolean",
      "default": true
    },
    "use_text_layer": {
      "type": "boolean",
      "default": true
    }
  }
}

browser_interact

Playwright browser automation.

Argument	Type	Description
url*	string
steps*	array
timeout	integer

Input schema (JSON)

{
  "type": "object",
  "required": [
    "url",
    "steps"
  ],
  "properties": {
    "url": {
      "type": "string"
    },
    "steps": {
      "type": "array",
      "items": {
        "type": "object"
      }
    },
    "timeout": {
      "type": "integer",
      "default": 30
    }
  }
}

cache_url

Cached extract (0 units on hit).

Argument	Type	Description
url*	string

Input schema (JSON)

{
  "type": "object",
  "required": [
    "url"
  ],
  "properties": {
    "url": {
      "type": "string"
    }
  }
}

chunk_text

Split text into RAG chunks.

Argument	Type	Description
text*	string
overlap	integer
chunk_size	integer

Input schema (JSON)

{
  "type": "object",
  "required": [
    "text"
  ],
  "properties": {
    "text": {
      "type": "string"
    },
    "overlap": {
      "type": "integer",
      "default": 50
    },
    "chunk_size": {
      "type": "integer",
      "default": 500
    }
  }
}

compare_texts

Compare two texts or URLs.

Argument	Type	Description
url_a	string
url_b	string
text_a	string
text_b	string

Input schema (JSON)

{
  "type": "object",
  "required": [],
  "properties": {
    "url_a": {
      "type": "string"
    },
    "url_b": {
      "type": "string"
    },
    "text_a": {
      "type": "string"
    },
    "text_b": {
      "type": "string"
    }
  }
}

content_hash

Content fingerprint sha256/md5

Argument	Type	Description
text*	string	Input text
algorithm	string

Input schema (JSON)

{
  "type": "object",
  "required": [
    "text"
  ],
  "properties": {
    "text": {
      "type": "string",
      "description": "Input text"
    },
    "algorithm": {
      "enum": [
        "sha256",
        "sha1",
        "md5"
      ],
      "type": "string",
      "default": "sha256"
    }
  }
}

crawl

Crawl site (async).

Argument	Type	Description
url*	string
max_pages	integer

Input schema (JSON)

{
  "type": "object",
  "required": [
    "url"
  ],
  "properties": {
    "url": {
      "type": "string"
    },
    "max_pages": {
      "type": "integer",
      "default": 10
    }
  }
}

crp_feedback

CRP post-execution feedback — improves discovery ranking (free).

Argument	Type	Description
outcome*	string
cost_usd	number
latency_ms	integer
executor_id*	string
capability_id*	string
resolution_id*	string

Input schema (JSON)

{
  "type": "object",
  "required": [
    "resolution_id",
    "capability_id",
    "executor_id",
    "outcome"
  ],
  "properties": {
    "outcome": {
      "enum": [
        "success",
        "failure",
        "partial",
        "skipped"
      ],
      "type": "string"
    },
    "cost_usd": {
      "type": "number"
    },
    "latency_ms": {
      "type": "integer"
    },
    "executor_id": {
      "type": "string"
    },
    "capability_id": {
      "type": "string"
    },
    "resolution_id": {
      "type": "string"
    }
  }
}

crp_resolve

Quality Capability Discovery — resolve goal to ranked routes + invocation JSON (free).

Argument	Type	Description
goal*	string	Task description
inputs	object	Known inputs (url, text, query, …)
capability	string	Optional explicit capability ID

Input schema (JSON)

{
  "type": "object",
  "required": [
    "goal"
  ],
  "properties": {
    "goal": {
      "type": "string",
      "description": "Task description"
    },
    "inputs": {
      "type": "object",
      "description": "Known inputs (url, text, query, …)"
    },
    "capability": {
      "type": "string",
      "description": "Optional explicit capability ID"
    }
  }
}

crypto_invoke

Cryptographic operations (BIP39, wallets, signatures, hashes).

Argument	Type	Description
params	object
operation*	string

Input schema (JSON)

{
  "type": "object",
  "required": [
    "operation"
  ],
  "properties": {
    "params": {
      "type": "object",
      "default": {}
    },
    "operation": {
      "type": "string"
    }
  }
}

csv_parse

Parse CSV/TSV into rows and records

Argument	Type	Description
text*	string	Raw CSV/TSV text
delimiter	string	Field delimiter
has_header	boolean

Input schema (JSON)

{
  "type": "object",
  "required": [
    "text"
  ],
  "properties": {
    "text": {
      "type": "string",
      "description": "Raw CSV/TSV text"
    },
    "delimiter": {
      "type": "string",
      "default": ",",
      "description": "Field delimiter"
    },
    "has_header": {
      "type": "boolean",
      "default": true
    }
  }
}

dedupe_text

Remove near-duplicate passages

Argument	Type	Description
texts*	array	List of text passages
threshold	number

Input schema (JSON)

{
  "type": "object",
  "required": [
    "texts"
  ],
  "properties": {
    "texts": {
      "type": "array",
      "items": {
        "type": "string"
      },
      "description": "List of text passages"
    },
    "threshold": {
      "type": "number",
      "default": 0.85
    }
  }
}

diff_url

Compare cached vs live page.

Argument	Type	Description
url*	string

Input schema (JSON)

{
  "type": "object",
  "required": [
    "url"
  ],
  "properties": {
    "url": {
      "type": "string"
    }
  }
}

dns_lookup

DNS A/MX/TXT lookup

Argument	Type	Description
domain*	string	Domain name (e.g. example.com)
record_type	string	DNS record type: A, MX, TXT, …

Input schema (JSON)

{
  "type": "object",
  "required": [
    "domain"
  ],
  "properties": {
    "domain": {
      "type": "string",
      "description": "Domain name (e.g. example.com)"
    },
    "record_type": {
      "type": "string",
      "default": "A",
      "description": "DNS record type: A, MX, TXT, …"
    }
  }
}

dry_run

Probe URL before extract (free).

Argument	Type	Description
url*	string

Input schema (JSON)

{
  "type": "object",
  "required": [
    "url"
  ],
  "properties": {
    "url": {
      "type": "string"
    }
  }
}

embed_text

Generate text embeddings.

Argument	Type	Description
text*	string
model	string

Input schema (JSON)

{
  "type": "object",
  "required": [
    "text"
  ],
  "properties": {
    "text": {
      "type": "string"
    },
    "model": {
      "enum": [
        "minilm",
        "bge-large"
      ],
      "type": "string",
      "default": "minilm"
    }
  }
}

entity_extract

Extract emails, URLs, phones, dates

Argument	Type	Description
text*	string	Input text

Input schema (JSON)

{
  "type": "object",
  "required": [
    "text"
  ],
  "properties": {
    "text": {
      "type": "string",
      "description": "Input text"
    }
  }
}

estimate_cost

Estimate API units (free).

Argument	Type	Description
text	string
tool*	string
count	integer

Input schema (JSON)

{
  "type": "object",
  "required": [
    "tool"
  ],
  "properties": {
    "text": {
      "type": "string"
    },
    "tool": {
      "type": "string"
    },
    "count": {
      "type": "integer",
      "default": 1
    }
  }
}

extract_emails

Extract email addresses

Argument	Type	Description
text*	string	Input text

Input schema (JSON)

{
  "type": "object",
  "required": [
    "text"
  ],
  "properties": {
    "text": {
      "type": "string",
      "description": "Input text"
    }
  }
}

extract_json

Structured JSON from URL.

Argument	Type	Description
url*	string

Input schema (JSON)

{
  "type": "object",
  "required": [
    "url"
  ],
  "properties": {
    "url": {
      "type": "string"
    }
  }
}

extract_links

List links from page.

Argument	Type	Description
url*	string
same_host	boolean

Input schema (JSON)

{
  "type": "object",
  "required": [
    "url"
  ],
  "properties": {
    "url": {
      "type": "string"
    },
    "same_host": {
      "type": "boolean",
      "default": true
    }
  }
}

extract_outline

Page outline H1–H3 + word_count.

Argument	Type	Description
url*	string
max_headings	integer

Input schema (JSON)

{
  "type": "object",
  "required": [
    "url"
  ],
  "properties": {
    "url": {
      "type": "string"
    },
    "max_headings": {
      "type": "integer",
      "default": 40
    }
  }
}

extract_pdf

Extract text from a PDF URL.

Argument	Type	Description
url*	string

Input schema (JSON)

{
  "type": "object",
  "required": [
    "url"
  ],
  "properties": {
    "url": {
      "type": "string"
    }
  }
}

extract_phones

Extract phone numbers

Argument	Type	Description
text*	string	Input text

Input schema (JSON)

{
  "type": "object",
  "required": [
    "text"
  ],
  "properties": {
    "text": {
      "type": "string",
      "description": "Input text"
    }
  }
}

extract_query

Answer a question using page content.

Argument	Type	Description
url*	string
query*	string

Input schema (JSON)

{
  "type": "object",
  "required": [
    "url",
    "query"
  ],
  "properties": {
    "url": {
      "type": "string"
    },
    "query": {
      "type": "string"
    }
  }
}

extract_schema

Structured fields from JSON-LD.

Argument	Type	Description
url*	string

Input schema (JSON)

{
  "type": "object",
  "required": [
    "url"
  ],
  "properties": {
    "url": {
      "type": "string"
    }
  }
}

extract_url

Extract main content from a webpage URL.

Argument	Type	Description
url*	string
mode	string
format	string
include_links	boolean

Input schema (JSON)

{
  "type": "object",
  "required": [
    "url"
  ],
  "properties": {
    "url": {
      "type": "string"
    },
    "mode": {
      "enum": [
        "fast",
        "full"
      ],
      "type": "string",
      "default": "fast"
    },
    "format": {
      "enum": [
        "markdown",
        "text",
        "html"
      ],
      "type": "string",
      "default": "markdown"
    },
    "include_links": {
      "type": "boolean",
      "default": false
    }
  }
}

fallback_chain

Try primary tool then fallbacks.

Argument	Type	Description
primary*	object
fallbacks	array

Input schema (JSON)

{
  "type": "object",
  "required": [
    "primary"
  ],
  "properties": {
    "primary": {
      "type": "object"
    },
    "fallbacks": {
      "type": "array",
      "items": {
        "type": "object"
      }
    }
  }
}

feed_parse

Parse RSS/Atom feed.

Argument	Type	Description
url*	string

Input schema (JSON)

{
  "type": "object",
  "required": [
    "url"
  ],
  "properties": {
    "url": {
      "type": "string"
    }
  }
}

hash_text

SHA256 and MD5 hash

Argument	Type	Description
text*	string	Input text

Input schema (JSON)

{
  "type": "object",
  "required": [
    "text"
  ],
  "properties": {
    "text": {
      "type": "string",
      "description": "Input text"
    }
  }
}

html_clean

Strip HTML to clean text

Argument	Type	Description
html*	string	Raw HTML

Input schema (JSON)

{
  "type": "object",
  "required": [
    "html"
  ],
  "properties": {
    "html": {
      "type": "string",
      "description": "Raw HTML"
    }
  }
}

html_to_markdown

Convert HTML to Markdown.

Argument	Type	Description
html*	string

Input schema (JSON)

{
  "type": "object",
  "required": [
    "html"
  ],
  "properties": {
    "html": {
      "type": "string"
    }
  }
}

image_describe

Describe image (vision).

Argument	Type	Description
url*	string

Input schema (JSON)

{
  "type": "object",
  "required": [
    "url"
  ],
  "properties": {
    "url": {
      "type": "string"
    }
  }
}

job_status

Poll async job.

Argument	Type	Description
job_id*	string

Input schema (JSON)

{
  "type": "object",
  "required": [
    "job_id"
  ],
  "properties": {
    "job_id": {
      "type": "string"
    }
  }
}

json_flatten

Flatten nested JSON

Argument	Type	Description
data*	any	JSON object or array to flatten
prefix	string

Input schema (JSON)

{
  "type": "object",
  "required": [
    "data"
  ],
  "properties": {
    "data": {
      "description": "JSON object or array to flatten"
    },
    "prefix": {
      "type": "string",
      "default": ""
    }
  }
}

json_ld

JSON-LD from URL.

Argument	Type	Description
url*	string

Input schema (JSON)

{
  "type": "object",
  "required": [
    "url"
  ],
  "properties": {
    "url": {
      "type": "string"
    }
  }
}

json_parse

Parse and validate JSON text

Argument	Type	Description
text*	string	JSON text to parse

Input schema (JSON)

{
  "type": "object",
  "required": [
    "text"
  ],
  "properties": {
    "text": {
      "type": "string",
      "description": "JSON text to parse"
    }
  }
}

keyword_extract

Top keywords by frequency

Argument	Type	Description
text*	string	Input text
top_k	integer

Input schema (JSON)

{
  "type": "object",
  "required": [
    "text"
  ],
  "properties": {
    "text": {
      "type": "string",
      "description": "Input text"
    },
    "top_k": {
      "type": "integer",
      "default": 15
    }
  }
}

language_detect

Detect language (heuristic)

Argument	Type	Description
text*	string	Input text

Input schema (JSON)

{
  "type": "object",
  "required": [
    "text"
  ],
  "properties": {
    "text": {
      "type": "string",
      "description": "Input text"
    }
  }
}

line_split

Split text into lines

Argument	Type	Description
text*	string	Input text
min_length	integer

Input schema (JSON)

{
  "type": "object",
  "required": [
    "text"
  ],
  "properties": {
    "text": {
      "type": "string",
      "description": "Input text"
    },
    "min_length": {
      "type": "integer",
      "default": 1
    }
  }
}

list_chains

List tool chain recipes (PDF, web, OCR, video, …).

Argument	Type	Description
goal	string
domain	string

Input schema (JSON)

{
  "type": "object",
  "required": [],
  "properties": {
    "goal": {
      "type": "string"
    },
    "domain": {
      "type": "string"
    }
  }
}

list_tools

REST catalog + pricing. Prefer orient then advisor/crp_resolve before picking a tool.

No arguments.

Input schema (JSON)

{
  "type": "object",
  "required": [],
  "properties": {}
}

map_site

Discover site URLs.

Argument	Type	Description
url*	string
max_urls	integer

Input schema (JSON)

{
  "type": "object",
  "required": [
    "url"
  ],
  "properties": {
    "url": {
      "type": "string"
    },
    "max_urls": {
      "type": "integer",
      "default": 50
    }
  }
}

markdown_parse

Split Markdown frontmatter, headings, links

Argument	Type	Description
text*	string	Markdown document

Input schema (JSON)

{
  "type": "object",
  "required": [
    "text"
  ],
  "properties": {
    "text": {
      "type": "string",
      "description": "Markdown document"
    }
  }
}

memory_search

Search session memory.

Argument	Type	Description
limit	integer
query*	string
session_id*	string

Input schema (JSON)

{
  "type": "object",
  "required": [
    "session_id",
    "query"
  ],
  "properties": {
    "limit": {
      "type": "integer",
      "default": 10
    },
    "query": {
      "type": "string"
    },
    "session_id": {
      "type": "string"
    }
  }
}

memory_store

Store session memory note.

Argument	Type	Description
key*	string
value*	string
session_id*	string

Input schema (JSON)

{
  "type": "object",
  "required": [
    "session_id",
    "key",
    "value"
  ],
  "properties": {
    "key": {
      "type": "string"
    },
    "value": {
      "type": "string"
    },
    "session_id": {
      "type": "string"
    }
  }
}

merge_records

Join record lists by key

Argument	Type	Description
key*	string	Join key field name
records_a*	array
records_b*	array

Input schema (JSON)

{
  "type": "object",
  "required": [
    "records_a",
    "records_b",
    "key"
  ],
  "properties": {
    "key": {
      "type": "string",
      "description": "Join key field name"
    },
    "records_a": {
      "type": "array",
      "items": {
        "type": "object"
      }
    },
    "records_b": {
      "type": "array",
      "items": {
        "type": "object"
      }
    }
  }
}

monitor_url

URL change monitor.

Argument	Type	Description
url*	string
webhook	string
interval_hours	integer

Input schema (JSON)

{
  "type": "object",
  "required": [
    "url"
  ],
  "properties": {
    "url": {
      "type": "string"
    },
    "webhook": {
      "type": "string"
    },
    "interval_hours": {
      "type": "integer",
      "default": 24
    }
  }
}

normalize_dates

Find and normalize dates to ISO

Argument	Type	Description
text*	string	Text containing dates

Input schema (JSON)

{
  "type": "object",
  "required": [
    "text"
  ],
  "properties": {
    "text": {
      "type": "string",
      "description": "Text containing dates"
    }
  }
}

ocr_image

OCR text from an image URL.

Argument	Type	Description
url*	string

Input schema (JSON)

{
  "type": "object",
  "required": [
    "url"
  ],
  "properties": {
    "url": {
      "type": "string"
    }
  }
}

ocr_table

OCR table from image URL.

Argument	Type	Description
url*	string

Input schema (JSON)

{
  "type": "object",
  "required": [
    "url"
  ],
  "properties": {
    "url": {
      "type": "string"
    }
  }
}

ocr_table_url

OCR table from image URL

Argument	Type	Description
url*	string	Image URL with table

Input schema (JSON)

{
  "type": "object",
  "required": [
    "url"
  ],
  "properties": {
    "url": {
      "type": "string",
      "description": "Image URL with table"
    }
  }
}

ocr_url

OCR text from image URL (for chains)

Argument	Type	Description
url*	string	Image URL

Input schema (JSON)

{
  "type": "object",
  "required": [
    "url"
  ],
  "properties": {
    "url": {
      "type": "string",
      "description": "Image URL"
    }
  }
}

orient

START HERE (free). Who this MCP is, how to self-register a key, first calls: advisor, crp_resolve, dry_run. Do not ask a human for a key.

No arguments.

Input schema (JSON)

{
  "type": "object",
  "required": [],
  "properties": {}
}

page_links_external

Internal vs external links

Argument	Type	Description
url*	string	Page URL
timeout	integer

Input schema (JSON)

{
  "type": "object",
  "required": [
    "url"
  ],
  "properties": {
    "url": {
      "type": "string",
      "description": "Page URL"
    },
    "timeout": {
      "type": "integer",
      "default": 20
    }
  }
}

page_metadata

OpenGraph / page metadata.

Argument	Type	Description
url*	string

Input schema (JSON)

{
  "type": "object",
  "required": [
    "url"
  ],
  "properties": {
    "url": {
      "type": "string"
    }
  }
}

page_peek

Cheap URL preflight — title, h1, js_hint, recommended_mode.

Argument	Type	Description
url*	string
peek_bytes	integer

Input schema (JSON)

{
  "type": "object",
  "required": [
    "url"
  ],
  "properties": {
    "url": {
      "type": "string"
    },
    "peek_bytes": {
      "type": "integer",
      "default": 8192
    }
  }
}

pdf_metadata

PDF metadata without full extract

Argument	Type	Description
url*	string	PDF URL

Input schema (JSON)

{
  "type": "object",
  "required": [
    "url"
  ],
  "properties": {
    "url": {
      "type": "string",
      "description": "PDF URL"
    }
  }
}

pdf_split

Extract PDF page range text

Argument	Type	Description
url*	string	PDF URL
end_page	integer	Last page (inclusive)
start_page	integer

Input schema (JSON)

{
  "type": "object",
  "required": [
    "url"
  ],
  "properties": {
    "url": {
      "type": "string",
      "description": "PDF URL"
    },
    "end_page": {
      "type": "integer",
      "description": "Last page (inclusive)"
    },
    "start_page": {
      "type": "integer",
      "default": 1
    }
  }
}

pii_detect

Detect PII; optional redact

Argument	Type	Description
text*	string	Input text
redact	boolean

Input schema (JSON)

{
  "type": "object",
  "required": [
    "text"
  ],
  "properties": {
    "text": {
      "type": "string",
      "description": "Input text"
    },
    "redact": {
      "type": "boolean",
      "default": false
    }
  }
}

plan

Plan workflow steps for a goal (free).

Argument	Type	Description
goal*	string

Input schema (JSON)

{
  "type": "object",
  "required": [
    "goal"
  ],
  "properties": {
    "goal": {
      "type": "string"
    }
  }
}

rdap

Domain RDAP/whois: status, dates, nameservers

Argument	Type	Description
domain*	string	Domain name (e.g. example.com)

Input schema (JSON)

{
  "type": "object",
  "required": [
    "domain"
  ],
  "properties": {
    "domain": {
      "type": "string",
      "description": "Domain name (e.g. example.com)"
    }
  }
}

read_url

Ingest URL/PDF/YouTube → markdown.

Argument	Type	Description
url*	string
chunk	boolean

Input schema (JSON)

{
  "type": "object",
  "required": [
    "url"
  ],
  "properties": {
    "url": {
      "type": "string"
    },
    "chunk": {
      "type": "boolean",
      "default": false
    }
  }
}

readability

Clean article text.

Argument	Type	Description
url*	string

Input schema (JSON)

{
  "type": "object",
  "required": [
    "url"
  ],
  "properties": {
    "url": {
      "type": "string"
    }
  }
}

readability_score

Flesch reading ease score

Argument	Type	Description
text*	string	Input text

Input schema (JSON)

{
  "type": "object",
  "required": [
    "text"
  ],
  "properties": {
    "text": {
      "type": "string",
      "description": "Input text"
    }
  }
}

redirect_trace

Follow redirect chain

Argument	Type	Description
url*	string	Starting URL
timeout	integer
max_hops	integer

Input schema (JSON)

{
  "type": "object",
  "required": [
    "url"
  ],
  "properties": {
    "url": {
      "type": "string",
      "description": "Starting URL"
    },
    "timeout": {
      "type": "integer",
      "default": 15
    },
    "max_hops": {
      "type": "integer",
      "default": 10
    }
  }
}

regex_extract

Regex capture groups from text

Argument	Type	Description
text*	string	Input text
group	integer
pattern*	string	Regular expression
max_matches	integer

Input schema (JSON)

{
  "type": "object",
  "required": [
    "text",
    "pattern"
  ],
  "properties": {
    "text": {
      "type": "string",
      "description": "Input text"
    },
    "group": {
      "type": "integer",
      "default": 0
    },
    "pattern": {
      "type": "string",
      "description": "Regular expression"
    },
    "max_matches": {
      "type": "integer",
      "default": 50
    }
  }
}

rerank_docs

Rerank documents by query relevance.

Argument	Type	Description
query*	string
documents*	array

Input schema (JSON)

{
  "type": "object",
  "required": [
    "query",
    "documents"
  ],
  "properties": {
    "query": {
      "type": "string"
    },
    "documents": {
      "type": "array",
      "items": {
        "type": "string"
      }
    }
  }
}

research_topic

Search + read with citations.

Argument	Type	Description
query*	string
max_results	integer

Input schema (JSON)

{
  "type": "object",
  "required": [
    "query"
  ],
  "properties": {
    "query": {
      "type": "string"
    },
    "max_results": {
      "type": "integer",
      "default": 3
    }
  }
}

retrieve

Semantic retrieval top-k.

Argument	Type	Description
query*	string
top_k	integer
documents*	array

Input schema (JSON)

{
  "type": "object",
  "required": [
    "query",
    "documents"
  ],
  "properties": {
    "query": {
      "type": "string"
    },
    "top_k": {
      "type": "integer",
      "default": 3
    },
    "documents": {
      "type": "array",
      "items": {
        "type": "string"
      }
    }
  }
}

robots_parse

Parse robots.txt rules

Argument	Type	Description
url*	string	Site URL
timeout	integer

Input schema (JSON)

{
  "type": "object",
  "required": [
    "url"
  ],
  "properties": {
    "url": {
      "type": "string",
      "description": "Site URL"
    },
    "timeout": {
      "type": "integer",
      "default": 15
    }
  }
}

run_chain

Execute a named tool chain recipe.

Argument	Type	Description
inputs	object
chain_id*	string

Input schema (JSON)

{
  "type": "object",
  "required": [
    "chain_id"
  ],
  "properties": {
    "inputs": {
      "type": "object"
    },
    "chain_id": {
      "type": "string"
    }
  }
}

run_mission

Composite mission — goal in, full result out.

Argument	Type	Description
goal*	string
async	boolean
template	string

Input schema (JSON)

{
  "type": "object",
  "required": [
    "goal"
  ],
  "properties": {
    "goal": {
      "type": "string"
    },
    "async": {
      "type": "boolean",
      "default": false
    },
    "template": {
      "type": "string",
      "default": "auto"
    }
  }
}

screenshot

Webpage screenshot PNG base64.

Argument	Type	Description
url*	string
full_page	boolean

Input schema (JSON)

{
  "type": "object",
  "required": [
    "url"
  ],
  "properties": {
    "url": {
      "type": "string"
    },
    "full_page": {
      "type": "boolean",
      "default": false
    }
  }
}

sentiment_score

Lightweight sentiment polarity

Argument	Type	Description
text*	string	Input text

Input schema (JSON)

{
  "type": "object",
  "required": [
    "text"
  ],
  "properties": {
    "text": {
      "type": "string",
      "description": "Input text"
    }
  }
}

seo_audit

SEO title/meta/H1 checklist

Argument	Type	Description
url*	string	Page URL
timeout	integer

Input schema (JSON)

{
  "type": "object",
  "required": [
    "url"
  ],
  "properties": {
    "url": {
      "type": "string",
      "description": "Page URL"
    },
    "timeout": {
      "type": "integer",
      "default": 20
    }
  }
}

sitemap_parse

Parse sitemap.xml URLs.

Argument	Type	Description
url*	string

Input schema (JSON)

{
  "type": "object",
  "required": [
    "url"
  ],
  "properties": {
    "url": {
      "type": "string"
    }
  }
}

source_credibility

Score source URL credibility.

Argument	Type	Description
url*	string

Input schema (JSON)

{
  "type": "object",
  "required": [
    "url"
  ],
  "properties": {
    "url": {
      "type": "string"
    }
  }
}

ssl_check

TLS certificate check

Argument	Type	Description
port	integer
domain*	string	Hostname

Input schema (JSON)

{
  "type": "object",
  "required": [
    "domain"
  ],
  "properties": {
    "port": {
      "type": "integer",
      "default": 443
    },
    "domain": {
      "type": "string",
      "description": "Hostname"
    }
  }
}

summarize_text

Extractive summary.

Argument	Type	Description
text*	string
max_sentences	integer

Input schema (JSON)

{
  "type": "object",
  "required": [
    "text"
  ],
  "properties": {
    "text": {
      "type": "string"
    },
    "max_sentences": {
      "type": "integer",
      "default": 3
    }
  }
}

table_extract

Extract HTML tables from URL.

Argument	Type	Description
url*	string

Input schema (JSON)

{
  "type": "object",
  "required": [
    "url"
  ],
  "properties": {
    "url": {
      "type": "string"
    }
  }
}

text_diff

Unified diff between two texts

Argument	Type	Description
text_a*	string	First text
text_b*	string	Second text
context_lines	integer

Input schema (JSON)

{
  "type": "object",
  "required": [
    "text_a",
    "text_b"
  ],
  "properties": {
    "text_a": {
      "type": "string",
      "description": "First text"
    },
    "text_b": {
      "type": "string",
      "description": "Second text"
    },
    "context_lines": {
      "type": "integer",
      "default": 3
    }
  }
}

text_similarity

Cosine similarity between texts.

Argument	Type	Description
model	string
texts*	array

Input schema (JSON)

{
  "type": "object",
  "required": [
    "texts"
  ],
  "properties": {
    "model": {
      "type": "string",
      "default": "minilm"
    },
    "texts": {
      "type": "array",
      "items": {
        "type": "string"
      },
      "minItems": 2
    }
  }
}

transcribe_audio

Transcribe audio from URL (upload endpoint).

Argument	Type	Description
url*	string

Input schema (JSON)

{
  "type": "object",
  "required": [
    "url"
  ],
  "properties": {
    "url": {
      "type": "string"
    }
  }
}

translate_text

Translate text.

Argument	Type	Description
text*	string
source_lang	string
target_lang*	string

Input schema (JSON)

{
  "type": "object",
  "required": [
    "text",
    "target_lang"
  ],
  "properties": {
    "text": {
      "type": "string"
    },
    "source_lang": {
      "type": "string",
      "default": "auto"
    },
    "target_lang": {
      "type": "string"
    }
  }
}

truncate_context

Trim text to token budget (head+tail).

Argument	Type	Description
text*	string
max_tokens	integer
keep_head_ratio	number
preserve_numbers	boolean

Input schema (JSON)

{
  "type": "object",
  "required": [
    "text"
  ],
  "properties": {
    "text": {
      "type": "string"
    },
    "max_tokens": {
      "type": "integer",
      "default": 2000
    },
    "keep_head_ratio": {
      "type": "number",
      "default": 0.6
    },
    "preserve_numbers": {
      "type": "boolean",
      "default": true
    }
  }
}

url_normalize

Normalize URL form

Argument	Type	Description
url*	string	URL to normalize

Input schema (JSON)

{
  "type": "object",
  "required": [
    "url"
  ],
  "properties": {
    "url": {
      "type": "string",
      "description": "URL to normalize"
    }
  }
}

validate_domain

Domain format + DNS check

Argument	Type	Description
domain*	string	Domain name

Input schema (JSON)

{
  "type": "object",
  "required": [
    "domain"
  ],
  "properties": {
    "domain": {
      "type": "string",
      "description": "Domain name"
    }
  }
}

validate_email

Validate email (syntax, MX, disposable).

Argument	Type	Description
email*	string

Input schema (JSON)

{
  "type": "object",
  "required": [
    "email"
  ],
  "properties": {
    "email": {
      "type": "string"
    }
  }
}

validate_iban

Validate IBAN checksum

Argument	Type	Description
iban*	string	IBAN to validate

Input schema (JSON)

{
  "type": "object",
  "required": [
    "iban"
  ],
  "properties": {
    "iban": {
      "type": "string",
      "description": "IBAN to validate"
    }
  }
}

validate_ip

Validate IPv4/IPv6

Argument	Type	Description
ip*	string	IPv4 or IPv6 address

Input schema (JSON)

{
  "type": "object",
  "required": [
    "ip"
  ],
  "properties": {
    "ip": {
      "type": "string",
      "description": "IPv4 or IPv6 address"
    }
  }
}

validate_phone

Validate phone number.

Argument	Type	Description
phone*	string
default_region	string

Input schema (JSON)

{
  "type": "object",
  "required": [
    "phone"
  ],
  "properties": {
    "phone": {
      "type": "string"
    },
    "default_region": {
      "type": "string",
      "default": "UA"
    }
  }
}

validate_url

Check URL reachability.

Argument	Type	Description
url*	string

Input schema (JSON)

{
  "type": "object",
  "required": [
    "url"
  ],
  "properties": {
    "url": {
      "type": "string"
    }
  }
}

validate_uuid

Validate UUID format

Argument	Type	Description
uuid*	string	UUID string

Input schema (JSON)

{
  "type": "object",
  "required": [
    "uuid"
  ],
  "properties": {
    "uuid": {
      "type": "string",
      "description": "UUID string"
    }
  }
}

verify_fact

Verify a factual claim.

Argument	Type	Description
mode	string
claim*	string

Input schema (JSON)

{
  "type": "object",
  "required": [
    "claim"
  ],
  "properties": {
    "mode": {
      "type": "string",
      "default": "fast"
    },
    "claim": {
      "type": "string"
    }
  }
}

wayback

Internet Archive snapshots for a URL (not in the model sandbox)

Argument	Type	Description
url*	string	Live URL to look up in the Internet Archive
limit	integer	Max CDX snapshots

Input schema (JSON)

{
  "type": "object",
  "required": [
    "url"
  ],
  "properties": {
    "url": {
      "type": "string",
      "description": "Live URL to look up in the Internet Archive"
    },
    "limit": {
      "type": "integer",
      "default": 5,
      "description": "Max CDX snapshots"
    }
  }
}

web_search

Web search (DuckDuckGo).

Argument	Type	Description
query*	string
max_results	integer

Input schema (JSON)

{
  "type": "object",
  "required": [
    "query"
  ],
  "properties": {
    "query": {
      "type": "string"
    },
    "max_results": {
      "type": "integer",
      "default": 5
    }
  }
}

word_stats

Word, char, line counts

Argument	Type	Description
text*	string	Input text

Input schema (JSON)

{
  "type": "object",
  "required": [
    "text"
  ],
  "properties": {
    "text": {
      "type": "string",
      "description": "Input text"
    }
  }
}

workflow_stateful

Run multi-step tool chain with $refs.

Argument	Type	Description
steps*	array

Input schema (JSON)

{
  "type": "object",
  "required": [
    "steps"
  ],
  "properties": {
    "steps": {
      "type": "array",
      "items": {
        "type": "object"
      }
    }
  }
}

x402_info

x402 wallet pricing and setup info (no auth).

No arguments.

Input schema (JSON)

{
  "type": "object",
  "required": [],
  "properties": {}
}

xml_parse

Parse XML and extract tag values

Argument	Type	Description
tag	string	Optional tag to extract values from
text*	string	XML text

Input schema (JSON)

{
  "type": "object",
  "required": [
    "text"
  ],
  "properties": {
    "tag": {
      "type": "string",
      "description": "Optional tag to extract values from"
    },
    "text": {
      "type": "string",
      "description": "XML text"
    }
  }
}

youtube_transcript

YouTube captions/transcript.

Argument	Type	Description
url*	string
languages	array

Input schema (JSON)

{
  "type": "object",
  "required": [
    "url"
  ],
  "properties": {
    "url": {
      "type": "string"
    },
    "languages": {
      "type": "array",
      "items": {
        "type": "string"
      }
    }
  }
}