Servers Playground How we check Add a server Log in

There's An AI For That

Working · 2.2 s

com.theresanaiforthat/taaftv1.0.0 Domain verified

Search TAAFT for AI tools and retrieve public tool details.

AI & Agents Research & Knowledge

Source Website Registry entry

Maintain this server? Claim it

Try it

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

https://theresanaiforthat.com/mcp-server/

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.

get_breakthrough Read-only

Get one public AI breakthrough by ID.

idinteger, required

The numeric ID returned by search_breakthroughs.

There's An AI For That MCP server | mcptry

Tools (37)

get_breakthrough

Get one public AI breakthrough by ID.

read-only

Argument	Type	Description
id*	integer	The numeric ID returned by search_breakthroughs.

Input schema (JSON)

{
  "type": "object",
  "required": [
    "id"
  ],
  "properties": {
    "id": {
      "type": "integer",
      "minimum": 1,
      "description": "The numeric ID returned by search_breakthroughs."
    }
  },
  "additionalProperties": false
}

get_company

Get a public AI company profile, valuation, total raised, and paginated company-page collections by slug. Preserve returned URLs exactly.

read-only

Argument	Type	Description
slug*	string	The company slug returned by search_companies.
limit	integer	Items per returned collection.
offset	integer	Zero-based collection offset.
section	string	Return all company page collections or one collection for paging.

Input schema (JSON)

{
  "type": "object",
  "required": [
    "slug"
  ],
  "properties": {
    "slug": {
      "type": "string",
      "description": "The company slug returned by search_companies."
    },
    "limit": {
      "type": "integer",
      "default": 10,
      "maximum": 50,
      "minimum": 1,
      "description": "Items per returned collection."
    },
    "offset": {
      "type": "integer",
      "default": 0,
      "minimum": 0,
      "description": "Zero-based collection offset."
    },
    "section": {
      "enum": [
        "all",
        "tools",
        "models",
        "papers",
        "fundraises",
        "investments",
        "jobs",
        "repositories",
        "news",
        "videos"
      ],
      "type": "string",
      "default": "all",
      "description": "Return all company page collections or one collection for paging."
    }
  },
  "additionalProperties": false
}

get_country

Get the public TAAFT country identity for a country code returned by search_countries. Preserve returned URLs exactly.

read-only

Argument	Type	Description
slug*	string	The lowercase country code returned as the slug by search_countries.

Input schema (JSON)

{
  "type": "object",
  "required": [
    "slug"
  ],
  "properties": {
    "slug": {
      "type": "string",
      "description": "The lowercase country code returned as the slug by search_countries."
    }
  },
  "additionalProperties": false
}

get_deal

Get one approved TAAFT partner deal by tool slug, including full tool details. Preserve returned URLs exactly.

read-only

Argument	Type	Description
slug*	string	The tool slug returned by search_deals.

Input schema (JSON)

{
  "type": "object",
  "required": [
    "slug"
  ],
  "properties": {
    "slug": {
      "type": "string",
      "description": "The tool slug returned by search_deals."
    }
  },
  "additionalProperties": false
}

get_device

Get public details and specifications for one AI device by slug. Preserve returned URLs exactly.

read-only

Argument	Type	Description
slug*	string	The device slug returned by search_devices.

Input schema (JSON)

{
  "type": "object",
  "required": [
    "slug"
  ],
  "properties": {
    "slug": {
      "type": "string",
      "description": "The device slug returned by search_devices."
    }
  },
  "additionalProperties": false
}

get_event

Get public details for one AI event by slug. Preserve returned URLs exactly.

read-only

Argument	Type	Description
slug*	string	The event slug returned by search_events.

Input schema (JSON)

{
  "type": "object",
  "required": [
    "slug"
  ],
  "properties": {
    "slug": {
      "type": "string",
      "description": "The event slug returned by search_events."
    }
  },
  "additionalProperties": false
}

get_fundraise

Get public details and participating investors for one AI company fundraising round by ID. Preserve returned URLs exactly.

read-only

Argument	Type	Description
id*	integer	The numeric fundraise ID returned by search_fundraises.

Input schema (JSON)

{
  "type": "object",
  "required": [
    "id"
  ],
  "properties": {
    "id": {
      "type": "integer",
      "minimum": 1,
      "description": "The numeric fundraise ID returned by search_fundraises."
    }
  },
  "additionalProperties": false
}

get_investor

Get public details and funding activity for one verified active AI investor by slug. Preserve returned URLs exactly.

read-only

Argument	Type	Description
slug*	string	The investor slug returned by search_investors.

Input schema (JSON)

{
  "type": "object",
  "required": [
    "slug"
  ],
  "properties": {
    "slug": {
      "type": "string",
      "description": "The investor slug returned by search_investors."
    }
  },
  "additionalProperties": false
}

get_mcp

Get public details for one MCP server by slug. Preserve returned URLs exactly.

read-only

Argument	Type	Description
slug*	string	The MCP slug returned by search_mcps.

Input schema (JSON)

{
  "type": "object",
  "required": [
    "slug"
  ],
  "properties": {
    "slug": {
      "type": "string",
      "description": "The MCP slug returned by search_mcps."
    }
  },
  "additionalProperties": false
}

get_model

Get public details for one AI model by slug. Preserve returned URLs exactly.

read-only

Argument	Type	Description
slug*	string	The model slug returned by search_models.

Input schema (JSON)

{
  "type": "object",
  "required": [
    "slug"
  ],
  "properties": {
    "slug": {
      "type": "string",
      "description": "The model slug returned by search_models."
    }
  },
  "additionalProperties": false
}

get_news

Get one public AI news item by ID.

read-only

Argument	Type	Description
id*	integer	The numeric ID returned by search_news.

Input schema (JSON)

{
  "type": "object",
  "required": [
    "id"
  ],
  "properties": {
    "id": {
      "type": "integer",
      "minimum": 1,
      "description": "The numeric ID returned by search_news."
    }
  },
  "additionalProperties": false
}

get_organization

Get public details, papers, and linked paper authors and companies for one AI organization by slug. Preserve returned URLs exactly.

read-only

Argument	Type	Description
slug*	string	The organization slug returned by search_organizations.

Input schema (JSON)

{
  "type": "object",
  "required": [
    "slug"
  ],
  "properties": {
    "slug": {
      "type": "string",
      "description": "The organization slug returned by search_organizations."
    }
  },
  "additionalProperties": false
}

get_paper

Get public details for one published AI research paper by ID or slug. Preserve returned URLs exactly.

read-only

Argument	Type	Description
id	integer	The exact numeric paper ID returned by search_papers.
slug	string	The paper slug returned by search_papers.

Input schema (JSON)

{
  "type": "object",
  "oneOf": [
    {
      "required": [
        "id"
      ]
    },
    {
      "required": [
        "slug"
      ]
    }
  ],
  "properties": {
    "id": {
      "type": "integer",
      "minimum": 1,
      "description": "The exact numeric paper ID returned by search_papers."
    },
    "slug": {
      "type": "string",
      "description": "The paper slug returned by search_papers."
    }
  },
  "additionalProperties": false
}

get_repository

Get public details for one AI repository by its owner/repository slug or numeric ID. Preserve returned URLs exactly.

read-only

Argument	Type	Description
id	integer	The numeric repository ID returned by search_repositories.
slug	string	The exact owner/repository slug returned by search_repositories.

Input schema (JSON)

{
  "type": "object",
  "oneOf": [
    {
      "required": [
        "slug"
      ]
    },
    {
      "required": [
        "id"
      ]
    }
  ],
  "properties": {
    "id": {
      "type": "integer",
      "minimum": 1,
      "description": "The numeric repository ID returned by search_repositories."
    },
    "slug": {
      "type": "string",
      "description": "The exact owner/repository slug returned by search_repositories."
    }
  },
  "additionalProperties": false
}

get_robot

Get public details and specifications for one robot by slug. Preserve returned URLs exactly.

read-only

Argument	Type	Description
slug*	string	The robot slug returned by search_robots.

Input schema (JSON)

{
  "type": "object",
  "required": [
    "slug"
  ],
  "properties": {
    "slug": {
      "type": "string",
      "description": "The robot slug returned by search_robots."
    }
  },
  "additionalProperties": false
}

get_task

Get public details for one TAAFT task category by slug. Preserve returned URLs exactly.

read-only

Argument	Type	Description
slug*	string	The task slug returned by search_tasks.

Input schema (JSON)

{
  "type": "object",
  "required": [
    "slug"
  ],
  "properties": {
    "slug": {
      "type": "string",
      "description": "The task slug returned by search_tasks."
    }
  },
  "additionalProperties": false
}

get_tool

Get public details for one TAAFT AI tool by slug, including deal details when an approved TAAFT partner offer exists. Use url for the TAAFT page and website_url for the external website. Preserve returned URLs exactly.

read-only

Argument	Type	Description
slug*	string	The tool slug returned by search_tools.

Input schema (JSON)

{
  "type": "object",
  "required": [
    "slug"
  ],
  "properties": {
    "slug": {
      "type": "string",
      "description": "The tool slug returned by search_tools."
    }
  },
  "additionalProperties": false
}

list_feature_models

List every AI model on one TAAFT feature, in the same order as the feature page. This is a complete listing, not a search: no query, no relevance ranking, nothing missing and nothing extra. Each model carries the full get_model fields. Preserve returned URLs exactly.

read-only

Argument	Type	Description
limit	integer	Page size. Keep calling with next_offset until has_more is false to get the complete listing.
offset	integer	Number of models to skip, in feature page order.
feature*	integer \| string	Feature id, feature slug, or exact feature name as returned by list_features.

Input schema (JSON)

{
  "type": "object",
  "required": [
    "feature"
  ],
  "properties": {
    "limit": {
      "type": "integer",
      "default": 50,
      "maximum": 100,
      "minimum": 1,
      "description": "Page size. Keep calling with next_offset until has_more is false to get the complete listing."
    },
    "offset": {
      "type": "integer",
      "default": 0,
      "minimum": 0,
      "description": "Number of models to skip, in feature page order."
    },
    "feature": {
      "type": [
        "integer",
        "string"
      ],
      "description": "Feature id, feature slug, or exact feature name as returned by list_features."
    }
  },
  "additionalProperties": false
}

list_feature_tools

List every AI tool on one TAAFT feature, in the same order as the feature page. This is a complete listing, not a search: no query, no relevance ranking, nothing missing and nothing extra. Each tool carries the full get_tool fields, including deal details when an approved TAAFT partner offer exists. Preserve returned URLs exactly.

read-only

Argument	Type	Description
limit	integer	Page size. Keep calling with next_offset until has_more is false to get the complete listing.
offset	integer	Number of tools to skip, in feature page order.
feature*	integer \| string	Feature id, feature slug, or exact feature name as returned by list_features.

Input schema (JSON)

{
  "type": "object",
  "required": [
    "feature"
  ],
  "properties": {
    "limit": {
      "type": "integer",
      "default": 50,
      "maximum": 100,
      "minimum": 1,
      "description": "Page size. Keep calling with next_offset until has_more is false to get the complete listing."
    },
    "offset": {
      "type": "integer",
      "default": 0,
      "minimum": 0,
      "description": "Number of tools to skip, in feature page order."
    },
    "feature": {
      "type": [
        "integer",
        "string"
      ],
      "description": "Feature id, feature slug, or exact feature name as returned by list_features."
    }
  },
  "additionalProperties": false
}

list_features

List every TAAFT feature with its id, name, slug, TAAFT URL, tool count, and model count. This is a complete alphabetical listing, not a search: there is no query and no relevance ranking. Call it with no arguments to list everything. Preserve returned URLs exactly.

read-only

Argument	Type	Description
limit	integer	Optional page size. Omit it to list every feature.
offset	integer	Number of features to skip.

Input schema (JSON)

{
  "type": "object",
  "properties": {
    "limit": {
      "type": "integer",
      "maximum": 500,
      "minimum": 1,
      "description": "Optional page size. Omit it to list every feature."
    },
    "offset": {
      "type": "integer",
      "default": 0,
      "minimum": 0,
      "description": "Number of features to skip."
    }
  },
  "additionalProperties": false
}

search_breakthroughs

Search public AI breakthroughs by keyword, time frame, topic, source, and importance. An omitted or empty query lists matching items.

read-only

Argument	Type	Description
sort	string
limit	integer
query	string	Optional keywords matched against title, description, and topics. Empty lists all matching items.
since	string	Optional inclusive lower date bound as YYYY-MM-DD, ISO 8601, or 24h, 7d, or 30d.
topic	string	Optional exact topic name or slug.
until	string	Optional inclusive upper date bound as YYYY-MM-DD, ISO 8601, or 24h, 7d, or 30d.
source	string	Optional publisher name, domain, or ingest source.
minimum_importance	integer

Input schema (JSON)

{
  "type": "object",
  "properties": {
    "sort": {
      "enum": [
        "latest",
        "importance",
        "popularity"
      ],
      "type": "string",
      "default": "latest"
    },
    "limit": {
      "type": "integer",
      "default": 20,
      "maximum": 50,
      "minimum": 1
    },
    "query": {
      "type": "string",
      "description": "Optional keywords matched against title, description, and topics. Empty lists all matching items."
    },
    "since": {
      "type": "string",
      "description": "Optional inclusive lower date bound as YYYY-MM-DD, ISO 8601, or 24h, 7d, or 30d."
    },
    "topic": {
      "type": "string",
      "description": "Optional exact topic name or slug."
    },
    "until": {
      "type": "string",
      "description": "Optional inclusive upper date bound as YYYY-MM-DD, ISO 8601, or 24h, 7d, or 30d."
    },
    "source": {
      "type": "string",
      "description": "Optional publisher name, domain, or ingest source."
    },
    "minimum_importance": {
      "type": "integer",
      "default": 0,
      "maximum": 100,
      "minimum": 0
    }
  },
  "additionalProperties": false
}

search_companies

Search and filter public TAAFT companies by name, description, industry, and products. Exact company names rank first.

read-only

Argument	Type	Description
sort	string
limit	integer
query	string	Optional keywords for the company name, description, industry, tools, or models.
offset	integer
country	string	Two-letter country code.
industry	string	Industry name or industry slug.
ai_native	boolean
profitable	boolean
tool_company	boolean
headcount_max	integer
headcount_min

search_countries

Search TAAFT country pages for AI companies and activity by country.

read-only

Argument	Type	Description
limit	integer
query*	string	Country name to search for.

Input schema (JSON)

{
  "type": "object",
  "required": [
    "query"
  ],
  "properties": {
    "limit": {
      "type": "integer",
      "default": 20,
      "maximum": 50,
      "minimum": 1
    },
    "query": {
      "type": "string",
      "description": "Country name to search for."
    }
  },
  "additionalProperties": false
}

search_deals

List or search TAAFT partner deals. Results use the same approved offers as the public deals page and include full tool details plus the TAAFT code, discount, plan, terms, trial, and expiry data when known.

read-only

Argument	Type	Description
sort	string
task	string	Optional task name or task slug.
limit	integer	Optional result cap. Omit it to list every matching deal.
query	string	Optional keywords such as "social media scheduling".
feature	string	Optional feature or tag.
pricing_model	string
min_discount_amount	number
min_discount_percent	number

Input schema (JSON)

{
  "type": "object",
  "properties": {
    "sort": {
      "enum": [
        "biggest-discount",
        "newest"
      ],
      "type": "string",
      "default": "biggest-discount"
    },
    "task": {
      "type": "string",
      "description": "Optional task name or task slug."
    },
    "limit": {
      "type": "integer",
      "maximum": 200,
      "minimum": 1,
      "description": "Optional result cap. Omit it to list every matching deal."
    },
    "query": {
      "type": "string",
      "description": "Optional keywords such as \"social media scheduling\"."
    },
    "feature": {
      "type": "string",
      "description": "Optional feature or tag."
    },
    "pricing_model": {
      "enum": [
        "freeonly",
        "trial",
        "freemium",
        "paidonly",
        "nopricing"
      ],
      "type": "string"
    },
    "min_discount_amount": {
      "type": "number",
      "minimum": 0
    },
    "min_discount_percent": {
      "type": "number",
      "maximum": 100,
      "minimum": 0
    }
  },
  "additionalProperties": false
}

search_devices

Search and compare AI devices by name, description, specifications, type, use case, maker, and linked task. Supports hardware filters and sorting.

read-only

Argument	Type	Description
sort	string
task	string	Exact TAAFT task name or slug. Matches primary and secondary task links.
limit	integer
query	string	Optional free-text device capability, product, use case, specification, or maker query.
use_case	string	Exact primary use case, such as Warehousing & Logistics or Productivity.
max_price	number	Maximum listed price, inclusive.
min_price	number	Minimum listed price, inclusive.
device_type	string	Exact device type, such as Smart Glasses or Handheld AI Assistant.
form_factor	string	Exact form factor, such as Handheld, Tabletop, or Earbuds.

search_events

Search the TAAFT catalog for AI events by name.

read-only

Argument	Type	Description
limit	integer
query*	string	AI event name to search for.

Input schema (JSON)

{
  "type": "object",
  "required": [
    "query"
  ],
  "properties": {
    "limit": {
      "type": "integer",
      "default": 20,
      "maximum": 50,
      "minimum": 1
    },
    "query": {
      "type": "string",
      "description": "AI event name to search for."
    }
  },
  "additionalProperties": false
}

search_fundraises

Search and list public AI company fundraising rounds. Filter by company name, round type, announcement date, or participating investor slug, and sort by announcement date.

read-only

Argument	Type	Description
sort	string	Field used to sort results.
limit	integer
order	string	Sort direction. Use desc for the latest fundraises first.
query	string	Optional company name or round type. Omit it, pass an empty string, or pass "*" to search all public fundraising rounds.
since	string	Include rounds announced on or after this date (YYYY-MM-DD).
until	string	Include rounds announced on or before this date (YYYY-MM-DD).
investor	string	Optional verified active investor slug returned by search_investors.
round_type	string	Exact fundraising round type to include, such as Seed or Series A.

Input schema (JSON)

search_investors

Search or browse verified active investors in AI companies. Results include investor type, headquarters country, investment stages, and public fundraise count.

read-only

Argument	Type	Description
sort	string	Result order. Relevance falls back to fundraise count when query is empty; recent uses the latest public announced date.
limit	integer
query	string	Optional investor name to search for. Omit or pass an empty string to browse investors.

Input schema (JSON)

{
  "type": "object",
  "required": [],
  "properties": {
    "sort": {
      "enum": [
        "relevance",
        "fundraises",
        "recent",
        "total-invested",
        "name"
      ],
      "type": "string",
      "default": "relevance",
      "description": "Result order. Relevance falls back to fundraise count when query is empty; recent uses the latest public announced date."
    },
    "limit": {
      "type": "integer",
      "default": 20,
      "maximum": 50,
      "minimum": 1
    },
    "query": {
      "type": "string",
      "description": "Optional investor name to search for. Omit or pass an empty string to browse investors."
    }
  },
  "additionalProperties": false
}

search_mcps

Search and recommend MCP servers by name, description, capabilities, protocol tools, company, task, and category. The query is optional; use filters or sort to browse the directory.

read-only

Argument	Type	Description
sort	string	Sort explicitly instead of using relevance for a query or popularity for an empty query.
task	string	Primary task, secondary task, or MCP category slug.
limit	integer
query	string	Optional natural-language task, capability, server, company, or protocol-tool query.
company	string	Company slug.
official	boolean	True for official servers, false for community servers. Unclassified servers are excluded.
auth_type	string	Filter by the server authentication classification.
transport	string	Filter by remote HTTP/SSE or local stdio transport.

Input schema (JSON)

search_models

Search the TAAFT catalog for AI models by model name.

read-only

Argument	Type	Description
limit	integer
query*	string	AI model name to search for.

Input schema (JSON)

{
  "type": "object",
  "required": [
    "query"
  ],
  "properties": {
    "limit": {
      "type": "integer",
      "default": 20,
      "maximum": 50,
      "minimum": 1
    },
    "query": {
      "type": "string",
      "description": "AI model name to search for."
    }
  },
  "additionalProperties": false
}

search_news

Search public AI news by keyword, time frame, topic, source, and importance. An omitted or empty query lists matching items.

read-only

Argument	Type	Description
sort	string
limit	integer
query	string	Optional keywords matched against title, description, and topics. Empty lists all matching items.
since	string	Optional inclusive lower date bound as YYYY-MM-DD, ISO 8601, or 24h, 7d, or 30d.
topic	string	Optional exact topic name or slug.
until	string	Optional inclusive upper date bound as YYYY-MM-DD, ISO 8601, or 24h, 7d, or 30d.
source	string	Optional publisher name, domain, or ingest source.
minimum_importance	integer

Input schema (JSON)

{
  "type": "object",
  "properties": {
    "sort": {
      "enum": [
        "latest",
        "importance",
        "popularity"
      ],
      "type": "string",
      "default": "latest"
    },
    "limit": {
      "type": "integer",
      "default": 20,
      "maximum": 50,
      "minimum": 1
    },
    "query": {
      "type": "string",
      "description": "Optional keywords matched against title, description, and topics. Empty lists all matching items."
    },
    "since": {
      "type": "string",
      "description": "Optional inclusive lower date bound as YYYY-MM-DD, ISO 8601, or 24h, 7d, or 30d."
    },
    "topic": {
      "type": "string",
      "description": "Optional exact topic name or slug."
    },
    "until": {
      "type": "string",
      "description": "Optional inclusive upper date bound as YYYY-MM-DD, ISO 8601, or 24h, 7d, or 30d."
    },
    "source": {
      "type": "string",
      "description": "Optional publisher name, domain, or ingest source."
    },
    "minimum_importance": {
      "type": "integer",
      "default": 0,
      "maximum": 100,
      "minimum": 0
    }
  },
  "additionalProperties": false
}

search_organizations

Search and browse AI organizations. Exact names, short names, and derived acronyms rank first. Filter by type, country, or industry, and sort by paper count or latest activity.

read-only

Argument	Type	Description
sort	string
type	string	Organization type to filter by (case-insensitive).
limit	integer
query	string	Optional organization name, short name, acronym, domain, or description text.
country	string	Country name or country code to filter by.
industry	string	Industry name or slug to filter by.

Input schema (JSON)

{
  "type": "object",
  "required": [],
  "properties": {
    "sort": {
      "enum": [
        "paper_count",
        "latest_activity"
      ],
      "type": "string",
      "default": "paper_count"
    },
    "type": {
      "enum": [
        "Educational",
        "Nonprofit",
        "Other",
        "university",
        "lab",
        "institute",
        "company"
      ],
      "type": "string",
      "description": "Organization type to filter by (case-insensitive)."
    },
    "limit": {
      "type": "integer",
      "default": 20,
      "maximum": 50,
      "minimum": 1
    },
    "query": {
      "type": "string",
      "description": "Optional organization name, short name, acronym, domain, or description text."
    },
    "country": {
      "type": "string",
      "description": "Country name or country code to filter by."
    },
    "industry": {
      "type": "string",
      "description": "Industry name or slug to filter by."
    }
  },
  "additionalProperties": false
}

search_papers

Search the TAAFT catalog for published AI research papers by title, optionally filtered by organization slug. Preserve returned URLs exactly.

read-only

Argument	Type	Description
sort	string	Rank a query by title relevance or return newest papers first.
limit	integer
query	string	Optional AI research paper title or topic. Required unless organization is provided.
since	string	Only papers published on or after this YYYY-MM-DD date.
until	string	Only papers published on or before this YYYY-MM-DD date.
venue	string	Exact publication venue.
author	string	Author name or exact name phrase.
company	string	Exact company slug.
featured	boolean	Filter by featured status.
organization

search_repositories

Search AI repositories by name, description, README, topics, owner, or linked TAAFT company. Results rank relevant, popular, official repositories first unless a sort is selected.

read-only

Argument	Type	Description
sort	string
limit	integer
owner	string	Exact source owner, such as anthropics.
query	string	Optional repository name, capability, topic, owner, or README keywords.
company	string	Exact linked TAAFT company slug.
license	string	Repository license.
language	string	Primary programming language.
min_stars	integer	Minimum GitHub star count.
updated_after	string	Only repositories updated on or after this YYYY-MM-DD date.

Input schema (JSON)

search_robots

Search and compare robots by name, description, specifications, type, use case, maker, and linked task. Supports hardware filters and sorting.

read-only

Argument	Type	Description
sort	string
task	string	Exact TAAFT task name or slug. Matches primary and secondary task links.
limit	integer
query	string	Optional free-text robot capability, product, use case, specification, or maker query.
status	string	Exact availability status, such as Pilot or Commercially available.
use_case	string	Exact primary use case, such as Warehousing & Logistics or Productivity.
max_price	number	Maximum listed price, inclusive.
min_price	number	Minimum listed price, inclusive.
robot_type	string	Exact robot type, such as Warehouse, Home, or Humanoid.

search_tasks

Search TAAFT task categories for capabilities or jobs that users want AI tools to perform.

read-only

Argument	Type	Description
limit	integer
query*	string	Capability, task, or job to search for.

Input schema (JSON)

{
  "type": "object",
  "required": [
    "query"
  ],
  "properties": {
    "limit": {
      "type": "integer",
      "default": 20,
      "maximum": 50,
      "minimum": 1
    },
    "query": {
      "type": "string",
      "description": "Capability, task, or job to search for."
    }
  },
  "additionalProperties": false
}

search_tools

Search the TAAFT directory for AI tools that match a query. Each result includes deal details when an approved TAAFT partner offer exists. Use url for TAAFT pages and website_url for external websites. Preserve returned URLs exactly.

read-only

Argument	Type	Description
sort	string
type	string
limit	integer
query*	string	What the user needs an AI tool for.

Input schema (JSON)

{
  "type": "object",
  "required": [
    "query"
  ],
  "properties": {
    "sort": {
      "enum": [
        "default",
        "latest",
        "most-saved",
        "top-rated",
        "popular",
        "price",
        "sota"
      ],
      "type": "string",
      "default": "default"
    },
    "type": {
      "enum": [
        "gpt",
        "ios",
        "android",
        "chrome",
        "ai",
        "tool",
        "agents",
        "apis",
        "telegram",
        "mini-tools"
      ],
      "type": "string"
    },
    "limit": {
      "type": "integer",
      "default": 10,
      "maximum": 50,
      "minimum": 1
    },
    "query": {
      "type": "string",
      "description": "What the user needs an AI tool for."
    }
  },
  "additionalProperties": false
}

Input schema (JSON)

{
  "type": "object",
  "anyOf": [
    {
      "required": [
        "query"
      ]
    },
    {
      "required": [
        "device_type"
      ]
    },
    {
      "required": [
        "form_factor"
      ]
    },
    {
      "required": [
        "availability"
      ]
    },
    {
      "required": [
        "use_case"
      ]
    },
    {
      "required": [
        "min_price"
      ]
    },
    {
      "required": [
        "max_price"
      ]
    },
    {
      "required": [
        "manufacturing_country"
      ]
    },
    {
      "required": [
        "release_date_from"
      ]
    },
    {
      "required": [
        "release_date_to"
      ]
    },
    {
      "required": [
        "task"
      ]
    }
  ],
  "required": [],
  "properties": {
    "sort": {
      "enum": [
        "relevance",
        "price",
        "latest",
        "popular"
      ],
      "type": "string",
      "default": "relevance"
    },
    "task": {
      "type": "string",
      "description": "Exact TAAFT task name or slug. Matches primary and secondary task links."
    },
    "limit": {
      "type": "integer",
      "default": 20,
      "maximum": 50,
      "minimum": 1
    },
    "query": {
      "type": "string",
      "description": "Optional free-text device capability, product, use case, specification, or maker query."
    },
    "use_case": {
      "enum": [
        "Personal Assistant",
        "Communication",
        "Health & Fitness",
        "Navigation",
        "Translation",
        "Smart Home Control",
        "Entertainment",
        "Productivity",
        "Education",
        "Accessibility",
        "Security",
        "Photography/Video",
        "Other"
      ],
      "type": "string",
      "description": "Exact primary use case, such as Warehousing & Logistics or Productivity."
    },
    "max_price": {
      "type": "number",
      "minimum": 0,
      "description": "Maximum listed price, inclusive."
    },
    "min_price": {
      "type": "number",
      "minimum": 0,
      "description": "Minimum listed price, inclusive."
    },
    "device_type": {
      "enum": [
        "Smart Glasses",
        "AR/VR Headset",
        "AI Wearable",
        "Handheld AI Assistant",
        "Smart Speaker",
        "Smart Display",
        "AI Earbuds",
        "AI Camera",
        "Companion Device",
        "Smart Ring",
        "Smart Home Hub",
        "AI Pendant/Pin",
        "Smart Phone",
        "Other"
      ],
      "type": "string",
      "description": "Exact device type, such as Smart Glasses or Handheld AI Assistant."
    },
    "form_factor": {
      "enum": [
        "Glasses",
        "Headset",
        "Pin/Brooch",
        "Pendant/Necklace",
        "Wristband/Watch",
        "Ring",
        "Handheld",
        "Tabletop",
        "Wall-mounted",
        "Clip-on",
        "Earbuds",
        "Other"
      ],
      "type": "string",
      "description": "Exact form factor, such as Handheld, Tabletop, or Earbuds."
    },
    "availability": {
      "enum": [
        "Rumored",
        "Announced",
        "Pre-order",
        "Available",
        "Limited Release",
        "Discontinued",
        "Cancelled",
        "Waitlist",
        "Delayed"
      ],
      "type": "string",
      "description": "Exact availability, such as Available, Pre-order, or Discontinued."
    },
    "release_date_to": {
      "type": "string",
      "format": "date",
      "description": "Latest release date, inclusive, in YYYY-MM-DD format."
    },
    "release_date_from": {
      "type": "string",
      "format": "date",
      "description": "Earliest release date, inclusive, in YYYY-MM-DD format."
    },
    "manufacturing_country": {
      "type": "string",
      "description": "Manufacturing country name or two-letter country code."
    }
  },
  "additionalProperties": false
}

{
  "type": "object",
  "required": [],
  "properties": {
    "sort": {
      "enum": [
        "announced_date"
      ],
      "type": "string",
      "default": "announced_date",
      "description": "Field used to sort results."
    },
    "limit": {
      "type": "integer",
      "default": 20,
      "maximum": 50,
      "minimum": 1
    },
    "order": {
      "enum": [
        "asc",
        "desc"
      ],
      "type": "string",
      "default": "desc",
      "description": "Sort direction. Use desc for the latest fundraises first."
    },
    "query": {
      "type": "string",
      "description": "Optional company name or round type. Omit it, pass an empty string, or pass \"*\" to search all public fundraising rounds."
    },
    "since": {
      "type": "string",
      "format": "date",
      "description": "Include rounds announced on or after this date (YYYY-MM-DD)."
    },
    "until": {
      "type": "string",
      "format": "date",
      "description": "Include rounds announced on or before this date (YYYY-MM-DD)."
    },
    "investor": {
      "type": "string",
      "description": "Optional verified active investor slug returned by search_investors."
    },
    "round_type": {
      "enum": [
        "Pre-Seed",
        "Seed",
        "Series A",
        "Series B",
        "Series C",
        "Series D",
        "Series E",
        "Series E+",
        "Series F",
        "Series G",
        "Bridge",
        "Convertible Note",
        "SAFE",
        "Pre-IPO",
        "IPO",
        "Debt Financing",
        "Growth Round"
      ],
      "type": "string",
      "description": "Exact fundraising round type to include, such as Seed or Series A."
    }
  },
  "additionalProperties": false
}

{
  "type": "object",
  "required": [],
  "properties": {
    "sort": {
      "enum": [
        "latest",
        "popular",
        "tools_count"
      ],
      "type": "string",
      "description": "Sort explicitly instead of using relevance for a query or popularity for an empty query."
    },
    "task": {
      "type": "string",
      "description": "Primary task, secondary task, or MCP category slug."
    },
    "limit": {
      "type": "integer",
      "default": 20,
      "maximum": 50,
      "minimum": 1
    },
    "query": {
      "type": "string",
      "description": "Optional natural-language task, capability, server, company, or protocol-tool query."
    },
    "company": {
      "type": "string",
      "description": "Company slug."
    },
    "official": {
      "type": "boolean",
      "description": "True for official servers, false for community servers. Unclassified servers are excluded."
    },
    "auth_type": {
      "enum": [
        "none",
        "api-key",
        "oauth",
        "other"
      ],
      "type": "string",
      "description": "Filter by the server authentication classification."
    },
    "transport": {
      "enum": [
        "remote",
        "stdio"
      ],
      "type": "string",
      "description": "Filter by remote HTTP/SSE or local stdio transport."
    }
  },
  "additionalProperties": false
}

{
  "type": "object",
  "properties": {
    "sort": {
      "enum": [
        "relevance",
        "stars",
        "latest",
        "recently_updated"
      ],
      "type": "string",
      "default": "relevance"
    },
    "limit": {
      "type": "integer",
      "default": 20,
      "maximum": 50,
      "minimum": 1
    },
    "owner": {
      "type": "string",
      "description": "Exact source owner, such as anthropics."
    },
    "query": {
      "type": "string",
      "description": "Optional repository name, capability, topic, owner, or README keywords."
    },
    "company": {
      "type": "string",
      "description": "Exact linked TAAFT company slug."
    },
    "license": {
      "type": "string",
      "description": "Repository license."
    },
    "language": {
      "type": "string",
      "description": "Primary programming language."
    },
    "min_stars": {
      "type": "integer",
      "minimum": 0,
      "description": "Minimum GitHub star count."
    },
    "updated_after": {
      "type": "string",
      "format": "date",
      "description": "Only repositories updated on or after this YYYY-MM-DD date."
    }
  },
  "additionalProperties": false
}

Input schema (JSON)

{
  "type": "object",
  "anyOf": [
    {
      "required": [
        "query"
      ]
    },
    {
      "required": [
        "robot_type"
      ]
    },
    {
      "required": [
        "autonomy_level"
      ]
    },
    {
      "required": [
        "status"
      ]
    },
    {
      "required": [
        "use_case"
      ]
    },
    {
      "required": [
        "min_price"
      ]
    },
    {
      "required": [
        "max_price"
      ]
    },
    {
      "required": [
        "manufacturing_country"
      ]
    },
    {
      "required": [
        "release_date_from"
      ]
    },
    {
      "required": [
        "release_date_to"
      ]
    },
    {
      "required": [
        "task"
      ]
    }
  ],
  "required": [],
  "properties": {
    "sort": {
      "enum": [
        "relevance",
        "price",
        "latest",
        "popular"
      ],
      "type": "string",
      "default": "relevance"
    },
    "task": {
      "type": "string",
      "description": "Exact TAAFT task name or slug. Matches primary and secondary task links."
    },
    "limit": {
      "type": "integer",
      "default": 20,
      "maximum": 50,
      "minimum": 1
    },
    "query": {
      "type": "string",
      "description": "Optional free-text robot capability, product, use case, specification, or maker query."
    },
    "status": {
      "enum": [
        "Announced",
        "In development",
        "Prototype",
        "Pilot",
        "Pre-order",
        "In production",
        "Commercially available",
        "Paused",
        "Discontinued",
        "Cancelled",
        "Waitlist"
      ],
      "type": "string",
      "description": "Exact availability status, such as Pilot or Commercially available."
    },
    "use_case": {
      "enum": [
        "Manufacturing",
        "Warehousing & Logistics",
        "Healthcare",
        "Elder Care",
        "Surgery",
        "Agriculture",
        "Construction",
        "Inspection",
        "Security",
        "Defense",
        "Retail",
        "Hospitality",
        "Home Assistance",
        "Education",
        "Research",
        "Disaster Response",
        "Other"
      ],
      "type": "string",
      "description": "Exact primary use case, such as Warehousing & Logistics or Productivity."
    },
    "max_price": {
      "type": "number",
      "minimum": 0,
      "description": "Maximum listed price, inclusive."
    },
    "min_price": {
      "type": "number",
      "minimum": 0,
      "description": "Minimum listed price, inclusive."
    },
    "robot_type": {
      "enum": [
        "Humanoid",
        "Mobile",
        "Manipulator",
        "Drone",
        "Industrial",
        "Warehouse",
        "Healthcare",
        "Home",
        "Agricultural",
        "Defense",
        "Service",
        "Companion",
        "Other"
      ],
      "type": "string",
      "description": "Exact robot type, such as Warehouse, Home, or Humanoid."
    },
    "autonomy_level": {
      "enum": [
        "Teleoperated",
        "Assisted",
        "Semi-autonomous",
        "Fully autonomous"
      ],
      "type": "string",
      "description": "Exact autonomy level, such as Teleoperated or Fully autonomous."
    },
    "release_date_to": {
      "type": "string",
      "format": "date",
      "description": "Latest release date, inclusive, in YYYY-MM-DD format."
    },
    "release_date_from": {
      "type": "string",
      "format": "date",
      "description": "Earliest release date, inclusive, in YYYY-MM-DD format."
    },
    "manufacturing_country": {
      "type": "string",
      "description": "Manufacturing country name or two-letter country code."
    }
  },
  "additionalProperties": false
}