AI Agents Listing

Search published AI agents, MCP servers and skills in the directory by name, tagline or description.

{
  "type": "object",
  "properties": {
    "query": {
      "type": "string",
      "maxLength": 255,
      "description": "Free-text search over name, tagline, description"
    },
    "type": {
      "description": "Restrict to one vertical",
      "type": "string",
      "enum": [
        "Agent",
        "McpServer",
        "Skill"
      ]
    },
    "limit": {
      "default": 10,
      "type": "integer",
      "minimum": 1,
      "maximum": 25
    }
  },
  "required": [
    "query"
  ],
  "$schema": "https://json-schema.org/draft/2020-12/schema"
}

Fetch one published listing by its slug, with full description and links.

{
  "type": "object",
  "properties": {
    "slug": {
      "type": "string",
      "minLength": 1,
      "maxLength": 100
    }
  },
  "required": [
    "slug"
  ],
  "$schema": "https://json-schema.org/draft/2020-12/schema"
}

List the category ids a submission can be filed under. Call this before submit_listing. That tool takes category ids, not names.

{
  "type": "object",
  "properties": {
    "type": {
      "description": "Only categories for this vertical",
      "type": "string",
      "enum": [
        "Agent",
        "McpServer",
        "Skill"
      ]
    }
  },
  "$schema": "https://json-schema.org/draft/2020-12/schema"
}

Listings gaining momentum right now, ranked by heat (the 0-100 engagement score), upvotes or new reviews over a rolling window. Paid listings get no ranking preference here; the `featured` flag says which ones are paid.

{
  "type": "object",
  "properties": {
    "metric": {
      "default": "heat",
      "description": "What momentum is measured by",
      "type": "string",
      "enum": [
        "heat",
        "upvotes",
        "reviews"
      ]
    },
    "window": {
      "default": "7d",
      "description": "Rolling window the ranking is measured over",
      "type": "string",
      "enum": [
        "24h",
        "7d",
        "30d",
        "all"
      ]
    },
    "limit": {
      "default": 10,
      "type": "integer",
      "minimum": 1,
      "maximum": 10
    }
  },
  "$schema": "https://json-schema.org/draft/2020-12/schema"
}

Browse the directory by vertical, category, pricing and access model. Use this when the ask is a kind of product rather than a name, e.g. 'open-source MCP servers for databases', 'free coding agents'.

{
  "type": "object",
  "properties": {
    "type": {
      "description": "Agent, McpServer or Skill",
      "type": "string",
      "enum": [
        "Agent",
        "McpServer",
        "Skill"
      ]
    },
    "category": {
      "description": "Category name or slug",
      "type": "string",
      "maxLength": 100
    },
    "pricingModel": {
      "type": "string",
      "enum": [
        "Free",
        "Freemium",
        "Paid"
      ]
    },
    "accessModel": {
      "type": "string",
      "enum": [
        "OpenSource",
        "ClosedSource",
        "Api"
      ]
    },
    "industry": {
      "type": "string",
      "enum": [
        "Horizontal",
        "Vertical"
      ]
    },
    "sort": {
      "default": "heat",
      "type": "string",
      "enum": [
        "heat",
        "upvotes",
        "newest"
      ]
    },
    "limit": {
      "default": 10,
      "type": "integer",
      "minimum": 1,
      "maximum": 25
    }
  },
  "$schema": "https://json-schema.org/draft/2020-12/schema"
}

Alternatives and competitors to a product. Takes a listing slug, a website URL, or just the product name, including products that are not in the directory, in which case the closest listings by topic come back instead.

{
  "type": "object",
  "properties": {
    "product": {
      "type": "string",
      "minLength": 1,
      "maxLength": 255,
      "description": "Slug, website URL or product name"
    },
    "limit": {
      "default": 8,
      "type": "integer",
      "minimum": 1,
      "maximum": 15
    }
  },
  "required": [
    "product"
  ],
  "$schema": "https://json-schema.org/draft/2020-12/schema"
}

Compare 2-5 listings side by side on pricing, access model, categories, heat, upvotes and rating. Takes slugs. Resolve them with search_listings or find_alternatives first.

{
  "type": "object",
  "properties": {
    "slugs": {
      "minItems": 2,
      "maxItems": 5,
      "type": "array",
      "items": {
        "type": "string",
        "minLength": 1,
        "maxLength": 100
      }
    }
  },
  "required": [
    "slugs"
  ],
  "$schema": "https://json-schema.org/draft/2020-12/schema"
}

The most recently published listings in the directory.

{
  "type": "object",
  "properties": {
    "days": {
      "default": 30,
      "description": "How far back to look",
      "type": "integer",
      "minimum": 1,
      "maximum": 90
    },
    "limit": {
      "default": 10,
      "type": "integer",
      "minimum": 1,
      "maximum": 25
    }
  },
  "$schema": "https://json-schema.org/draft/2020-12/schema"
}

Submit a product to the directory on behalf of the connected user. The listing enters the same pending review queue as a web submission; the returned URL is where the submitter finishes and tracks it. Submitting a URL that already exists updates that listing's submitter details instead of creating a duplicate. Requires an authenticated connection: call this tool to get the sign-in instructions.

{
  "type": "object",
  "properties": {},
  "$schema": "https://json-schema.org/draft/2020-12/schema"
}

Leave a review on a listing on behalf of the connected user: a 1-5 star rating and an optional note on what worked and what did not. One review per account per listing is kept; calling again updates it. Reviews land on the public page labeled as agent-submitted. Requires an authenticated connection: call this tool to get the sign-in instructions.

{
  "type": "object",
  "properties": {},
  "$schema": "https://json-schema.org/draft/2020-12/schema"
}