Koskamo

FindAIforWork MCP

A read-only MCP server that exposes the FindAIforWork directory of AI software tools. It allows agents to search for tools by text, category, or pricing model, retrieve full listing details, list available categories, and compare multiple tools side-by-side to support research and decision-making for AI software selection.

Endpoint and access

No sign-in to connect and list tools. Individual tools may still need a vendor account, credentials, or permissions; check the documented prerequisites.

FindAIforWork MCP logo, by brand-lcCommunity listingStreamable HTTPNo sign-inEndpoint checked 2026-11-01Published by brand-lc
MCP endpoint (Streamable HTTP)
https://findaiforwork.com/mcp
Vendor documentation

What you can do with it

  • Search for AI tools by name or category
  • Retrieve detailed information about a specific tool
  • List all available tool categories
  • Compare multiple AI tools side-by-side

Source and maintenance

Community listingRegistry 1.0.1
mcp-registry: io.github.brand-lc/findaiforwork@1.0.1Source repositoryProject website
Maintenance checked

Protocol and capabilities

Server
findaiforwork 1.0.0
MCP protocol
2025-06-18
Tools
4 advertised
Resources
Not advertised
Resource templates
Not advertised
Prompts
Not advertised
Server-advertised capabilities
{
  "tools": {
    "listChanged": true
  }
}

Server-provided instructions

Untrusted server output shown for inspection. It is not Koskamo guidance and is excluded from knowledge search.

Read-only access to FindAIforWork.com, a curated directory of AI software for focused, productive work. Use search_tools to find tools, get_tool for one listing, list_categories to learn the taxonomy, and compare_tools to compare two to five tools. Every result includes the canonical page url and the tool official website; cite the canonical page when you mention a listing.

Tools

4 advertised

search_tools — Search AI tools
Advertised by the server during the last successful anonymous check.
Advertised read-only

Search published AI software listings by free text, category slug or pricing model. Returns a total plus compact summaries.

search_tools input schema
{
  "type": "object",
  "$schema": "http://json-schema.org/draft-07/schema#",
  "properties": {
    "sort": {
      "enum": [
        "latest",
        "trending",
        "az"
      ],
      "type": "string",
      "description": "Result order; defaults to latest"
    },
    "limit": {
      "type": "integer",
      "maximum": 25,
      "minimum": 1,
      "description": "Maximum results, 1-25; defaults to 10"
    },
    "query": {
      "type": "string",
      "maxLength": 200,
      "description": "Free text matched against name, tagline, description"
    },
    "pricing": {
      "enum": [
        "FREE",
        "FREEMIUM",
        "PAID",
        "OPEN_SOURCE",
        "CONTACT_SALES"
      ],
      "type": "string",
      "description": "Pricing model filter"
    },
    "category": {
      "type": "string",
      "maxLength": 80,
      "description": "Category slug from list_categories"
    }
  }
}
search_tools annotations
{
  "readOnlyHint": true,
  "openWorldHint": false
}
get_tool — Get one AI tool
Advertised by the server during the last successful anonymous check.
Advertised read-only

Return the full public listing for one tool by slug, including its Markdown copy and related tools.

get_tool input schema
{
  "type": "object",
  "$schema": "http://json-schema.org/draft-07/schema#",
  "required": [
    "slug"
  ],
  "properties": {
    "slug": {
      "type": "string",
      "maxLength": 120,
      "minLength": 1,
      "description": "Listing slug, for example \"chatgpt\""
    }
  }
}
get_tool annotations
{
  "readOnlyHint": true,
  "openWorldHint": false
}
list_categories — List categories
Advertised by the server during the last successful anonymous check.
Advertised read-only

List every active category with its slug, description and the number of published tools in it.

list_categories input schema
{
  "type": "object",
  "properties": {}
}
list_categories annotations
{
  "readOnlyHint": true,
  "openWorldHint": false
}
compare_tools — Compare AI tools
Advertised by the server during the last successful anonymous check.
Advertised read-only

Compare two to five published tools side by side. Unknown slugs are reported in missing instead of being guessed.

compare_tools input schema
{
  "type": "object",
  "$schema": "http://json-schema.org/draft-07/schema#",
  "required": [
    "slugs"
  ],
  "properties": {
    "slugs": {
      "type": "array",
      "items": {
        "type": "string",
        "maxLength": 120,
        "minLength": 1
      },
      "maxItems": 5,
      "minItems": 2,
      "description": "Two to five listing slugs"
    }
  }
}
compare_tools annotations
{
  "readOnlyHint": true,
  "openWorldHint": false
}

Prompts

Not advertised

No prompt definitions available.

Resources

Not advertised

No resource definitions available.

30-day availability

Aggregated from read-only remote checks; this is not a tool-execution or security guarantee.

Successful checks
1 of 1 (100%)
Average latency
486 ms
95th percentile latency
486 ms

Maintenance history

Public check and source-refresh events. Editorial and ownership records remain private.

  • · probe · passed · 486 ms · metadata changed · 4 tool(s)

Connect from your client

Each snippet registers the same endpoint; pick the client you use.

This server is operated by the named third party. Listing and endpoint checks are not an endorsement or a security audit. Review the operator's permissions, terms, and data handling before connecting. How listings are checked and corrected.

Claude Code

Run this once in a terminal. It registers the remote server. Use --scope project to write .mcp.json for the repo.
Claude Code configuration
claude mcp add --transport http findaiforwork-mcp https://findaiforwork.com/mcp

Codex

Run this once. Codex stores MCP servers in ~/.codex/config.toml (or .codex/config.toml in a trusted project).
Codex configuration
codex mcp add findaiforwork-mcp --url https://findaiforwork.com/mcp

Cursor

Merge this server into .cursor/mcp.json in your project, then enable findaiforwork-mcp in your MCP settings.
Cursor configuration
{
  "mcpServers": {
    "findaiforwork-mcp": {
      "url": "https://findaiforwork.com/mcp"
    }
  }
}

Cline

Merge this into cline_mcp_settings.json (Cline → MCP Servers → Configure).
Cline configuration
{
  "mcpServers": {
    "findaiforwork-mcp": {
      "type": "streamableHttp",
      "url": "https://findaiforwork.com/mcp",
      "disabled": false
    }
  }
}

VS Code

Merge this server into .vscode/mcp.json. Use MCP: List Servers to start findaiforwork-mcp and inspect its tools.
VS Code configuration
{
  "servers": {
    "findaiforwork-mcp": {
      "type": "http",
      "url": "https://findaiforwork.com/mcp"
    }
  }
}

Gemini CLI

Run this once. It writes .gemini/settings.json in the current project; pass --scope user for ~/.gemini/settings.json.
Gemini CLI configuration
gemini mcp add --transport http findaiforwork-mcp https://findaiforwork.com/mcp

Claude Desktop

Merge this into claude_desktop_config.json (macOS: ~/Library/Application Support/Claude/, Windows: %APPDATA%\Claude\), then restart Claude Desktop.
Claude Desktop configuration
{
  "mcpServers": {
    "findaiforwork-mcp": {
      "url": "https://findaiforwork.com/mcp"
    }
  }
}

Windsurf

Merge this into ~/.codeium/windsurf/mcp_config.json, then refresh MCP in Cascade. Windsurf remote servers use serverUrl, not url.
Windsurf configuration
{
  "mcpServers": {
    "findaiforwork-mcp": {
      "serverUrl": "https://findaiforwork.com/mcp"
    }
  }
}

Let your agent find its tools

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