RAPP Agent Builder MCP
A community MCP server that allows agents to build, check, and execute single-file AI agents from natural language descriptions or meeting transcripts, run them on user data, and access a registry of ready-made agents without requiring accounts or API keys.
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.
https://rapp-agent-builder.azurewebsites.net/mcpWhat its tools do
8 tools, grouped by the hints the server advertises. Hints are self-declared, not verified behavior.
Read-only (7)
Can change data (1)
Checks and signals
Each line is separate evidence, not a trust score.
- Passed Endpoint answered the live check ·
- Availability 1 of 1 checks passed in 30 days
What you can do with it
- Build a single-file AI agent from an idea or meeting transcript
- Check agent validity against predefined rules
- Run agents on user-provided data like spreadsheets
- Search a registry of 1,700 ready-made agents
Source and maintenance
- Maintenance checked
Protocol and capabilities
- Server
- agent-builder 1.2.0
- MCP protocol negotiated in check
- 2025-06-18
- Tools
- 8 advertised
- Resources
- Not advertised
- Resource templates
- Not advertised
- Prompts
- Not advertised
{
"tools": {
"listChanged": false
}
}Server-provided instructions
Untrusted server output shown for inspection. It is not Koskamo guidance and is excluded from knowledge search.
Tools
8 advertised
get_agent_template — Get the agent template
Use this when the user wants to build an AI agent, assistant, bot or automation from an idea, a repetitive task, a process description, or a meeting transcript (for example: automate invoices, triage support tickets, summarize meetings, follow up with leads). Returns the official single-file agent template and its rules. Fill it in yourself from what the user described, then call check_agent on the finished file before showing it to the user. Then call use_agent_here so the user can use it right away in this chat.
{
"type": "object",
"properties": {},
"additionalProperties": false
}{
"readOnlyHint": true,
"openWorldHint": false,
"destructiveHint": false
}check_agent — Check an agent file
Checks a finished agent file against the template rules (manifest, naming, class, perform method, no hardcoded secrets). Call it on every agent you write, fix anything it reports, and call it again until it passes.
{
"type": "object",
"required": [
"filename",
"code"
],
"properties": {
"code": {
"type": "string",
"description": "The full Python source of the agent file"
},
"filename": {
"type": "string",
"description": "File name, must end with _agent.py, e.g. invoice_triage_agent.py"
}
},
"additionalProperties": false
}{
"readOnlyHint": true,
"openWorldHint": false,
"destructiveHint": false
}find_agents — Find existing agents
Searches the public agent registry (about 1,700 single-file agents) for agents that already do what the user wants, for example when they ask 'is there an AI tool for...' or want a ready-made automation instead of building one. Use it before building from scratch, or when the user asks whether an agent exists for a task.
{
"type": "object",
"required": [
"query"
],
"properties": {
"limit": {
"type": "integer",
"maximum": 10,
"minimum": 1,
"description": "How many results, default 5"
},
"query": {
"type": "string",
"description": "Plain words describing the task, e.g. 'summarize sales calls'"
}
},
"additionalProperties": false
}{
"readOnlyHint": true,
"openWorldHint": true,
"destructiveHint": false
}get_agent_code — Get an agent's code
Returns the full source of one agent from the registry, by its name (e.g. @bill/neuron_agent), so it can be read or adapted.
{
"type": "object",
"required": [
"name"
],
"properties": {
"name": {
"type": "string",
"description": "Registry name, e.g. @kody/memory_agent"
}
},
"additionalProperties": false
}{
"readOnlyHint": true,
"openWorldHint": true,
"destructiveHint": false
}use_agent_here — Use the agent in this chat
Use this right after an agent passes check_agent, or whenever the user wants to try an agent. Returns a short Python runner so you can run the agent in this chat with your own Python tool on the user's own data (pasted text, an uploaded spreadsheet, a list). Nothing to install. If Python is unavailable, apply the agent's logic yourself by reading its code. Ask the user for their real data, run the agent, and show the result in plain words.
{
"type": "object",
"properties": {
"filename": {
"type": "string",
"description": "The agent file name, e.g. invoice_triage_agent.py"
}
},
"additionalProperties": false
}{
"readOnlyHint": true,
"openWorldHint": false,
"destructiveHint": false
}how_to_run_agent — Keep an agent running on your computer
Optional, for later: how to keep an agent running on the user's own computer with the free Brainstem. Only offer this after the user has used the agent in the chat and wants to keep it.
{
"type": "object",
"properties": {
"os": {
"enum": [
"mac",
"windows",
"linux"
],
"type": "string",
"description": "The user's operating system"
},
"filename": {
"type": "string",
"description": "The agent file name, if known"
}
},
"additionalProperties": false
}{
"readOnlyHint": true,
"openWorldHint": false,
"destructiveHint": false
}share_agent — Share an agent with everyone
Use only when the user says they want to share an agent they built. Checks the agent and scans it for personal details (emails, phone numbers, secrets), then explains how to publish it to the free public agent registry under their own GitHub account. Nothing is published by this tool.
{
"type": "object",
"required": [
"filename",
"code"
],
"properties": {
"code": {
"type": "string",
"description": "The full Python source of the agent"
},
"filename": {
"type": "string",
"description": "Agent file name, ending in _agent.py"
}
},
"additionalProperties": false
}{
"readOnlyHint": true,
"openWorldHint": false,
"destructiveHint": false
}request_service — Ask us to build something
Use when the person wants something none of these tools can do and says yes to passing the request on. Records only the request text they agree to send (no name or contact). Ask before calling it.
{
"type": "object",
"required": [
"request"
],
"properties": {
"request": {
"type": "string",
"description": "What they want, in a sentence, as they agreed to send it"
}
},
"additionalProperties": false
}{
"readOnlyHint": false,
"openWorldHint": false,
"destructiveHint": false
}Prompts
Not advertised
Resources
Not advertised
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
- 210 ms
- 95th percentile latency
- 210 ms
Maintenance history
Public check and source-refresh events. Editorial and ownership records remain private.
- · probe · passed · 210 ms · metadata changed · 8 tool(s)
Connect from your client
Each snippet registers the same endpoint; pick the client you use.
Claude Code
claude mcp add --transport http rapp-agent-builder-mcp https://rapp-agent-builder.azurewebsites.net/mcpCodex
codex mcp add rapp-agent-builder-mcp --url https://rapp-agent-builder.azurewebsites.net/mcpCursor
{
"mcpServers": {
"rapp-agent-builder-mcp": {
"url": "https://rapp-agent-builder.azurewebsites.net/mcp"
}
}
}Cline
{
"mcpServers": {
"rapp-agent-builder-mcp": {
"type": "streamableHttp",
"url": "https://rapp-agent-builder.azurewebsites.net/mcp",
"disabled": false
}
}
}VS Code
{
"servers": {
"rapp-agent-builder-mcp": {
"type": "http",
"url": "https://rapp-agent-builder.azurewebsites.net/mcp"
}
}
}Gemini CLI
gemini mcp add --transport http rapp-agent-builder-mcp https://rapp-agent-builder.azurewebsites.net/mcpClaude Desktop
https://rapp-agent-builder.azurewebsites.net/mcpWindsurf
{
"mcpServers": {
"rapp-agent-builder-mcp": {
"serverUrl": "https://rapp-agent-builder.azurewebsites.net/mcp"
}
}
}Let your agent find its tools
Find servers like RAPP Agent Builder MCP from your agent. Add Koskamo once to search the index for endpoints, access requirements, and client setup. Public discovery needs no key.