Raptr Agent Builder MCP server
Commit Oct 16, 2026Converts ideas or meeting transcripts into single-file agents by providing templates, validating code, and searching the open agent registry.
Also known as airaptr/airaptr.github.io, airaptr-github-io
- Stars
- 0
- Tools
- 7
- Downloads, 30 days
- —
- Latest version
- 1.0.0
- Last commit
- Oct 16, 2026
- License
- —
What is Raptr Agent Builder MCP?
Raptr Agent Builder converts ideas or meeting transcripts into single-file agents by providing templates, validating code, and searching the open agent registry. It exposes 7 tools, such as get_agent_template, check_agent, find_agents.
Summary generated from the project's README
About Raptr Agent Builder MCP server
Turning meeting transcripts or rough ideas into functional single-file agents is the primary function of this server. It works by providing the necessary structure and validation for AI-generated code, ensuring that agents follow specific rules before they are deployed. Developers can use this remote MCP endpoint to access official templates, verify finished agent files, and search the open agent registry for existing tools.
Users interact with the server through tools like get_agent_template and check_agent to maintain code quality. The server also includes capabilities to find agents within the registry, retrieve specific source code via get_agent_code, and provide instructions for running agents on Mac, Windows, or Linux systems. For those managing app submissions, the rejection_rescue_preview tool offers a free way to understand guideline sections cited in Apple App Review rejections.
What you can do with it
- 1Generate structured agent filesAsk the AI to create a single-file agent based on a meeting transcript using the official template.
- 2Validate agent code qualityVerify that a newly written agent file adheres to all required rules and standards.
- 3Discover existing agentsSearch the public registry to find and inspect the source code of existing agents.
- 4Analyze app store rejectionsGet an explanation of why an Apple App Review rejection occurred using the preview tool.
Written from the project's README. Every use case is checked against a quote from it.
How to install Raptr Agent Builder MCP
Formats verified 10 Nov 2026Add to CursorAdd to GooseInstall Raptr Agent Builder MCP in Claude Code
$ claude mcp add --transport http airaptr-github-io https://api.airaptr.com/world/mcpInstall Raptr Agent Builder MCP in Cursor
~/.cursor/mcp.json
{
"mcpServers": {
"airaptr-github-io": {
"url": "https://api.airaptr.com/world/mcp"
}
}
}Install Raptr Agent Builder MCP in VS Code
.vscode/mcp.json
{
"servers": {
"airaptr-github-io": {
"type": "http",
"url": "https://api.airaptr.com/world/mcp"
}
}
}Install Raptr Agent Builder MCP in VS Code CLI
$ code --add-mcp '{"name":"airaptr-github-io","type":"http","url":"https://api.airaptr.com/world/mcp"}'Install Raptr Agent Builder MCP in Codex
$ codex mcp add airaptr-github-io --url https://api.airaptr.com/world/mcpInstall Raptr Agent Builder MCP in Codex config.toml
~/.codex/config.toml
[mcp_servers.airaptr-github-io] url = "https://api.airaptr.com/world/mcp"
Install Raptr Agent Builder MCP in Gemini CLI
$ gemini mcp add -s user --transport http airaptr-github-io https://api.airaptr.com/world/mcpInstall Raptr Agent Builder MCP in Gemini settings.json
~/.gemini/settings.json
{
"mcpServers": {
"airaptr-github-io": {
"url": "https://api.airaptr.com/world/mcp",
"type": "http"
}
}
}Raptr Agent Builder MCP tools 7
Detected from the READMEget_agent_templatecheck_agentfind_agentsget_agent_codeuse_agent_herehow_to_run_agentrejection_rescue_preview
| get_agent_template | — | |
| check_agent | — | |
| find_agents | — | |
| get_agent_code | — | |
| use_agent_here | — | |
| how_to_run_agent | — | |
| rejection_rescue_preview | — |
Automated checks
Ran Nov 15, 2026Full report →Not verified yet. A server needs a score of 80, no serious finding, and enough data for us to check. How checks work · What to fix for more points
- Source repository linked and reachableairaptr/airaptr.github.io is public and reachablegithub.com/airaptr/airaptr.github.io ↗Pass
- Package names this repository as its sourceNot checked
- Build provenance (Sigstore attestation)Not checked
- Open source license (OSI)No licenseFinding
- Commit or release in the last yearLast commit or release 2026-10-16github.com/airaptr/airaptr.github.io ↗Pass
- OpenSSF ScorecardNot checked
- Package name not close to a popular packageNot checked
- No critical advisory in the package or its dependenciesNot checked
- No hidden instructions to the model7 tool descriptions and the README read; no override phrases, credential paths or hidden charactersPass
- Destructive tools are labelledNo tool named like delete, drop or execPass
- Remote endpoint answers the MCP handshakeinitialize answered with protocol 2025-06-18 in 1022 msPass
README
View on GitHubRaptr Agent Builder (ChatGPT app)
A ChatGPT app that turns an idea or a meeting transcript into a working single-file agent. ChatGPT's own model writes the agent; this MCP server supplies the template, checks the result, searches the public open agent registry (RAR), and explains how to run the agent in the free Brainstem.
It sits on top of the ecosystem and never changes the Brainstem: it reads the public registry and points at the public installer.
- MCP endpoint:
https://airaptr-api.azurewebsites.net/mcp(streamable HTTP, stateless, JSON responses) - Site, privacy, terms: https://airaptr.github.io/
Tools
| Tool | What it does |
|---|---|
get_agent_template |
The official template and its rules |
check_agent |
Checks a finished agent file against the rules |
find_agents |
Searches the registry |
get_agent_code |
Returns one registry agent's source |
use_agent_here |
Runner so ChatGPT runs the agent in the chat on the user's data |
how_to_run_agent |
Optional: keep it on your computer (Mac, Windows, Linux) |
rejection_rescue_preview |
Free: explains the guideline sections an Apple App Review rejection cites |
Store: GET /store.json is the catalog for agents. Rejection Rescue: free preview at POST /rescue/preview, the full diagnosis and reply draft at POST /x402/rescue (x402, X402_PRICE_RESCUE, default $0.50, testnet by default). Tests: node --test test/*.test.mjs.
Develop
node build_template.mjs ../RAR/template_agent.py # refresh the embedded template
npx wrangler dev # local server on :8787
node test/check_real_agents.mjs ../RAR # checker vs. the template and every registry agent
test/mcp_smoke.sh http://localhost:8787 # drive the MCP endpoint
npx wrangler deploy # Cloudflare host
azure/deploy.sh # or Azure Functions
Listing copy for the ChatGPT app directory is in SUBMISSION.md.
Raptr Agent Builder MCP questions
How do I add Raptr Agent Builder MCP to Claude Code?
Run claude mcp add --transport http airaptr-github-io https://api.airaptr.com/world/mcp in your terminal. Add --scope user to make it available in every project.
How do I add Raptr Agent Builder MCP to Cursor?
Open ~/.cursor/mcp.json and add the server under mcpServers, using the Cursor config shown in the install section above.
What tools does Raptr Agent Builder MCP provide?
It exposes 7 tools, including get_agent_template, check_agent, find_agents, get_agent_code, use_agent_here.
What does the server do with meeting transcripts?
It turns a meeting transcript into a working single-file agent.
Can I run the agent on my own computer?
Yes, the server provides instructions on how to run the agent on Mac, Windows, or Linux.
Does the server provide help with Apple App Review rejections?
Yes, it includes a free tool that explains which guideline sections an Apple App Review rejection cites.