github-repo-shape — AI Agent Customers MCP Tool
github-repo-shape
(github repo shape) is one of 31 tools on the
AI Agent Customers
MCP server. Connect the server and your client discovers it on the handshake.
by client
How to call github-repo-shape from your client
- Claude Code AI Agent Customers github-repo-shape run in your project directory
- Claude Desktop AI Agent Customers github-repo-shape ~/Library/Application Support/Claude/claude_desktop_config.json
- Cursor AI Agent Customers github-repo-shape ~/.cursor/mcp.json
- VS Code AI Agent Customers github-repo-shape .vscode/mcp.json
- Zed AI Agent Customers github-repo-shape ~/.config/zed/settings.json
- Windsurf AI Agent Customers github-repo-shape ~/.codeium/windsurf/mcp_config.json
- Cline AI Agent Customers github-repo-shape ~/Library/Application Support/Code/User/globalStorage/saoudrizwan.claude-dev/settings/cline_mcp_settings.json
- Gemini CLI AI Agent Customers github-repo-shape ~/.gemini/settings.json
- Grok AI Agent Customers github-repo-shape .mcp.json (in your project root)
- ChatGPT AI Agent Customers github-repo-shape Settings → Connectors → Advanced → Developer mode
- Claude.ai AI Agent Customers github-repo-shape Settings → Connectors → Add custom connector
- LangChain AI Agent Customers github-repo-shape pip install langchain-mcp-adapters
Fastest route
claude mcp add --transport http ai-agent-customers https://agent-observatory-sensor.nolimit-observatory.workers.dev/s/ai-agent-customers/mcpOther tools on this server
- ai-agent-customers
- utc-time
- timezone
- validate-json
- normalize-url
- inspect-robots
- domain-shape
- citation
- compatibility
- status-catalog
- iana-zones
- web-fetch
- fetch-status
- weather-hint
- memory-key-count
- file-path-ok
- browser-url-ok
- think-steps
- search-query-len
- hn-front-count
- lib-docs-hint
- playwright-url-ok
- figma-url-shape
- jira-key-shape
- geo-hint
- calc-eval
- wiki-title-ok
- agent-tool-index
- people-search-index
- agent-ads-index
This list was read from the server itself, by connecting to it and calling tools/list on 24 September 2026. It is what
the server actually exposes, not what its listing claims.
Mutating and Read-only are read off each tool's name, not its schema — a hint, not a guarantee. The registry stores tool names only; connect the server for its live schemas.