ai.proxyllm/proxyllm-mcp

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stdin:
{"id":1,"jsonrpc":"2.0","method":"initialize","params":{"capabilities":{},"clientInfo":{"name":"toolwitness","version":"s772-v0"},"protocolVersion":"2025-11-25"}}
{"jsonrpc":"2.0","method":"notifications/initialized"}
{"id":2,"jsonrpc":"2.0","method":"tools/list","params":{}}

stdout:
{"result":{"protocolVersion":"2025-11-25","capabilities":{"tools":{"listChanged":true}},"serverInfo":{"name":"proxyllm","version":"1.0.0"}},"jsonrpc":"2.0","id":1}
{"result":{"tools":[{"name":"proxyllm_savings_calculator","title":"LLM spend: API vs subscription math","description":"Given a monthly OpenAI API bill in USD, returns the ChatGPT/Codex subscription tier that absorbs that workload through ProxyLLM Codex Hosted, the flat total (subscription + $129 fee), and the monthly savings. Free, no auth.","inputSchema":{"type":"object","properties":{"monthly_openai_bill_usd":{"type":"number","minimum":0}},"required":["monthly_openai_bill_usd"],"additionalProperties":false,"$schema":"http://json-schema.org/draft-07/schema#"},"execution":{"taskSupport":"forbidden"}},{"name":"proxyllm_list_models","title":"List models","description":"OpenAI-shaped model list from the gateway. No auth required; with a routing key it reflects that key's lanes, including the live Codex catalog.","inputSchema":{"type":"object","properties":{"routing_key":{"type":"string"}},"additionalProperties":false,"$schema":"http://json-schema.org/draft-07/schema#"},"execution":{"taskSupport":"forbidden"}},{"name":"proxyllm_introspect_key","title":"Introspect a routing key","description":"GET /v1/key: the key's provider lanes, reachable models, whether a Codex subscription backs it, and monthly budget state. Authed by the routing key itself.","inputSchema":{"type":"object","properties":{"routing_key":{"type":"string"}},"additionalProperties":false,"$schema":"http://json-schema.org/draft-07/schema#"},"execution":{"taskSupport":"forbidden"}},{"name":"proxyllm_signup","title":"Create a ProxyLLM account (email OTP)","desc

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{"calls": [], "exit_before_cleanup": null, "initialize": {"capabilities": {"tools": {"listChanged": true}}, "protocolVersion": "2025-11-25", "serverInfo": {"name": "proxyllm", "version": "1.0.0"}}, "list_change_notifications": 0, "monotonic_seconds": 0.35673869399761315, "outcome": "listed tools offline", "started_utc": "2026-10-16T09:05:32.439424Z", "status": "completed", "tools": [{"description": "Given a monthly OpenAI API bill in USD, returns the ChatGPT/Codex subscription tier that absorbs that workload through ProxyLLM Codex Hosted, the flat total (subscription + $129 fee), and the monthly savings. Free, no auth.", "execution": {"taskSupport": "forbidden"}, "inputSchema": {"$schema": "http://json-schema.org/draft-07/schema#", "additionalProperties": false, "properties": {"monthly_openai_bill_usd": {"minimum": 0, "type": "number"}}, "required": ["monthly_openai_bill_usd"], "type": "object"}, "name": "proxyllm_savings_calculator", "title": "LLM spend: API vs subscription math"}, {"description": "OpenAI-shaped model list from the gateway. No auth required; with a routing key it reflects that key's lanes, including the live Codex catalog.", "execution": {"taskSupport": "forbidden"}, "inputSchema": {"$schema": "http://json-schema.org/draft-07/schema#", "additionalProperties": false, "properties": {"routing_key": {"type": "string"}}, "type": "object"}, "name": "proxyllm_list_models", "title": "List models"}, {"description": "GET /v1/key: the key's provider lanes, reachable models, whether a Codex subscription backs it, and monthly budget state. Authed by the routing key itself.", "execution": {"taskSupport": "forbidden"}, "inputSchema": {"$schema": "http://json-schema.org/draft-07/schema#", "additionalProperties": false, "properties": {"routing_key": {"type": "string"}}, "type": "object"}, "name": "proxyllm_introspect_key", "title": "Introspect a routing key"}, {"description": "Starts autonomous account creation: a 6-digit code is emailed to the operator's inbox (no

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