OpenAPI support. MCP isn't the only schema-rich protocol. mcp2cli handles OpenAPI specs (JSON or YAML, local or remote) with the same CLI interface, the same caching, and the same on-demand discovery. One tool for both worlds.
That said, Devise is a bit of a beast. The more I look into the auth generators, the more I like the simple understandable philosophy and as I read more about the comparisons, if I was starting all over again I’d probably lean more towards the native Rails option just because honestly it feels like it’d be more fun to hack on. But with things like Auth, there’s a lot to be said for sticking to the beaten path!
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difficult to violate for any existing organization,
Agent Hallucination of tool inputs - You can give an agent a query_my_api tool, and the LLM might decide to pass a parameter that doesn’t exist, or format the JSON incorrectly. The wrapper process has to be built to catch those errors and tell the LLM, “You messed up the format of the input object, try again.” Apart from failing fast and giving good feedback, it also means that smaller, cheaper models have a better chance to get something right without taxing the compute of the system they’re interacting with.
对很多企业来说，这样的工作通常需要一整个团队完成，而BettaFish尝试用AI将这一过程自动化。