fspec
fspec.devfspec is a specification-driven development tool designed to enforce the ACDD (Analysis, Creation, Development, Delivery) workflow for AI coding agents. It integrates with popular AI assistants like Claude Code and GitHub Copilot to manage project specifications through a Kanban-based system, ensuring that specs are defined before code implementation. The platform supports both new projects and existing codebases via reverse ACDD analysis to improve traceability and software quality.
LLM mention score The LLM mention score is the total number of mentions of this brand in different LLM chatbots, normalized to the scale from 0 to 100. You can get actual, non-normalized numbers via the LLM Mention API from DataForSEO.
Normalized 0–100 · last 8 weeks
DataForSEO API
Get LLM mention data of any company via DataForSEO API
Get access to the structured data on keyword, brand, and website mentions in LLMs, including metrics like AI search volume, impressions, and mentions count.
How to get LLM mention data →// Fetch fspec mentions POST v3/ai_optimization/llm_mentions/search/live [ { "target": [ { "keyword": "fspec", "search_scope": ["any"] } ], "platform": "chat_gpt", "order_by" : ["ai_search_volume,desc"] } ]