免費 / 開源由 DeepSeek-V4 與 R1 驅動的高效開源權重與託管推理 AI,token 成本極低。
Aide Dev 每月有 5,079 次造訪,月增率 -1.9%,定價模式為付費。Imandra 每月有 1,466 次造訪,成長率 -25.7%,定價模式為免費增值。

Imandra is a neurosymbolic reasoning platform that turns source code and system logic into precise mathematical models, so AI agents and engineers can prove properties, find edge-case bugs, and verify behavior before it ships. Its flagship CodeLogician tool plugs into AI coding assistants such as Codex, Cursor, and Gemini, while ImandraX powers automated reasoning for financial markets, autonomous systems, and regulated industries.
| 面向/指標 | ![]() | |
|---|---|---|
| 官方網域 | aide.dev | imandra.ai |
| 定價模式 | 付費 | 免費增值 |
| 每月造訪次數 | 5079 (5,079) | 1466 (1,466) |
| 月流量變化量 | -98 (-1.9%) | -508 (-25.7%) |
| 主要市場與市佔 | 🇺🇸 美國 (79.7%) | 🇮🇳 印度 (100%) |
| 每月直接造訪 | 2017 | 567 |
| 使用者評分 | 4.5 | 4.4 |
| 支援平台 | 網站 | 網站 |
為軟體工程打造的 AI 代理,在推論階段擴展算力
代理在測試階段投入額外算力進行推理、探索與驗證,而非僅靠一次前向推論就給出修正。
面向真實程式庫的任務:定位相關程式碼、理解意圖,並產出能解決問題的變更。
團隊公布實測數據,包括在 SWE-bench Verified 上報告的 62.2% 解決率。
持續發布工程筆記,涵蓋代理架構、評測方法與建構編碼系統的經驗教訓。

Imandra is a neurosymbolic reasoning platform that turns source code and system logic into precise mathematical models, so AI agents and engineers can prove properties, find edge-case bugs, and verify behavior before it ships. Its flagship CodeLogician tool plugs into AI coding assistants such as Codex, Cursor, and Gemini, while ImandraX powers automated reasoning for financial markets, autonomous systems, and regulated industries.
Imandra's reasoning engine builds formal models of programs and autonomous systems, then exhaustively analyzes behavior to surface edge cases that testing and statistical models miss.
CodeLogician translates a codebase into mathematical logic and assembles a MetaModel spanning every file and dependency, giving AI assistants a complete structural context with no learning phase.
Instead of sampling inputs, Imandra decomposes state space into behavioral regions so decisions and boundary conditions are examined exhaustively and reproducibly.
Benchmarks published by Imandra show that augmenting LLMs with formal reasoning through CodeLogician closed a 41-47 percentage point accuracy gap on software-analysis reasoning tasks compared with LLM-only approaches.
免費 / 開源由 DeepSeek-V4 與 R1 驅動的高效開源權重與託管推理 AI,token 成本極低。
會學習你編碼品味的 AI 編程代理
找出並自動修復漏洞的一體化應用安全平台
涵蓋整個軟體開發週期的代理編排平台