oraios/serena A
A fully-featured coding agent that relies on symbolic code operations by using language servers.
Adversarial test generation for AI coding sessions. Detects language and framework; writes tests; runs them; classifies failures via R12 (real_bug / environment / test_bug). Ships 8 adversarial scenario categories. Works in Cline directly and in 8+ editors via Cline host coverage. 162 plugin tests. MIT.
Example client config (verify package name in the repo README)
{
"mcpServers": {
"tailtest-cline": {
"command": "uvx",
"args": ["tailtest-cline"]
}
}
}Transparent heuristic — same formula for every entry. Total 46/100.
A fully-featured coding agent that relies on symbolic code operations by using language servers.
A swiss-army-knife that can manage/execute programs and read/write/search/edit code and text files.
An MCP server that indexes local code into a graph database to provide context to AI assistants with a graphical code visualizations for humans.
Deterministic multi-agent orchestrator for 37 CLI coding agents (Claude Code, Codex, Cursor, Aider, Gemini CLI, GitHub Copilot CLI, OpenHands, OpenCode, Goose, Qwen, Ollama, and more). MCP server mode (stdio + HTTP/SSE) exposes the orchestrator to any MCP client. Git worktree isolation per agent, HMAC-chained audit trail, cost-aware model routing via contextual bandit. Apache 2.0.
A MCP Server that enhance your IDE with AI-powered assistance for Intlayer i18n / CMS tool: smart CLI access, access to the docs.
Desktop GUI automation using accessibility APIs. Control Windows, macOS, and Linux applications without vision models or screenshots. Supports workflow recording, structured data extraction, and browser DOM inspection.