https://www.all-ai.de/news/news26top/openai-gpt-cyber-neu
project-graph-mcp: навигация по проекту для ИИ-агента
Мы написали project-graph-mcp - MCP-сервер для структурного анализа кода. Агент работает зная полную архитектуру проекта, не тратя на это лишние токены. Сервер строит граф зависимостей и отдает минифицированный JSON.
https://habr.com/ru/articles/1016402/
#mcp #aiagents #ast #codeanalysis #projectgraphmcp #gemini #cursor #claudecode
I've just released version 1.0.0 of the SpotBugs Extension for bld
#bld #buildsystem #buildtool #codeanalysis #github #java #spotbugs
I've just released version 1.5.0 of the PMD Extension for bld
#bld #buildsystem #buildtool #codeanalysis #github #java #pmd
Finally have been trying out https://github.com/boyter/scc for counting (unique) lines of code, comments, DRYness and complexity and getting a better and more aggregated overview of the scale of my https://thi.ng/umbrella monorepo. SCC is really much better and faster than what I've been using previously (cloc) and also provides more meaningful results, including COCOMO project stats.
So selected current data points for this mega repo (incl. 214 projects and 185 example projects):
Estimated Cost to Develop (organic) $10,032,312
Estimated Schedule Effort (organic) 33.03 months
Estimated People Required (organic) 26.98
(This is equivalent of 74 years for one person and an assumed salary of $56k/year... Considering the repo in this form is only 8+ years old, that literally makes me a 9.25x developer 🙃)
#TypeScript
Files: 5,439
Lines of code: 323,816 (unique 161,337)
Comment lines: 85,303
#Zig
Files: 46
Lines of code: 4,828
Comment lines: 2,332
Markdown (aka #Documentation)
Files: 423
Lines: 66,370 (unique 31,330)

Sloc, Cloc and Code: scc is a very fast accurate code counter with complexity calculations and COCOMO estimates written in pure Go - boyter/scc
I've just released version 1.4.3 of the PMD Extension for bld
#bld #buildsystem #buildtool #codeanalysis #github #java #pmd
🕐 2026-02-24 00:00 UTC
📰 コードを理解する超軽量MCPを作った — トークン70%削減、1分でセットアップ (👍 155)
🇬🇧 Built cocoindex-code: AST-based lightweight MCP that cuts token usage by 70% and setup takes just 1 min for AI code workflows
🇰🇷 cocoindex-code 개발: AST 기반 경량 MCP로 토큰 70% 절감, 1분 설정으로 AI 코드 워크플로우 최적화
🕐 2026-02-23 18:00 UTC
📰 コードを理解する超軽量MCPを作った — トークン70%削減、1分でセットアップ (👍 143)
🇬🇧 Built cocoindex-code: AST-based MCP reducing AI tokens by 70% for large codebases. 1-min setup, works with Claude/Cursor.
🇰🇷 대규모 코드베이스용 AST 기반 MCP 'cocoindex-code' 개발. AI 토큰 70% 절감, 1분 설치, Claude/Cursor 호환.