Github hot list 2026. 05. 25
Daily selection, screening for positions, in-depth interpretation。
Key signal for the day
Understand-anything two days in a row, 3,999 days - knowledge mapping tracks have moved from "conceptual validation" to "factual standards". The same project is growing by nearly 4,000 for two days, indicating that demand is real and sustained
Codegraph 3,003 days steady second - pre-index code knowledge map + measured data (average 35% cost, 57% tokens, 46% time) to "a map to agent" no longer a slogan but a quantifiable roi
Skylls full ecological specialization - safety skills (754 maps 5 frames), taste skills (elimination of ai), ceo skills (23 tool chains of garry tan), ai agent is evolving from "workable" to "good work."
Anti-ai odor movement - stop-slop on 353 days, rather than a writing tool, a collective protest against the homogenization of ai content
Anthropic official double strike - knowledge-work
-plugins + claude-cookbooks on the same day, the official began the systematic occupation of skills and the curriculum
Top 5 focus 1. Lum 1104/understand-anything - to teach people, not just showoff
29,097 total +3,999 daysCript 1 today
Dimensions
Evaluation
What is it
Claude code plugin: multiple agent line scan code to build an interactive dashboard of knowledge mapping to support exploration/search/question/impact analysis
Why the fire
"new teams take over 200,000 lines of code, where to start?" -- every day. Add karpathy-pattern wiki support and field view
For who
Take over the developer of the strange code library, tech lead, who needs structured documentation, pm who wants to understand the whole system
Maturity
High-officer + online demo + discord + 8 language documentation + full platform agent compatibility
Cost of service
Extremely low -/plugin install understand-anything
Alternatives
Codegraph (pre-index, token), soucegraph (code search, non-spectrum)
Colbymchenry/codegraph — a map to agent, saving 71% of the callable tools
24,003 total +3,003 daysCript 2 today
Dimensions
Evaluation
What is it
Preindex code knowledge map mcp server: symbolic relationships, call charts, code structures, 100% local running
Why the fire
Hard-data talking - 7 real-code library measurements: average savings 35% cost, 57% tokens, 46% time, 71% tool call
For who
All developers using claude code/codex/cursor, especially large codes library
Maturity
High - cross 7 language validation, one key install/ unmount
Cost of service
Very low - npx @colbymchenry/codegraph
Alternatives
Underwood-anything (more visualization), ast grep (grammatical level, non-spectrum)
Rohitg00/ai-engineering-fram-scratch - 435 lessons from linear algebra to autonomous swarm
17,718 total +1,853 days python/ts/rust/julia 3 today
Dimensions
Evaluation
What is it
Ai engineering hole course: 20 stages x 435 section x 320 hours covering mathematics in-depth study →transformer→agent→ multi-intelligence production
Why the fire
"84% of students use the ai tool, only 18% feel ready" -- data and curriculum are equally solid
For who
Engineers who want to complete a system course, developers who transfer ai, lecturers who need syllabuses
Maturity
Medium height - 20 phase road map complete, 4 language achieved, mit open source
Cost of service
Medium - has to follow progress, with extrapolation + code + test per class
Alternatives
Fast. Ai, d2l. Ai
4. Mukul975/ anthropic-cybersecurity-skills — 754 security skills maps 5
8,808 total +930/day |python |4 today
Dimensions
Evaluation
What is it
Ai agent cyber security skills bank: 754 x 26 domains, each map mitre att&ck/ nist csf/ atlas / d3fend/ ai rmf
Why the fire
"network security talent gap 4. 8 million."
For who
Security teams, ai security researchers, businesses that need compliance coverage
Maturity
Medium - academic project with playground validation
Cost of service
Low -npx skills add
Alternatives
Mitre att& ck knowledge bank (non-agent native), sigma (detection only)
Hardikpandya/stop-slop - teach ai to speak like humans, not like ai
4,140 total +353 + markdown + 5 today
Dimensions
Evaluation
What is it
Claude code skill: identify and remove ai writing traces - disable phrases, structural routing, rhythm mode, 1-10 rating system
Why the fire
Everyone's had enough of "let's explore in depth..." this is an accurate response to ai content homogenization
For who
All who write with ai - especially bloggers, technical document writers, content teams
Maturity
Medium - skill system is complete but relies on manual judgement
Cost of service
Very low - add skill folder
Alternatives
Manual edit (inefficient), custom system pRumpt (not systematic)
It's interesting
Anthropic official knowledge workers plugin library designed for claude work. Officially, skills, signal clear。
Ffaan-m/ecc - agent performance optimization system: skills, instincts, memory, security. Put agent as an athlete training, the concept of instinct is interesting。
Multica-ai/andrej-karpathy-skills - distilled from the llm programming observation in karpathy. Md. Very simple but precise。
Garrytan/gstack - claude code configuration: 23 role tools. Not general skill, but a complete "ai enterprise team" formation。
Leonxlnx/taste-skill -- "good taste for ai" -- and stop-slop are on the same page, and the anti-ai taste has become popular。
Trends today
Knowledgestand-anything + dual engine
skills ecology ████████████████ safety / taste / ceo/ anti-ai
ae ████████████ system course from zero to agent
safety agent ████████ 754 skills x 5 framework structured security knowledge
anti-ai ████stop-slop + step-skillOne sentence: today's github is not building a new wheel, but putting "maps, teaching materials and tastes" on ai. 90 ()
