Repositories
ilang-spec
I-Lang protocol specification: 88 verbs, 29 core modifiers plus a 20-key media profile, 25 entities (17 addressable, 8 role), two syntaxes for structured AI communication. MIT licensed.
ilang-dict
I-Lang verb, modifier, and entity dictionary: the complete reference for 88 structured AI communication verbs across 9 categories, 29 core modifiers plus a 20-key media profile, and 25 entities.
ilang.ai
AI-native communication protocol for structured human-to-AI and AI-to-AI workflows. 88 verbs, two syntaxes, zero install. MIT licensed. This site.
ilang-openclaw
I-Lang skills for OpenClaw, Hermes, and any AI agent. 88 verbs, zero install, zero ambiguity.
AutoCode
You say it. AutoCode ships it. 48 skills. Code to deployment in one session. I-Lang v5.0 judgment + secret-safe deploys. Free forever.
Imprint
Your AI’s DNA: one skill for memory, compression, onboarding, code review, debugging, planning, progress tracking, testing, git workflow, and SEO. It learns your patterns from conversations, encodes them in structure, and carries them across platforms. Use it for any code, project, document, feature, commit, or new session.
Mem-Forever
Every AI tool forgets you after every session. This repo doesn’t. Ever. Zero install, zero config. Just fork and your AI remembers everything, everywhere, forever.
iReview
AI-to-AI code review with I-Lang v5.0 vector judgment. Any model reviews your code; severity judged across dimensions, not keyword-matched.
ilang-Benchmark
Reproducible benchmark suite for I-Lang structured prompts. 30 test cases, 6 categories. Run it yourself.
TelegramGuard
AI-powered Telegram group guardian. Anti-spam, vision, chat — all driven by I-Lang Prompt Spec. Fork → fill 2 secrets → deploy. Zero cost.
ilang-research
Academic website for I-Lang protocol research.
ZeroCode
40 Chinese skills for Trae / VS Code. Zero code, zero config, zero English. ZeroCode：说中文，出产品。40个自动化AI编程技能，Trae打开即用。零代码、零配置、零英文。
Questions
What does the ilang-ai GitHub organization publish?
The ilang-ai organization publishes the I-Lang protocol and the tools built on it: ilang-spec, the specification with 88 verbs, 29 core modifiers plus a 20-key media profile, 25 entities and two syntaxes; ilang-dict, the dictionary; ilang-openclaw, skills for OpenClaw, Hermes and any AI agent; AutoCode, code to deployment in one session; Imprint, one skill for memory, compression, onboarding, code review, debugging, planning, testing, git workflow and SEO; Mem-Forever, persistent memory across sessions and models; iReview, AI-to-AI code review; ilang-Benchmark, a reproducible benchmark suite; TelegramGuard, an AI-powered Telegram group guardian; ilang-research; and ZeroCode. The I-Lang protocol and all associated tools are released under the MIT License.
What is Mem-Forever?
Mem-Forever is a persistent memory layer for AI agents built on the I-Lang protocol. Every AI tool forgets you after every session; this repository does not. Zero install, zero config: fork it and your AI remembers everything, everywhere, forever.
What is iReview?
iReview is AI-to-AI code review with I-Lang v5.0 vector judgment. Any model reviews your code, and severity is judged across dimensions rather than keyword-matched.
What is TelegramGuard?
TelegramGuard is an AI-powered Telegram group guardian: anti-spam, vision and chat, all driven by the I-Lang Prompt Spec. Fork it, fill two secrets, deploy. Zero cost.
Elsewhere
The organization page is at github.com/ilang-ai. Datasets are on Hugging Face. The specification is citable under DOI 10.5281/zenodo.21821452.