Penguin SDK
Prism-Shadow/penguin-harness
A skill your agent uses whenever the user wants to build an agent application — their own program with an embedded agent, such as an AI app, an agentic app or a RAG app.
Agent skill
by iternal-technologies-partners in iternal-technologies-partners/blockify-agentic-data-optimization
Process documents with Blockify API to create optimized IdeaBlocks for RAG.
$ npx skills add iternal-technologies-partners/blockify-agentic-data-optimization --skill blockify-integration -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install iternal-technologies-partners/blockify-agentic-data-optimization blockify-integration --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/iternal-technologies-partners/blockify-agentic-data-optimization.git skills-src && mkdir -p .claude/skills && cp -r skills-src/blockify-skill-for-claude-code/skills/blockify-integration .claude/skills/blockify-integration && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "blockify-integration" agent skill from https://github.com/iternal-technologies-partners/blockify-agentic-data-optimization/tree/main/blockify-skill-for-claude-code/skills/blockify-integration into .claude/skills/blockify-integration/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "blockify-integration", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/iternal-technologies-partners/blockify-agentic-data-optimization/tree/main/blockify-skill-for-claude-code/skills/blockify-integrationType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add iternal-technologies-partners/blockify-agentic-data-optimization --skill blockify-integration -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install iternal-technologies-partners/blockify-agentic-data-optimization blockify-integration --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/iternal-technologies-partners/blockify-agentic-data-optimization.git skills-src && mkdir -p .agents/skills && cp -r skills-src/blockify-skill-for-claude-code/skills/blockify-integration .agents/skills/blockify-integration && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "blockify-integration" agent skill from https://github.com/iternal-technologies-partners/blockify-agentic-data-optimization/tree/main/blockify-skill-for-claude-code/skills/blockify-integration into .agents/skills/blockify-integration/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "blockify-integration", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add iternal-technologies-partners/blockify-agentic-data-optimization --skill blockify-integration -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install iternal-technologies-partners/blockify-agentic-data-optimization blockify-integration --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/iternal-technologies-partners/blockify-agentic-data-optimization.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/blockify-skill-for-claude-code/skills/blockify-integration .cursor/skills/blockify-integration && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "blockify-integration" agent skill from https://github.com/iternal-technologies-partners/blockify-agentic-data-optimization/tree/main/blockify-skill-for-claude-code/skills/blockify-integration into .cursor/skills/blockify-integration/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "blockify-integration", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/iternal-technologies-partners/blockify-agentic-data-optimization.git --path blockify-skill-for-claude-code/skills/blockify-integration--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add iternal-technologies-partners/blockify-agentic-data-optimization --skill blockify-integration -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install iternal-technologies-partners/blockify-agentic-data-optimization blockify-integration --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/iternal-technologies-partners/blockify-agentic-data-optimization.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/blockify-skill-for-claude-code/skills/blockify-integration .gemini/skills/blockify-integration && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "blockify-integration" agent skill from https://github.com/iternal-technologies-partners/blockify-agentic-data-optimization/tree/main/blockify-skill-for-claude-code/skills/blockify-integration into .gemini/skills/blockify-integration/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "blockify-integration", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install iternal-technologies-partners/blockify-agentic-data-optimization blockify-integrationInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add iternal-technologies-partners/blockify-agentic-data-optimization --skill blockify-integration -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/iternal-technologies-partners/blockify-agentic-data-optimization.git skills-src && mkdir -p .github/skills && cp -r skills-src/blockify-skill-for-claude-code/skills/blockify-integration .github/skills/blockify-integration && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "blockify-integration" agent skill from https://github.com/iternal-technologies-partners/blockify-agentic-data-optimization/tree/main/blockify-skill-for-claude-code/skills/blockify-integration into .github/skills/blockify-integration/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "blockify-integration", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add iternal-technologies-partners/blockify-agentic-data-optimization --skill blockify-integration -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install iternal-technologies-partners/blockify-agentic-data-optimization blockify-integration --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/iternal-technologies-partners/blockify-agentic-data-optimization.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/blockify-skill-for-claude-code/skills/blockify-integration .opencode/skills/blockify-integration && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "blockify-integration" agent skill from https://github.com/iternal-technologies-partners/blockify-agentic-data-optimization/tree/main/blockify-skill-for-claude-code/skills/blockify-integration into .opencode/skills/blockify-integration/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "blockify-integration", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
blockify-integrationProcess documents with Blockify API to create optimized IdeaBlocks for RAG.
Blockify Integration is an agent skill from iternal-technologies-partners/blockify-agentic-data-optimization. Process documents with Blockify API to create optimized IdeaBlocks for RAG. Search external ChromaDB knowledge bases with 100k+ blocks. Use when processing documentation, creating knowledge bases, improving AI context retrieval, or when user mentions Blockify, IdeaBlocks, or knowledge distillation.
Its SKILL.md is about 6.2k tokens, which your agent loads only when the skill is triggered. The skill folder holds 52 other files, including scripts and reference files (for example `BENCHMARK-GUIDE.md`, `config/benchmark_config.yaml` and `references/API.md`).
It sits in AI & LLM Engineering, covering Knowledge bases and Retrieval-augmented generation. It works with Chroma. The repository describes itself as: Blockify: Agentic data optimization for enterprise RAG and agentic search. Blockify replaces naive chunking with deduplicated IdeaBlocks — ≈78X accuracy aggregate improvement…
6 steps, taken from the step headings in SKILL.md.
Read from SKILL.md and the folder at commit 9e36c10. It shows what the files ask for, not the result of running them.
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Ships 8 files in scripts/ (Python, from the files we listed), which the agent can run.
Shell commands in SKILL.md call:
python3docker-composeFrom the folder's file list and the shell code blocks in SKILL.md.
Links to these hosts (documentation or services it may open):
platform.openai.comFrom URLs in SKILL.md, links to its own repository left out.
Names these keys or tokens, usually read from environment variables:
BLOCKIFY_API_KEYOPENAI_API_KEYFrom names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Blockify Integration loads about 6.2k tokens when it runs, and up to ~8.1k if it reads all its reference files. Until then it costs about 80 tokens; SKILL.md has 594 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
The automated check noted patterns worth knowing about, such as sudo or a known installer.
# Create .env filecat > .env << 'EOF'export $(cat .env | grep -v '^#' | grep -v '^$' | xargs)cp .env.example .env# Add API keys to .env│ Missing env var │ export $(cat .env │export $(cat /path/to/.env | grep -v '^#' | grep -v '^$' | xargs)# 2. Create .env file with your API keyscat > ../../.env << 'EOF'export $(cat ../../.env | grep -v '^#' | grep -v '^$' | xargs)Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); the scripts in this folder are not scanned.
Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 594 words (~6,213 tokens).
“Problem: Traditional RAG systems chunk documents by character/token count, losing semantic coherence. A 500-token chunk may split a concept mid-sentence, contain unrelated paragraphs, or bury key facts in noise.”
SKILL.md and 46 other files (scripts, references) in blockify-skill-for-claude-code/skills/blockify-integration of iternal-technologies-partners/blockify-agentic-data-optimization.
Open the folder on GitHubat commit 9e36c10
Blockify Integration next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Blockify Integration this skilliternal-technologies-partners/blockify-agentic-data-optimization | 316 | — | ~6.2k | Automated safety check: Notes | Custom licence | |
| Penguin SDKPrism-Shadow/penguin-harness | 2.5k | — | ~11k | Automated safety check: Pass | Apache-2.0 | |
| Sc QAopen-edge-platform/edge-ai-suites | 140 | — | ~2.3k | Automated safety check: Pass | Apache-2.0 | |
| RAG AssistantAtmosphere/atmosphere | 3.8k | — | ~504 | Automated safety check: Pass | Apache-2.0 | |
| Langchain4j RAG Implementation Patternsgiuseppe-trisciuoglio/developer-kit | 355 | 1 repos | ~3.3k | Automated safety check: Notes | MIT | |
| Orchata RAGLeoYeAI/openclaw-master-skills | 2.2k | — | ~4.7k | Automated safety check: Pass | MIT |
Prism-Shadow/penguin-harness
A skill your agent uses whenever the user wants to build an agent application — their own program with an embedded agent, such as an AI app, an agentic app or a RAG app.
open-edge-platform/edge-ai-suites
Ask a natural-language question against indexed content via the Content Search RAG Q&A endpoint.
Atmosphere/atmosphere
Knowledge base assistant that retrieves and cites documents from a curated index.
giuseppe-trisciuoglio/developer-kit
Provides Retrieval-Augmented Generation (RAG) implementation patterns with LangChain4j for Java.
LeoYeAI/openclaw-master-skills
Knowledge management and RAG platform with tree-based document indexing.
automateyournetwork/netclaw
Ingest user-selected documents and retrieve cited procedures, standards, and design evidence from the local RAG knowledge base.
Works with
Categories
Process documents with Blockify API to create optimized IdeaBlocks for RAG. Blockify Integration is an agent skill from iternal-technologies-partners/blockify-agentic-data-optimization. Process documents with Blockify API to create optimized IdeaBlocks for RAG.
Blockify Integration fits situations like: processing documentation; creating knowledge bases; improving AI context retrieval; user mentions Blockify.
Run `npx skills add iternal-technologies-partners/blockify-agentic-data-optimization --skill blockify-integration -a claude-code`. Or copy the skill folder (blockify-skill-for-claude-code/skills/blockify-integration in iternal-technologies-partners/blockify-agentic-data-optimization) into .claude/skills/blockify-integration in your project. Claude Code loads it when a task matches its description.
Run `npx skills add iternal-technologies-partners/blockify-agentic-data-optimization --skill blockify-integration -a codex`. Or copy the skill folder (blockify-skill-for-claude-code/skills/blockify-integration in iternal-technologies-partners/blockify-agentic-data-optimization) into .agents/skills/blockify-integration in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add iternal-technologies-partners/blockify-agentic-data-optimization --skill blockify-integration -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/blockify-integration, .gemini/skills/blockify-integration, .github/skills/blockify-integration and .opencode/skills/blockify-integration in your project.
Going by SKILL.md and its folder, Blockify Integration needs Python for the scripts in its folder, the command-line tools its instructions call (python3 and docker-compose) and credentials named BLOCKIFY_API_KEY and OPENAI_API_KEY. Our summary lists: Python 3; Docker; A credential in BLOCKIFY_API_KEY; A credential in OPENAI_API_KEY.
SKILL.md names 1 domain. As links in the text: platform.openai.com. This is read from the text; nothing was executed.
Our automated static check of SKILL.md found notes only (mentions a .env file), nothing it rates as a warning. It is not a guarantee. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.
Blockify Integration has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.
About 6.2k tokens (SKILL.md is roughly 25k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 1.9k tokens, read only when the agent opens those files.
Skills that share tags, products or a category with Blockify Integration: Penguin SDK (Prism-Shadow/penguin-harness, 2.5k stars), Sc QA (open-edge-platform/edge-ai-suites, 140 stars), RAG Assistant (Atmosphere/atmosphere, 3.8k stars) and Langchain4j RAG Implementation Patterns (giuseppe-trisciuoglio/developer-kit, 355 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
iternal-technologies-partners (a GitHub organization) maintains it in iternal-technologies-partners/blockify-agentic-data-optimization, which has 316 GitHub stars. The repository was last updated on April 22, 2026.
Source: iternal-technologies-partners/blockify-agentic-data-optimization on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.