{"id":50342673,"url":"https://github.com/neam-lang/neamskills","last_synced_at":"2026-05-29T18:00:47.831Z","repository":{"id":345467247,"uuid":"1180707476","full_name":"neam-lang/NeamSkills","owner":"neam-lang","description":"This repo contains different Neam skills. 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align=\"center\"\u003e\n  \u003cimg src=\"assets/banner.svg\" alt=\"NeamSkills Banner\" width=\"100%\"/\u003e\n\u003c/p\u003e\n\n\u003cp align=\"center\"\u003e\n  \u003ca href=\"https://github.com/neam-lang/NeamSkills/blob/main/LICENSE\"\u003e\u003cimg src=\"https://img.shields.io/badge/license-MIT-blue.svg?style=flat-square\" alt=\"License: MIT\"/\u003e\u003c/a\u003e\n  \u003ca href=\"https://github.com/neam-lang/Neam\"\u003e\u003cimg src=\"https://img.shields.io/badge/language-Neam-7b2ff7.svg?style=flat-square\u0026logo=data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHZpZXdCb3g9IjAgMCAyNCAyNCIgZmlsbD0id2hpdGUiPjx0ZXh0IHg9IjQiIHk9IjE4IiBmb250LXNpemU9IjE2IiBmb250LXdlaWdodD0iYm9sZCI+TjwvdGV4dD48L3N2Zz4=\" alt=\"Language: Neam\"/\u003e\u003c/a\u003e\n  \u003ca href=\"https://github.com/neam-lang/NeamSkills\"\u003e\u003cimg src=\"https://img.shields.io/badge/skills-31+-00d2ff.svg?style=flat-square\" alt=\"Skills: 31+\"/\u003e\u003c/a\u003e\n  \u003ca href=\"https://github.com/neam-lang/NeamSkills\"\u003e\u003cimg src=\"https://img.shields.io/badge/built--in_functions-100+-a78bfa.svg?style=flat-square\" alt=\"Built-in Functions: 100+\"/\u003e\u003c/a\u003e\n  \u003ca href=\"https://neam-lang.github.io/Neam-The-AI-Native-Programming-Language/\"\u003e\u003cimg src=\"https://img.shields.io/badge/docs-28_chapters-green.svg?style=flat-square\" alt=\"Docs: 28 chapters\"/\u003e\u003c/a\u003e\n  \u003ca href=\"#install-from-github\"\u003e\u003cimg src=\"https://img.shields.io/badge/Claude_Code-plugin-ff6b35.svg?style=flat-square\" alt=\"Claude Code Plugin\"/\u003e\u003c/a\u003e\n  \u003ca href=\"#install-from-github\"\u003e\u003cimg src=\"https://img.shields.io/badge/install-verified-brightgreen.svg?style=flat-square\" alt=\"Install Verified\"/\u003e\u003c/a\u003e\n\u003c/p\u003e\n\n\u003cp align=\"center\"\u003e\n  \u003cb\u003eOfficial skill library for the \u003ca href=\"https://github.com/neam-lang/Neam\"\u003eNeam programming language\u003c/a\u003e\u003c/b\u003e\u003cbr/\u003e\n  \u003csub\u003eThe compiled, AI-native language for building agent systems\u003c/sub\u003e\n\u003c/p\u003e\n\n---\n\nNeam is a compiled AI agent programming language. This repo gives you four things:\n\n1. **`Claude-Neam-Programming-skill`** — comprehensive Claude Code skill covering the full Neam language (recommended)\n2. **`Claude-Neam-DIO-skill`** — comprehensive skill for building Intelligent Data Organizations with Neam's 14 agents + DIO orchestrator\n3. **`neam-programming` skill** — lightweight quick-reference skill for Claude Code\n4. **31 ready-made `.neam` skills** — copy into your agents to add abilities instantly\n\n---\n\n## New to Neam? Start Here\n\nPick the skills you need and install them. Both skills auto-activate — Claude uses them automatically when you work with `.neam` files or DIO agents.\n\n| Skill | What it covers | Size |\n|-------|---------------|------|\n| **`claude-neam-programming`** | Core Neam language — 13 types, agents, claw/forge agents, RAG, guards, OOP, deployment, 100+ built-ins | 1,394 lines |\n| **`claude-neam-dio`** | DIO ecosystem — 14 specialist agents, orchestrator, RACI, infrastructure profiles, DataSims | 1,561 lines |\n| **`neam-programming`** | Lightweight quick-reference for basic Neam | 623 lines |\n\n---\n\n## Setup Instructions\n\n### Option 1: Project-Level Skill (recommended for teams)\n\nCopy the skills into your project's `.claude/skills/` directory. They auto-activate when Claude Code opens the project.\n\n**Install both skills:**\n\n```bash\n# From your project root:\nmkdir -p .claude/skills/claude-neam-programming .claude/skills/claude-neam-dio\n\ncurl -sL https://raw.githubusercontent.com/neam-lang/NeamSkills/main/skills/claude-neam-programming/SKILL.md \\\n  -o .claude/skills/claude-neam-programming/SKILL.md\n\ncurl -sL https://raw.githubusercontent.com/neam-lang/NeamSkills/main/skills/claude-neam-dio/SKILL.md \\\n  -o .claude/skills/claude-neam-dio/SKILL.md\n```\n\nCommit `.claude/skills/` to version control — the skills are available to anyone who clones your repo.\n\n**Verify:** Run `/claude-neam-programming` or `/claude-neam-dio` in Claude Code. The full skill content should load.\n\n**Install just one:**\n\n```bash\n# Neam language only:\nmkdir -p .claude/skills/claude-neam-programming\ncurl -sL https://raw.githubusercontent.com/neam-lang/NeamSkills/main/skills/claude-neam-programming/SKILL.md \\\n  -o .claude/skills/claude-neam-programming/SKILL.md\n\n# DIO only:\nmkdir -p .claude/skills/claude-neam-dio\ncurl -sL https://raw.githubusercontent.com/neam-lang/NeamSkills/main/skills/claude-neam-dio/SKILL.md \\\n  -o .claude/skills/claude-neam-dio/SKILL.md\n```\n\n### Option 2: Personal Skill (works across all projects)\n\nInstall to `~/.claude/skills/` so the skills are available in every Claude Code session, regardless of project.\n\n```bash\n# Neam Language skill:\nmkdir -p ~/.claude/skills/claude-neam-programming\ncurl -sL https://raw.githubusercontent.com/neam-lang/NeamSkills/main/skills/claude-neam-programming/SKILL.md \\\n  -o ~/.claude/skills/claude-neam-programming/SKILL.md\n\n# DIO Data Intelligence skill:\nmkdir -p ~/.claude/skills/claude-neam-dio\ncurl -sL https://raw.githubusercontent.com/neam-lang/NeamSkills/main/skills/claude-neam-dio/SKILL.md \\\n  -o ~/.claude/skills/claude-neam-dio/SKILL.md\n```\n\n**Verify:** Start a new Claude Code session and run `/claude-neam-programming` or `/claude-neam-dio`.\n\n### Option 3: Direct Import (one-time use)\n\nIf you just want the skill for the current session without installing:\n\n```bash\n/import skills/claude-neam-programming/SKILL.md\n/import skills/claude-neam-dio/SKILL.md\n```\n\n\u003e **Note:** Direct imports only last for the current session. Use Option 1 or 2 for persistent access.\n\n---\n\n## Quick Examples\n\n### DIO: Autonomous Data Lifecycle\n\n```neam\nbudget B { cost: 500.00, tokens: 2000000 }\ninfrastructure_profile Infra { data_warehouse: { platform: \"postgres\" } }\n\ndio agent MyDIO {\n    mode: \"config\",\n    task: \"Predict customer churn, identify drivers, deploy with monitoring\",\n    infrastructure: Infra,\n    provider: \"openai\",\n    model: \"gpt-4o\",\n    budget: B\n}\n\nprint(dio_solve(MyDIO, \"full_system\"));\n```\n\n### Skills: Add Abilities to Agents\n\n```neam\n// 1. Copy a skill from this repo into your .neam file\nskill Calculator {\n  description: \"Perform math operations\",\n  params: [\n    { name: \"operation\", schema: { \"type\": \"string\", \"description\": \"add/sub/mul/div\" } },\n    { name: \"a\", schema: { \"type\": \"number\", \"description\": \"First number\" } },\n    { name: \"b\", schema: { \"type\": \"number\", \"description\": \"Second number\" } }\n  ],\n  impl: fun(operation, a, b) {\n    if (operation == \"add\") { return a + b; }\n    if (operation == \"sub\") { return a - b; }\n    if (operation == \"mul\") { return a * b; }\n    if (operation == \"div\") { return a / b; }\n  }\n}\n\n// 2. Attach it to your agent\nagent MathBot {\n  provider: \"openai\",\n  model: \"gpt-4o-mini\",\n  system: \"You are a math assistant. Use Calculator to solve problems.\",\n  skills: [Calculator]\n}\n\n// 3. Run it\nemit MathBot.ask(\"What is 25 multiplied by 4?\");\n```\n\n---\n\n## Using Claude-Neam-DIO\n\nThe **Claude-Neam-DIO** skill teaches Claude to build autonomous data lifecycle systems using Neam's 14 specialist agents and the DIO orchestrator. It is based on [The Intelligent Data Organization with Neam](https://neam-lang.github.io/The-Intelligent-Data-Organization-with-Neam/) (30-chapter eBook) and verified against 22/22 passing E2E tests.\n\n### When to use it\n\n- Building data pipelines, warehouses, or ML systems with multiple agent roles\n- Orchestrating end-to-end workflows: requirements -\u003e ingestion -\u003e transformation -\u003e modeling -\u003e deployment -\u003e monitoring\n- Working with infrastructure profiles (Snowflake, BigQuery, Databricks, Redshift, etc.)\n- Needing RACI accountability, quality gates, or compliance automation (GDPR/CCPA)\n- Writing `dio agent`, `datascientist agent`, `causal agent`, `datatest agent`, or any of the 14 DIO agent types\n\n### What it covers\n\n| Topic | Details |\n|-------|---------|\n| **14 Specialist Agents** | Full syntax, verified code examples, required fields, native functions |\n| **DIO Orchestrator** | 3 modes (`auto`/`config`/`hybrid`), 8 auto-patterns, `dio_solve`/`dio_plan` |\n| **Agent.MD** | 6 sections for encoding domain knowledge (improves model AUC by 7.7%) |\n| **RACI Accountability** | Runtime-enforced responsibility assignment (2 invariants) |\n| **3 Coordination Modes** | Centralized RACI, Swarm Stigmergy, Evolutionary GA |\n| **Infrastructure Profiles** | 10 platforms abstracted so same code runs anywhere |\n| **Error Handling** | 4-tier self-healing: retry -\u003e adapt -\u003e human review -\u003e halt |\n| **Security** | 6-layer defense-in-depth, zero-trust, phase-gated permissions |\n| **DataSims** | Evaluation framework: 7-dimension scoring, ablation studies |\n| **Troubleshooting** | 14 common errors with exact fixes |\n\n### Example: Full production DIO program\n\n```neam\nbudget DIOBudget { cost: 500.00, tokens: 2000000 }\nbudget AgentBudget { cost: 50.00, tokens: 500000 }\n\ninfrastructure_profile SimShopInfra {\n    data_warehouse: {\n        platform: \"postgres\",\n        connection: env(\"SIMSHOP_PG_URL\"),\n        schemas: [\"simshop_oltp\", \"simshop_dw\", \"ml_features\"]\n    },\n    data_science: { mlflow: { uri: env(\"MLFLOW_TRACKING_URI\") } },\n    governance: { regulations: [\"GDPR\"], pii_columns: [\"email\", \"phone\"] }\n}\n\ndataba agent ChurnBA { provider: \"openai\", model: \"gpt-4o\", budget: AgentBudget }\nsql_connection SimShopDB { platform: \"postgres\", connection: env(\"SIMSHOP_PG_URL\"), database: \"simshop\" }\nanalyst agent SimShopAnalyst { provider: \"openai\", model: \"gpt-4o-mini\", connections: [SimShopDB], budget: AgentBudget }\ndatascientist agent ChurnDS { provider: \"openai\", model: \"gpt-4o\", budget: AgentBudget }\ncausal agent ChurnCausal { provider: \"openai\", model: \"o3-mini\", budget: AgentBudget }\ndatatest agent ChurnTester { provider: \"openai\", model: \"gpt-4o\", budget: AgentBudget }\nmlops agent ChurnMLOps { provider: \"openai\", model: \"gpt-4o\", budget: AgentBudget }\n\ndio agent SimShopDIO {\n    mode: \"config\",\n    task: \"Predict which customers will churn in 90 days, identify drivers, deploy with monitoring\",\n    infrastructure: SimShopInfra,\n    agent_md: \"./agents/simshop_dio.agent.md\",\n    provider: \"openai\",\n    model: \"gpt-4o\",\n    budget: DIOBudget\n}\n\nprint(dio_solve(SimShopDIO, \"full_system\"));\n```\n\n### Relationship with Claude-Neam-Programming\n\n| Skill | Scope | Use when |\n|-------|-------|----------|\n| `Claude-Neam-Programming` | Core language (types, OOP, RAG, guards, deployment) | Writing any `.neam` program |\n| `Claude-Neam-DIO` | Data intelligence (14 agents, DIO, RACI, infrastructure) | Building data/ML systems with the DIO ecosystem |\n\nBoth skills are complementary. The DIO skill assumes knowledge of core Neam syntax covered by the Programming skill.\n\n---\n\n## Claude Code Skills\n\n### `Claude-Neam-Programming-skill` (Recommended)\n\n\u003e **1,394 lines** — Complete Neam language reference for Claude Code\n\n| Area | Coverage |\n|------|----------|\n| **Core Language** | 13 data types, variables, functions, control flow, comprehensions, pipe operator, destructuring |\n| **OOP** | Structs, traits, impl blocks, sealed types, match expressions, generics |\n| **Error Handling** | try/catch/throw, panic, Option (Some/None), Result (Ok/Err), context chaining |\n| **Agents** | Stateless agents, 7 LLM providers, vision/multimodal, structured output |\n| **Multi-Agent** | Runners, handoffs, spawn, dag_execute, 10 orchestration patterns |\n| **NeamClaw** | Claw agents (sessions, channels, lanes, semantic memory), Forge agents (build-verify loops, checkpoints) |\n| **RAG** | Knowledge bases, 8 retrieval strategies, vector stores, chunking |\n| **Skills \u0026 Tools** | Skills, tools, extern skills (HTTP/MCP/Claude), MCP servers, adopt |\n| **Security** | Guards (6 handler types), guard chains, policies, budgets |\n| **Modules** | Module system, imports, visibility, package manager (neam-pkg) |\n| **Deployment** | Docker, Kubernetes, Lambda, Cloud Run, ECS, Terraform |\n| **Cloud Config** | neam.toml, state backends, LLM gateway, telemetry, secrets management |\n| **Built-in Functions** | 100+ functions: math, string, list, map, file, HTTP, crypto, time, regex, async |\n| **Testing** | Test blocks, 9 assertion types |\n\n### `Claude-Neam-DIO-skill` (Data Intelligence)\n\n\u003e **Complete DIO reference** — 14 specialist agents + DIO orchestrator for data lifecycle management\n\n| Area | Coverage |\n|------|----------|\n| **14 Agents** | Data, ETL, Migration, DataOps, Governance, Modeling, Analyst, DataScientist, Causal, MLOps, Data-BA, DataTest, Deployment, Forge |\n| **DIO Orchestrator** | 3 operating modes (auto/config/hybrid), 8 auto-patterns, dynamic crew formation |\n| **Architecture** | 4-layer architecture, Agent.MD domain knowledge, RACI accountability |\n| **Coordination** | Centralized RACI, Swarm Stigmergy, Evolutionary GA |\n| **Infrastructure** | 10 platform profiles (Snowflake, BigQuery, Databricks, Redshift, etc.) |\n| **Quality** | Error handling (4-tier self-healing), security (6-layer defense-in-depth) |\n| **Evaluation** | DataSims framework, ablation studies, 7-dimension scoring |\n\n### `neam-programming` (Lightweight)\n\n\u003e **623 lines** — Quick-reference skill for basic Neam development\n\n---\n\n## Skills Library\n\n### Utility\n| Skill | Description |\n|-------|-------------|\n| `Calculator` | Add, subtract, multiply, divide, power, square root |\n| `UUIDGen` | Generate a random UUID v4 |\n| `GetTimestamp` `FormatTime` | Current time and date formatting |\n| `TextUpper` `TextLower` `TextTrim` | Text transformations |\n| `Hasher` `Base64Encode` | SHA256/SHA1/MD5 hashing, Base64 encoding |\n\n### Web\n| Skill | Description |\n|-------|-------------|\n| `WebFetch` | Fetch a URL with HTTP GET |\n| `HTTPRequest` | Full HTTP requests — POST, GET, PUT, DELETE |\n| `URLBuilder` | Build URLs from base, path, and query params |\n\n### Data\n| Skill | Description |\n|-------|-------------|\n| `JSONParser` `JSONFormatter` | Parse and format JSON |\n| `CSVParser` | Parse CSV text into rows |\n| `DataCounter` | Count items in a JSON array |\n\n### File\n| Skill | Description |\n|-------|-------------|\n| `FileReader` | Read a file from disk |\n| `FileWriter` | Write content to a file |\n| `FileExists` | Check if a file exists |\n| `FileCopy` | Copy a file from one path to another |\n\n### Math\n| Skill | Description |\n|-------|-------------|\n| `UnitConverter` | Convert km/miles, kg/lbs, celsius/fahrenheit, meters/feet |\n| `FindMax` `FindMin` | Max and min from a list of numbers |\n\n### Security\n| Skill | Description |\n|-------|-------------|\n| `PasswordValidator` | Check password strength |\n| `HMACSign` | Generate an HMAC signature with a secret key |\n\n### Development\n| Skill | Description |\n|-------|-------------|\n| `LogFormatter` | Format log messages with timestamp and level |\n| `JSONValidator` | Validate whether a string is valid JSON |\n\n### Productivity\n| Skill | Description |\n|-------|-------------|\n| `WordCounter` `CharCounter` | Count words and characters in text |\n| `DaysFromNow` `TimestampToDate` | Future dates and timestamp conversion |\n\n---\n\n## Repo Structure\n\n```\nNeamSkills/\n├── .claude-plugin/\n│   └── plugin.json           ← Plugin manifest (for /plugin install)\n├── .claude/\n│   └── skills/               ← Project-level skills (auto-discovered)\n│       ├── claude-neam-programming/\n│       │   └── SKILL.md\n│       └── claude-neam-dio/\n│           └── SKILL.md\n├── assets/\n│   └── banner.svg\n├── skills/                      ← Claude Code skills (plugin auto-discovered)\n│   ├── claude-neam-programming/ ← Full Claude Code skill (recommended)\n│   │   ├── SKILL.md\n│   │   └── README.md\n│   ├── claude-neam-dio/         ← DIO/Data Intelligence skill\n│   │   ├── SKILL.md\n│   │   └── README.md\n│   └── neam-programming/        ← Lightweight Claude Code skill\n│       └── SKILL.md\n├── neam-skills-library/         ← Ready-made .neam skills (copy into agents)\n│   ├── utility/\n│   ├── web/\n│   ├── data/\n│   ├── file/\n│   ├── math/\n│   ├── security/\n│   ├── development/\n│   └── productivity/\n└── README.md\n```\n\n---\n\n## Upcoming Skills\n\n| Skill | Status | Description |\n|-------|--------|-------------|\n| `Claude-Neam-Programming-skill` | Available | Full Neam language reference (1,394 lines) |\n| `Claude-Neam-DIO-skill` | Available | DIO orchestrator, 14 specialist agents, data intelligence |\n| `Claude-Neam-special_agents-skill` | Planned | Cognitive agents, voice agents, A2A protocol, advanced orchestration |\n\n---\n\n## Links\n\n- [Neam Language](https://github.com/neam-lang/Neam) — compiler, runtime, REPL\n- [Neam Documentation](https://neam-lang.github.io/Neam-The-AI-Native-Programming-Language/) — full language book (28 chapters)\n- [The Intelligent Data Organization](https://neam-lang.github.io/The-Intelligent-Data-Organization-with-Neam/) — DIO eBook (30 chapters)\n- [DataSims](https://github.com/neam-lang/Data-Sims) — evaluation framework for DIO programs\n- [Smart Support Claw](https://github.com/neam-lang/smart_support_claw) — production claw agent example\n- [NeamForge Site Generator](https://github.com/samsuljahith/neamforge-site-generator) — forge agent example\n\n---\n\n## License\n\nMIT\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fneam-lang%2Fneamskills","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fneam-lang%2Fneamskills","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fneam-lang%2Fneamskills/lists"}