AI Ml AI Skills
4,774 open-source AI Ml AI skills that teach any AI model a new workflow.
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Ai Strategy
AI Strategy - natural language to trades
Design Debt Audit
Inventory and prioritise accumulated design inconsistencies across a product. Use when drift has built up over time. For token coverage specifically use `design-token-audit` (designer-toolkit); for…
Sepia Recreate
Use when a user explicitly requests Sepia recreate for a full rewrite.
Omh Adversarial Consensus
[omh] Hermes Adversarial Consensus workflow: independent perspectives attack a proposal, then distill into a bundle a separate planner consumes. Use when the user says: adversarial-consensus,…
Memory To Skill
Turn workflows from your MemSearch memory into reusable skills. Use when the user asks to make/create/extract/distill a skill from what they just did or from past work, review skill candidates,…
Backend To Frontend Handoff Docs
Create API handoff documentation for frontend developers. Use when backend work is complete and needs to be documented for frontend integration, or user says 'create handoff', 'document API',…
Add Partial Recon
Adding partial-recon support for a tool: running a single pipeline phase on demand from the workflow graph, reading its inputs from the existing Neo4j graph and merging results back. The input-node…
Portaljs Add Chart
Add a chart (line, bar, area, pie, or scatter) to a dataset's showcase in a PortalJS portal. Installs recharts, writes a reusable Chart component, and renders it in the showcase Views section. Use…
Fable Judge
Adversarial verification of finished work. Treats any "done" as a set of claims, then re-runs the claimed verifications, diffs what actually changed, detects weakened tests and false completion…
Ripwire Before You Build
Starting a FEATURE (multi-symbol work): the plan, the API boundary, the scope — how big does this change get — from the codebase's real structure. Implementing an EXISTING interface? --lego=Iface…
Doctor
Diagnose and repair your TinyFish setup — MCP registration, auth, and connectivity. Runs the TinyFish CLI's own doctor for the config checks, then does the one thing the CLI cannot — proving this…
Mcp App Builder
Guide developers through creating and updating MCP apps. Covers the full lifecycle: brainstorming ideas against UX guidelines, bootstrapping projects, implementing tools/views, debugging, running dev…
Install Acp Agent
在当前 Android 设备安装、升级或修复 DSH、Codex、Claude Code、Kimi、OpenCode 等 ACP 助手;用户提供安装命令、要求自主安装或反馈安装未完成时使用。
Translate
Translate text between languages
Dws
【何时用:仅当用户明确指向钉钉/DingTalk(钉钉文档、钉钉日程等)时使用;泛指做文档/表格/待办/审批默认走本地工具,不要误用钉钉】用 dws CLI…
Clickhouse Io
ClickHouse 数据库模式、查询优化、分析以及高性能分析工作负载的数据工程最佳实践。
Microsoft Code Reference
Find working code samples, verify API signatures, and fix Microsoft SDK errors using official docs. Use whenever the user is writing, debugging, or reviewing code that touches any Microsoft SDK, .NET…
Author Response Builder
Turns reviewer comments into structured, professional point-by-point responses linked to manuscript revisions, clarifications, rebuttals, and additional analyses.
Benchmark Vlm Qa
Benchmark video Q&A accuracy and latency of a deployed RT-VLM (Cosmos Reason 3) via vss vlm run, using questions and videos from the DSS vss-devx-base dataset. Replaces the deprecated nat eval /…
A16z Techno Optimist
Use when evaluating startups or tech platforms through an a16z-style lens: technology adoption, market creation, platform power, AI/crypto/software narratives, and bold long-duration tech bets.
Design Postgres Tables
Use this skill for general PostgreSQL table design. **Trigger when user asks to:** - Design PostgreSQL tables, schemas, or data models when creating new tables and when modifying existing ones. -…
Fanout Analysis
Use this workflow recipe when a question benefits from several independent perspectives followed by a single evidence-based synthesis.
Unity Skills Index
Index of all Unity Skills modules with per-module mode labels (SA/FA/Mixed). Use to find which module covers a task before loading its doc.
X Api
Search X (Twitter) posts, pull user profiles, fetch specific tweets, and read reply threads for sentiment, news, and event research. Triggers on 'X', 'Twitter', 'tweets about', 'sentiment on', 'what…
Ai Data Security
AI 系统数据安全测试方法论。当需要评估 LLM/AI 系统的数据泄露风险、训练数据安全、 或 RAG/向量库数据完整性时触发。覆盖: System Prompt 泄露(元 Prompt/角色扮演/关键字定位)、 训练数据推导与提取、成员推断攻击、模型反演攻击、RAG 数据投毒、API 信息泄露、 级联幻觉攻击、外部数据源信息泄露。
Add Task
creates draft task file in .specs/tasks/draft/ with original user intent
Redclaw Style Definition
RedClaw 空间首次创作前的自媒体定位与写作风格定义。用“账号首页截图 + 文章/对标内容截图”两步证据流完成定位和文风学习。
Codex Skill
Leverage OpenAI Codex/GPT models for autonomous code implementation, code review, and plan review. Triggers: "codex", "use gpt", "gpt-5", "let openai", "full-auto", "adversarial review", "second…
Agent Management
AI DevKit · Manage running AI agents with ai-devkit agent commands. Use when an agent needs to identify itself, list agents, start workers, inspect agent detail, assign work, group agents, resume…
Hivemind Graph
Query the local code graph (functions, classes, calls, imports) through the Deeplake mount at memory/graph/. Use when the user asks structural questions about the codebase — "what calls X?", "what…
Dbt Ingest
Map dbt `schema.yml` / `properties.yml` models and sources into ktx semantic-layer overlays and column notes. Covers `sources:` vs `models:`, column `data_tests` (not_null, unique, accepted_values,…
Agent Meta
Inspect, snapshot, publish, and fork Prismer long-running agents through the cloud agent lifecycle API.
Master Agent Playbook
Philosophy, decision-making framework, and technical skills for delivering visual, interactive, and educational AI responses.
Knowledge Graph Skill
Skill for searching and evolving the SQLite-backed Knowledge Graph. Use this when you need structured fact/concept/link search across one or more teams, NPCs, or directory scopes. The Knowledge Graph…
Mcp Scripting
Write mcpScript JavaScript for discovering, inspecting, and calling MCP tools.
Minutes Cleanup
Manage old recordings — find large files, archive old meetings, delete processed originals. Use when the user says "clean up recordings", "how much space are meetings using", "delete old recordings",…
Analysis Method
A structured method for evidence-based analysis of supplied content
Topup
Check the OpenOnion balance and open the recharge page with the user's own key pre-filled. Reports the balance in plain money, says how long it lasts at $0.10/hour of browser time, and hands over a…
Analysis
对当前文本、对话或显式文件内容做结构化分析,并区分事实、判断与待确认项。
Arkon Query
Answer questions using the Arkon knowledge base. Searches wiki first, drills into raw sources only when needed. Supports quick, standard, and deep modes. Triggers on: what do we know about, find in…
Extension Creator
Create AiderDesk extensions by setting up extension files, defining metadata, implementing Extension interface methods, and updating documentation. Use when building a new extension, creating…
Nanoresearch Ideation
Search academic literature and generate research hypotheses
401k Plan Decoder
Decode a 401k or workplace retirement plan — the real cost of its funds, the match's fine print, vesting math, and the plan features worth using or avoiding. Use when someone asks 'is my 401k any…
Deserialize
Insecure-deserialization playbook — fingerprint the language/format (Java serialized, .NET BinaryFormatter, Python pickle, PHP unserialize, Node serialize, YAML/JSON-with-types), then build a working…
Memory Audit Dead Data Purge
死数据清洗。当一条记忆读不读你的行为都不会变、感悟没有现实锚点时使用。
Markdown Converter
Convert binary documents (PDF, DOCX, XLSX, PPTX, HTML, EPUB, images) to clean LLM-friendly Markdown using Microsoft's `markitdown` Python tool. Use when a user attaches a binary file and you need to…
Workthreads
SpecStory Workthreads - a weekly work-thread rollup across a team's repos from SpecStory coding histories (any agent - Claude Code, Codex, Cursor, Gemini, and more). It groups the window's sessions…
Ai Assisted Prototyping
Help users build functional product prototypes from natural language or visual mocks using AI coding tools. This skill enables product leaders to bypass engineering bottlenecks and validate ideas…
Oma Architecture
Evaluate system boundaries and architectural tradeoffs. Use for architecture decisions, design reviews, and ADRs.
Wiki Manager
Manage LLM-compiled wikis in OpenCode: ingest/import, shape/promote Ideas, review portfolios, track inventory/datasets, archive, compile/query/lint/audit, research/plan, manage sessions, private…
Find Skills
Discovers and installs community skills from the public registry. Use when the user mentions a technology, framework, or task that could benefit from specialized skills not yet installed, asks 'how do…
