Browse Skills — Page 182

matrix-construction

yogsoth-ai/de-anthropocentric-research-engine

Build n-dimensional morphological matrix

matter-briefing

anthropics/claude-for-legal

Deep briefing on one matter — current posture, what's changed, next deadline, open questions, and a risk re-assessment check, ready before a GC update or outside counsel call. Use when the user says "brief me on [matter]", "where are we on [matter]", or needs a read on a specific matter.

matter-close

anthropics/claude-for-legal

Close a matter — capture outcome, final exposure, and lessons, then archive it out of the active portfolio without deleting the record. Use when the user wants to close a matter, says "[matter] is done", or needs to record a settlement, dismissal, judgment, withdrawal, or consolidation outcome.

matter-intake

anthropics/claude-for-legal

Intake a new matter — uniform questions covering identification, conflicts, source, risk triage, materiality, outside counsel, owners, legal hold, and key dates; writes matter.md and history.md and appends a structured row to _log.yaml. Use when the user says "new matter", "intake this matter", or wants to bring a new matter into the portfolio.

matter-update

anthropics/claude-for-legal

Append a dated event to a matter's history file and refresh the log row — captures new developments, status changes, risk re-assessments, deadline shifts, and settlement authority changes. Use when the user wants to log an update on a matter, note a development, or record a status change against the portfolio.

matter-workspace

anthropics/claude-for-legal

>

maturation-pathway-design

yogsoth-ai/de-anthropocentric-research-engine

Design path to readiness using Stage-Gate, Technology Roadmapping, and milestone planning methods.

maturity-diagnosis

yogsoth-ai/de-anthropocentric-research-engine

Assess current readiness of candidates using TRL 9-level, NASSS 7-dimension, and Innovation Readiness Level frameworks.

maven-build-lifecycle

elizaOS/eliza

Use when working with Maven build phases, goals, profiles, or customizing the build process for Java projects.

maven-dependency-management

elizaOS/eliza

Use when managing Maven dependencies, resolving dependency conflicts, configuring BOMs, or optimizing dependency trees in Java projects.

maven-plugin-configuration

elizaOS/eliza

Use when configuring Maven plugins, setting up common plugins like compiler, surefire, jar, or creating custom plugin executions.

maven-search

partme-ai/full-stack-skills

Provides comprehensive guidance for searching and retrieving Maven components from Maven Central Repository (https://repo1.maven.org/maven2/). This skill enables searching by groupId, artifactId, version, and other coordinates, retrieving component metadata (POM files, JARs, sources, Javadoc), querying version history, and analyzing dependencies. Use when the user needs to find, verify, or retrieve Maven dependencies, check component versions, analyze dependency trees, or work with Maven coordinates.

max-getting-started

Significant-Gravitas/skills-catalog

Use on the first chat with Max, or whenever their memory has no sales preferences yet: learn the book they sell into and put one real read in front of them.

maxia

diegosouzapw/awesome-omni-skills

MAXIA \u2014 AI-to-AI Marketplace on Solana workflow skill. Use this skill when the user needs Connect to MAXIA AI-to-AI marketplace on Solana. Discover, buy, sell AI services. Earn USDC. 13 MCP tools, A2A protocol, DeFi yields, sentiment analysis, rug detection and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

maxia-v2

diegosouzapw/awesome-omni-skills

MAXIA \u2014 AI-to-AI Marketplace on Solana workflow skill. Use this skill when the user needs Connect to MAXIA AI-to-AI marketplace on Solana. Discover, buy, sell AI services. Earn USDC. 13 MCP tools, A2A protocol, DeFi yields, sentiment analysis, rug detection and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

maxquant-proteomics

jaechang-hits/SciAgent-Skills

MaxQuant + Perseus proteomics pipeline: run MaxQuant for LFQ and SILAC; parse proteinGroups.txt in Python; filter contaminants/decoys; log2 + median-normalize; impute MNAR; t-test with FDR; volcano plot; GO/pathway enrichment. Use Proteome Discoverer for Thermo-native processing; FragPipe/MSFragger for GPU-accelerated DB search.

maya-getting-started

Significant-Gravitas/skills-catalog

Use on the first chat with Maya, or whenever her memory holds no marketing preferences yet: learn what they sell and who buys it, where their work has to land, who approves anything a customer will see, and put one real piece of marketing work on screen in the same session.

mayor-coordinator

Tibsfox/gsd-skill-creator

Northbridge coordination pattern for multi-agent orchestration. Creates convoys, dispatches work via sling, monitors progress, and handles escalations. Never executes work directly.

mboum-automation

ComposioHQ/awesome-claude-skills

"Automate Mboum tasks via Rube MCP (Composio). Always search tools first for current schemas."

mbse-architecture

matlab/agent-skills-playground

Use this skill for the architecture phases of an MBSE workflow in MATLAB, when writing idempotent buildXxx.m scripts that produce a three-layer RFLPV architecture (Functional, Logical, Physical) with interface dictionaries, stereotype profiles, allocation sets, and requirements Implement links. Trigger for defining stereotype properties, functional-to-logical / logical-to-physical allocation, mapping requirements to components via slreq Implement links, or running quantitative roll-up analysis on the architecture. Do NOT trigger for ad-hoc structural edits to an already-built System Composer model (adding one component, rewiring a port) — use `building-simulink-models` with `model_edit` for that. Works alongside the `system-composer` skill for detailed SC API patterns.

mbse-workflow

matlab/agent-skills-playground

Use this skill for guided MBSE work in MATLAB — starting a new project, resuming work mid-workflow on an existing project, or answering orientation questions about how the MBSE skills fit together. Trigger when the user says they want to create, start, or set up a new MBSE project; work on a model-based systems engineering / RFLPV project; or asks which skill covers which phase. Walks through phases one at a time — propose → approve → generate → run → confirm. Use proactively whenever someone mentions starting or continuing an MBSE project.

mcfly

microsoft/TypeScript

Only invoke when explicitly instructed to

mckinsey-consultant

Mann1988/awesome-claude-skills

McKinsey顾问式问题解决系统。从商业问题出发,通过假设驱动的结构化分析方法,生成McKinsey风格研究报告和PPT。融合Problem Solving方法论、MECE原则、Issue Tree拆解、Hypotheses形成、Dummy Page设计、智能数据收集和专业PPT生成能力。

mcp

vercel-labs/json-render

MCP Apps integration for json-render. Use when building MCP servers that render interactive UIs in Claude, ChatGPT, Cursor, or VS Code, or when integrating json-render with the Model Context Protocol.

MCP Integration

anthropics/claude-code

This skill should be used when the user asks to "add MCP server", "integrate MCP", "configure MCP in plugin", "use .mcp.json", "set up Model Context Protocol", "connect external service", mentions "${CLAUDE_PLUGIN_ROOT} with MCP", or discusses MCP server types (SSE, stdio, HTTP, WebSocket). Provides comprehensive guidance for integrating Model Context Protocol servers into Claude Code plugins for external tool and service integration.

MCP Integration

tzachbon/smart-ralph

This skill should be used when the user asks to "add MCP server", "integrate MCP", "configure MCP in plugin", "use .mcp.json", "set up Model Context Protocol", "connect external service", mentions "${CLAUDE_PLUGIN_ROOT} with MCP", or discusses MCP server types (SSE, stdio, HTTP, WebSocket). Provides comprehensive guidance for integrating Model Context Protocol servers into Claude Code plugins for external tool and service integration.

mcp-agent-connect

aAAaqwq/AGI-Super-Team

Connect to an AI agent via MCP using their mcp_url from CRM. Discovers capabilities via agent.json, registers MCP server, and enables tool-based communication.

mcp-attribution-worktree

TencentCloudBase/CloudBase-AI-Toolkit

Triage, repair, and close MCP attribution issues from the local report API with evidence-driven decisions and isolated Worktrunk worktrees. Use this skill when Codex needs to process `tool` attribution issues and skills-related attribution issues, inspect related runs, decide whether the issue is actionable in `mcp/src` or `config/source/skills`, update attribution fields as `owner=codex`, and then complete the fix loop through GitHub issue tracking, worktree-based code changes, PR submission, and follow-up iteration when the problem is repairable.

mcp-audit

rohitg00/pro-workflow

Audit connected MCP servers for token overhead, redundancy, and security. Use when sessions feel slow or before adding new MCPs.

ComposioHQ/mcp-builder

ComposioHQ/awesome-claude-skills

Guide for creating high-quality MCP (Model Context Protocol) servers that enable LLMs to interact with external services through well-designed tools. Use when building MCP servers to integrate external APIs or services, whether in Python (FastMCP) or Node/TypeScript (MCP SDK).

microsoft/mcp-builder

microsoft/skills

Guide for creating high-quality MCP (Model Context Protocol) servers that enable LLMs to interact with external services through well-designed tools. Use when building MCP servers to integrate external APIs or services, whether in Python (FastMCP), Node/TypeScript (MCP SDK), or C#/.NET (Microsoft MCP SDK).

anthropics/mcp-builder

anthropics/skills

Guide for creating high-quality MCP (Model Context Protocol) servers that enable LLMs to interact with external services through well-designed tools. Use when building MCP servers to integrate external APIs or services, whether in Python (FastMCP) or Node/TypeScript (MCP SDK).

mcp-builder-ms

benjaminasterA/antigravity-awesome-skills

Guide for creating high-quality MCP (Model Context Protocol) servers that enable LLMs to interact with external services through well-designed tools. Use when building MCP servers to integrate exte...

mcp-builder-ms-v2

diegosouzapw/awesome-omni-skills

MCP Server Development Guide workflow skill. Use this skill when the user needs building MCP servers to integrate external APIs or services, whether in Python (FastMCP) or Node/TypeScript (MCP SDK) and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

mcp-builder-v2

diegosouzapw/awesome-omni-skills

MCP Server Development Guide workflow skill. Use this skill when the user needs Create MCP (Model Context Protocol) servers that enable LLMs to interact with external services through well-designed tools. The quality of an MCP server is measured by how well it enables LLMs to accomplish real-world tasks and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

mcp-builder-v3

diegosouzapw/awesome-omni-skills

MCP Server Development Guide workflow skill. Use this skill when the user needs Create MCP (Model Context Protocol) servers that enable LLMs to interact with external services through well-designed tools. The quality of an MCP server is measured by how well it enables LLMs to accomplish real-world tasks and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

mcp-builder-v4

diegosouzapw/awesome-omni-skills

MCP Server Development Guide workflow skill. Use this skill when the user needs Create MCP (Model Context Protocol) servers that enable LLMs to interact with external services through well-designed tools. The quality of an MCP server is measured by how well it enables LLMs to accomplish real-world tasks and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

obra/mcp-cli

obra/superpowers-lab

Use MCP servers on-demand via the mcp CLI tool - discover tools, resources, and prompts without polluting context with pre-loaded MCP integrations

github/mcp-cli

github/awesome-copilot

Interface for MCP (Model Context Protocol) servers via CLI. Use when you need to interact with external tools, APIs, or data sources through MCP servers, list available MCP servers/tools, or call MCP tools from command line.

mcp-client

TerminalSkills/skills

>-

mcp-code-mode

Kastalien-Research/thoughtbox

>

mcp-connector-setup

modu-ai/cowork-plugins

|

mcp-copilot-studio-server-generator

github/awesome-copilot

'Generate a complete MCP server implementation optimized for Copilot Studio integration with proper schema constraints and streamable HTTP support'

mcp-create-adaptive-cards

github/awesome-copilot

'Skill converted from mcp-create-adaptive-cards.prompt.md'

mcp-create-declarative-agent

github/awesome-copilot

'Skill converted from mcp-create-declarative-agent.prompt.md'

mcp-deepwiki

aahl/skills

Skills for accessing and searching docs in DeepWiki/GitHub’s public code repositories can help users understand open-source project source codes, and users can also ask questions directly about the code docs.

mcp-deploy-manage-agents

github/awesome-copilot

'Skill converted from mcp-deploy-manage-agents.prompt.md'

mcp-developer

Jeffallan/claude-skills

Use when building, debugging, or extending MCP servers or clients that connect AI systems with external tools and data sources. Invoke to implement tool handlers, configure resource providers, set up stdio/HTTP/SSE transport layers, validate schemas with Zod or Pydantic, debug protocol compliance issues, or scaffold complete MCP server/client projects using TypeScript or Python SDKs.

mcp-duckgo

aahl/skills

Skills for web search and content scraping via DuckDuckGo MCP Server. Used when users need online searching and web scraping.

mcp-graphiti-memory

beep-effect/beep-effect

DEPRECATED (2026-07-08 memory decision): Graphiti is write-frozen, read-only for historical context until the epistemic-tables bitemporal port lands. Use only for read workflows: startup checks, fact search, handshake diagnosis. New durable memory goes to Cognee.

mcp-hass

aahl/skills

The skill for control Home Assistant smart home devices and query states using MCP protocol.

mcp-implementation-security-review

github/awesome-copilot

|

mcp-installer

openakita/openakita

Install, configure, and add MCP servers to the OpenAkita system. Use when the user needs to install MCP packages (npm/pip/uvx), connect remote HTTP/SSE MCP services, set up custom local MCP servers, or manage MCP server configuration and lifecycle.

mcp-jetbrains

beep-effect/beep-effect

Use for JetBrains MCP operations in this repo, including project introspection, file access, and startup diagnosis.

mcp-lark

aahl/skills

Based on FeiShu(飞书) / Lark's OpenAPI MCP server, manage user information, chats, emails, cloud documents, multidimensional tables, tasks, calendars, etc.

mcp-local-rag

shinpr/mcp-local-rag

Search, ingest, expand chunk context, or manage local documents via a local RAG MCP server (tools: query_documents, read_chunk_neighbors, ingest_file, ingest_data, delete_file, list_files). Use when user says "search my docs", "save this page", "read around that chunk", "what did I save about X", or invokes `npx mcp-local-rag`.

mcp-management

CodeAlive-AI/ai-driven-development

Search, install, configure, update, and remove MCP servers across coding agents (Claude Code, Cursor, VS Code, Claude Desktop, Gemini CLI, Codex, Goose, Zed, and more). Supports multi-agent installation via npx add-mcp, the official MCP registry, and direct config editing.

mcp-manager

aAAaqwq/AGI-Super-Team

MCP 服务器智能管理助手。自动检测 MCP 可用性、智能开关、功能问答，提供人性化的 MCP 管理体验。

mcp-media-inbox-triage

zapier/gtm-cheat-codes

Find media, partnership, and high-intent requests buried in a shared Gmail inbox, summarize the useful ones, and route them to the right owner through Zapier MCP.

mcp-oauth-triage

alirezarezvani/claude-skills

Use when an MCP connector that used to authenticate now fails (tool calls 401 after a good token exchange, breaks after refresh, returns another account's data), before changing code. Classifies the fault with oauth_triage.py.

mcp-only

compozy/agh

Skill with MCP metadata only

mcp-patterns

softspark/ai-toolkit

MCP server design: tool schemas, resources, stdio/SSE, capability negotiation. Triggers: MCP, Model Context Protocol, JSON-RPC, stdio, SSE, Claude Desktop.

mcp-pulse

aaronjmars/aeon

Weekly tracker for the Model Context Protocol (MCP) ecosystem — new server implementations, adoption velocity, npm/GitHub signals, and protocol evolution. Thesis check — is MCP becoming the default tool-call rail for agents?

mcp-release-qa

github/awesome-copilot

Verify an MCP server before release by exercising a real protocol session, comparing runtime capabilities with source and documentation, testing failure paths, and recording reproducible evidence. Use when shipping or reviewing an MCP server, tool, resource, prompt, catalog, or install path.

mcp-security

wgpsec/AboutSecurity

|

mcp-security-audit

github/awesome-copilot

|

mcp-server-builder

alirezarezvani/claude-skills

Use when exposing an API as an MCP server or scaffolding a new MCP server in Python or TypeScript, before hand-writing tool wrappers. Generates tools from OpenAPI with openapi_to_mcp.py and validates them with mcp_validator.py.

mcp-server-patterns

affaan-m/ECC

Build MCP servers with Node/TypeScript SDK — tools, resources, prompts, Zod validation, stdio vs Streamable HTTP. Use Context7 or official MCP docs for latest API.

mcp-setup

vellum-ai/vellum-assistant

Add, authenticate, list, and remove MCP (Model Context Protocol) servers

mcp-sheet-cache-bridge

zapier/gtm-cheat-codes

Keep Zapier Tables or another MCP-connected record store as the source of truth while Google Sheets-based tools read an event-driven cache tab.

mcp-tool-developer

diegosouzapw/awesome-omni-skills

MCP Tool Developer workflow skill. Use this skill when the user needs Build Model Context Protocol (MCP) servers and tools from scratch. Full-stack MCP development with TypeScript/Python, testing, deployment, and registry publishing and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

mcp-tool-developer-v2

diegosouzapw/awesome-omni-skills

MCP Tool Developer workflow skill. Use this skill when the user needs Build Model Context Protocol (MCP) servers and tools from scratch. Full-stack MCP development with TypeScript/Python, testing, deployment, and registry publishing and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

mcp-tool-discovery

serac-labs/serac

Use tool_search to discover and enable lazy-loaded Serac MCP tools (snow_*, jira_*, github_*, etc). Explains naming conventions, search strategies, and always-available activity tools.

mcp-urgent-caller-triage

zapier/gtm-cheat-codes

Prioritize inbound client calls by reading transcripts, classifying urgency, matching callers to legal client and matter context, and preparing a callback list for human review.

mcp-visual-output

yonatangross/orchestkit

Interactive MCP visual output via @json-render/mcp. Upgrade plain JSON tool responses to interactive dashboards rendered in sandboxed iframes inside Claude, Cursor, and ChatGPT conversations. Covers createMcpApp(), registerJsonRenderTool(), CSP config, streaming, and dashboard component patterns. Use when building MCP servers that return visual output, upgrading existing MCP tools with interactive UI, or creating eval/monitoring dashboards.

mcp-vods

aahl/skills

用于追剧/追番的技能，为AI提供搜索影视播放地址的能力，并支持在小米电视上直接播放。当用户想搜索影视、动漫、短剧、综艺等节目信息或更新进度时使用此技能。

mcporter

openclaw/openclaw

List, configure, authenticate, call, and inspect MCP servers/tools with mcporter over HTTP or stdio.

mcstatus

aAAaqwq/AGI-Super-Team

生成 Agent 与 Cron 的模型配置状态报告，展示主模型、fallback 链和任务分配情况。

md-analysis-planner

HeshamFS/materials-simulation-skills

>

md-document

alirezarezvani/claude-skills

Use when converting long-form markdown (spec, RFC, report, plan) into a single-file HTML page with sticky TOC, search and code-copy. Parses with markdown_parser.py and renders with html_renderer.py using the design-system brand.

md-review

alirezarezvani/claude-skills

Use when converting a markdown code review with diff blocks and severity callouts into a two-column HTML review. Parses diffs with diff_parser.py and annotations with annotation_extractor.py; requires a named reviewer.

md-slides

alirezarezvani/claude-skills

Turn a markdown file into a single-file HTML slide deck with keyboard navigation, presenter notes and print-to-PDF. Use whenever the user wants slides or a presentation from markdown or notes.

md-to-docx

github/awesome-copilot

Convert Markdown files to professionally formatted Word (.docx) documents with embedded PNG images — pure JavaScript, no external tools required

md2pdf

KerberosClaw/kc_ai_skills

Use when the user wants to convert one Markdown file into a publication-ready A4 PDF, especially when the source may contain Mermaid diagrams, ASCII diagrams, CJK text, tables, or pandoc/weasyprint edge cases. Works by copying the source to a _pdf.md working file, converting diagrams, escaping PDF-breaking syntax, rendering with pandoc + weasyprint, then self-checking pages. NOT for batch conversion, slide decks, or editing the original Markdown in place.

md2ppt

KerberosClaw/kc_ai_skills

Use when the user wants to turn a Markdown report into a presentation-quality .pptx via interactive design decisions and a reusable hand-coded build script. Drives pre-analysis, global style choices, optional per-slide layout dialogue, python-pptx composition, and optional LibreOffice render self-check. NOT a generic auto-converter, NOT for PDF output, and NOT a fixed brand-template pipeline — brand integration is handled ad hoc through helper primitives.

md2wechat

geekjourneyx/md2wechat-skill

Convert Markdown to WeChat Official Account HTML. Use this whenever the user wants WeChat article formatting, article preview, WeChat draft upload, image generation for articles, cover or infographic generation, image-post creation, writer-style drafting, title suggestions, AI trace removal, or current discovery of supported providers, themes, prompts, and layout modules.

md2wechat-lite

geekjourneyx/md2wechat-lite

Manages md2wx CLI for converting Markdown to WeChat Official Account drafts. Use when working with WeChat article publishing, Markdown to HTML conversion, or WeChat media upload.

md2word

cat-xierluo/legal-skills

Markdown转Word文档技能。将Markdown文档转换为符合中文排版标准的专业格式Word文档，支持多种预设格式。适用于正式文档、论文、报告等需要规范排版的文档转换。

mdanalysis-trajectory

jaechang-hits/SciAgent-Skills

Analyze MD trajectories from GROMACS, AMBER, NAMD, CHARMM, LAMMPS. Reads topology/trajectory into Universe objects; supports RMSD, RMSF, radius of gyration, contact maps, H-bonds, PCA, and custom distance/angle calculations. Use for post-simulation structural analysis; use OpenMM/GROMACS for running simulations.

mdr-745-specialist

alirezarezvani/claude-skills

Use for EU MDR 2017/745 work: device classification under Annex VIII, technical file gaps (Annex II/III), clinical evaluation, PMS and PSUR cadence, notified body prep. Checks the file with mdr_gap_analyzer.py.

mdtraj-trajectory-analysis

jaechang-hits/SciAgent-Skills

mdtraj molecular dynamics trajectory analysis (Python). Reads DCD/XTC/TRR/NetCDF/H5/PDB topologies and trajectories; computes RMSD vs time, radius of gyration, per-residue RMSF, residue-residue contact frequency maps, phi/psi torsions for Ramachandran plots (general + Gly/Pro), and 8-state DSSP secondary structure. Modules: trajectory I/O, geometry (distances/angles/dihedrals), structural analysis (RMSD/Rg/RMSF/SASA), contacts, hydrogen bonds, secondary structure (DSSP), NMR observables. For broader atom-selection grammar use mdanalysis-trajectory; for running MD simulations use OpenMM/GROMACS.

measure

ghaida/intent

>

measure-dashboard-requirements

product-on-purpose/pm-skills

Specifies what questions a dashboard must answer and the metrics, visualizations, filters, and data sources it needs, so data teams build something that informs decisions rather than displaying numbers. Use when requesting a dashboard or formalizing ad-hoc reporting. For the event tracking that feeds the dashboard, use measure-instrumentation-spec instead; instrument first, visualize second.

measure-experiment-design

product-on-purpose/pm-skills

Designs an A/B test or experiment with variants, success metrics, sample size, and duration for an existing hypothesis. Use when planning an experiment to validate a product change or test an assumption you have already framed. To articulate the hypothesis itself first, use define-hypothesis.

measure-experiment-results

product-on-purpose/pm-skills

Documents the results of a completed experiment or A/B test with statistical analysis, learnings, and recommendations. Use after experiments conclude to communicate findings, inform decisions, and build organizational knowledge.

measure-instrumentation-spec

product-on-purpose/pm-skills

Specifies what analytics events to track, when they fire, and what properties to include, as a contract between product and engineering that prevents undertracked features. Use before engineering builds a feature or when auditing existing tracking for gaps. For the dashboard built on top of these events, use measure-dashboard-requirements instead.

measure-okr-grader

product-on-purpose/pm-skills

Scores completed OKR sets at cycle close with KR-level scoring per the canonical OKR type enum (committed | aspirational | learning | operational_health | compliance_or_safety), committed-vs-aspirational interpretation, evidence quality assessment, learning synthesis, and next-cycle recommendations. Refuses to retroactively change targets or shrink committed scope, average away guardrail KRs, treat 0.7 as success for committed or compliance_or_safety KRs, equate effort with impact, or use scores for individual performance. Hands off to iterate-lessons-log, iterate-retrospective, define-hypothesis, measure-dashboard-requirements, measure-instrumentation-spec, and foundation-okr-writer.

measure-survey-analysis

product-on-purpose/pm-skills

Analyze survey results into actionable PM insights. Produces persona segmentation, hypothesis validation status, thematic clustering of open-text responses, statistical confidence labels, prioritized recommendations, and what-NOT-to-conclude warnings. Refuses to overstate statistical significance from weak samples or biased instruments.

measurement-and-tolerance

Tibsfox/gsd-skill-creator

Measurement and tolerance for the trades — how dimensions are specified, measured, and verified, and how real parts are allowed to deviate from their specifications. Covers tolerance stacks, reference surfaces and datum chains, the difference between accuracy and precision, measurement tool selection by required resolution, and the discipline of stating tolerance in terms of what the fit actually requires rather than what the tool can read. Use when writing a specification, selecting measurement tools, or diagnosing a fit failure that looks like a measurement error.

measurement-error-analysis

InternScience/scp

Analyze measurement errors, uncertainties, and statistical variations in experimental data for quality control.