mcpField

Skills

96,770 packaged capabilities and playbooks for agents. Install any of them with one command.

Productivity

I
investigate-anything
investigate-anything
useosint / skills

Start-here router and tradecraft baseline for any investigation into a person, company, domain, image or selector. Sets authorised scope, turns a vague request into an answerable intelligence question, writes a collection plan, picks the right workflow for the starting selector, and applies source grading and competing-hypothesis discipline. Use for "investigate this person or company", "do OSINT on X", "where do I start", or any open-source intelligence, due diligence, background or attribution task. Applies across due diligence, fraud, threat intelligence, journalism and compliance. Reference at useosint.com/skills/investigate-anything.

Productivity1.8k
G
graph-the-network
graph-the-network
useosint / skills

Build an entity-relationship link-analysis graph of an investigation — nodes, typed edges carrying source and confidence, aliases, and temporal validity — to expose shared infrastructure, bridging nodes and the real principal behind a frontman. Covers Maltego, Neo4j and Cypher, Gephi, centrality and community detection, and entity resolution. Use when an investigation has outgrown a list and needs a graph, or when asked how a set of people, companies and domains connect. Applies to fraud-ring and shell-network detection, AML and sanctions-evasion analysis, and complex corporate-structure work. Reference at useosint.com/skills/graph-the-network.

Data & databases1.8k
C
clickup
clickup
civitai / civitai

Interact with ClickUp tasks and documents - get task details, view comments, create and manage tasks, create and edit docs. Use when working with ClickUp task/doc URLs or IDs.

Productivity1.8k
P
pattern-of-life-from-socials
pattern-of-life-from-socials
useosint / skills

Deep-dive a subject's social media presence — profile metadata, follower and mutual network, content analysis, and posting-time pattern of life across Instagram, Facebook, X/Twitter, TikTok, LinkedIn, Reddit, Telegram and Discord. Use when profiling a social account, mapping someone's associates, inferring a subject's timezone or routine from their posts, or archiving a profile before it is deleted. Applies to threat assessment and executive protection, insider-threat investigation, pre-litigation research, and personal exposure audits — with explicit limits on profiling uninvolved third parties. Reference at useosint.com/skills/pattern-of-life-from-socials.

Productivity1.8k
R
research-planning
research-planning
lingzhi227 / agent-research-skills

Design research plans and paper architectures. Given a research topic or idea, generate structured plans with methodology outlines, paper structure, dependency-ordered task lists, UML diagrams, and experiment designs. Use when starting a new research project or paper.

Productivity1.8k
A
autoskill
autoskill
k-dense-ai / scientific-agent-skills

Analyzes user-requested Screenpipe history windows to detect repeated research workflows, match existing scientific skills, and stage new skill drafts or composition recipes for review. Requires a reachable Screenpipe HTTP API, normally on localhost:3030. Detection and embedding inference run locally; the selected LLM receives redacted app/title cluster summaries and matched skill descriptions. Use only when the user explicitly asks to analyze their recent work and propose skills.

Agent workflows1.7k
T
track-planes-and-ships
track-planes-and-ships
useosint / skills

Track aircraft and vessels from public ADS-B and AIS broadcasts using ADS-B Exchange, Flightradar24, FlightAware, MarineTraffic, VesselFinder and Equasis. Use when following a tail number or flight, looking up an ICAO 24-bit hex code, registration or callsign, tracing a ship by IMO number or MMSI, checking a flag of convenience or port-call history, finding who owns a private jet or vessel, or analysing AIS gaps and dark-fleet behaviour. Applies to sanctions-evasion detection, trade and supply-chain compliance, asset tracing and recovery, and investigative journalism. Reference at useosint.com/skills/track-planes-and-ships.

Productivity1.7k
B
bib-search-citation
bib-search-citation
bahayonghang / academic-writing-skills

Search and cite from local BibTeX/BibLaTeX .bib libraries, including Zotero exports. Use to find, filter, preview, export, or generate LaTeX/Typst citation snippets by topic, author, year, venue, DOI, arXiv ID, keywords, abstract, fields, recency, or claim support. Do not use for manuscript writing or polishing.

Productivity1.7k
W
who-really-owns-it
who-really-owns-it
useosint / skills

Research companies, directors, shareholders, and ultimate beneficial ownership in official corporate registries, filings, and offshore datasets—OpenCorporates, UK Companies House and the PSC register, SEC EDGAR, US Secretary of State registries, EU business registers, GLEIF LEI records, OpenOwnership, OpenSanctions, and the ICIJ Offshore Leaks database. Use when asked who owns or controls a company, to find a person's other directorships, or to untangle a group structure. Applies to KYB and UBO verification, AML and sanctions screening, nominee and shell-company detection, procurement integrity, and M&A diligence. Reference at useosint.com/skills/who-really-owns-it.

Productivity1.7k
W
wiki-dedup
wiki-dedup
ar9av / obsidian-wiki

Detect and merge wiki pages representing the same concept under different names. Use for page-identity deduplication and consolidation. Destructive merges require confirmation; not for link repair or general linting.

Productivity1.7k
R
research-paper-writing
research-paper-writing
master-cai / research-paper-writing-skills

Improve academic paper writing quality for ML/CV/NLP-style papers with clear section structure, paragraph flow, and reviewer-facing presentation. Use when drafting or revising Abstract, Introduction, Related Work, Method, Experiments, or Conclusion; polishing figures/tables; checking claim-support alignment; or performing self-review before submission.

Documents1.7k
R
research-repository
research-repository
owl-listener / designer-skills

Build a repository that makes findings findable, reusable, and cumulative across teams. Use when the same research keeps getting redone. For synthesising one study, use `affinity-diagram`.

Design & UI1.7k
P
product-sense-interview-answer
product-sense-interview-answer
deanpeters / product-manager-skills

Structure a spoken PM product-sense answer with assumptions, segmentation, pain-point prioritization, and MVP tradeoffs. Use when practicing design, improve, or build-next interview questions.

Productivity1.7k
F
feishu

No description yet

Productivity1.7k
W
where-was-this-taken
where-was-this-taken
useosint / skills

End-to-end workflow to establish where and when a photo or video was captured and whether it is authentic — evidentiary handling, metadata extraction, reverse image search for provenance, visual geolocation, chronolocation from shadows, and manipulation checks, ending in a location finding with a stated confidence radius. Use when asked to verify where an image was taken, confirm or refute a claimed location or date, or authenticate media before relying on it. Applies to insurance claims, litigation evidence, disinformation analysis, and conflict and human-rights documentation. Reference at useosint.com/skills/where-was-this-taken.

Productivity1.7k
P
product-planner
product-planner
buildgreatproducts / builder-os

A vision intake conversation followed by the generation of three product documents — `docs/product-vision.md` (strategy and brand), `docs/prd.md` (technical spec for coding agents), and `docs/product-roadmap.md` (phased build plan with task checkboxes). Also captures the founder's answers as `docs/VISION.md`. Use when the founder says “plan my product”, “plan a product”, “define my vision”, “generate a PRD”, “create a roadmap”, “spec out my idea”, “help me build something”, or wants to turn an idea into shippable spec documents.

Productivity1.7k
B
browsing-with-playwright
browsing-with-playwright
bilalmk / todo_correct

Browser automation using Playwright MCP. Navigate websites, fill forms, click elements, take screenshots, and extract data. Use when tasks require web browsing, form submission, web scraping, UI testing, or any browser interaction. NOT when only fetching static content (use curl/wget instead).

Productivity1.7k
I
idea-validator
idea-validator
buildgreatproducts / builder-os

Pressure-tests a product idea before the founder invests in planning, building, or launching. Surfaces fatal flaws, tests whether the problem is real, maps real competition (including current behavior), plans first 10 customers, defines a 2-week MVP test, returns a strong/weak/pivot verdict, then sharpens `docs/product-idea.md` based on the founder's direction calls. Use when the founder says “validate my idea”, “pressure-test”, “is this idea good”, “find fatal flaws”, “stress test my idea”, or otherwise wants to evaluate an idea before committing.

Marketing & growth1.7k
E
exa-search
exa-search
k-dense-ai / scientific-agent-skills

Searches scientific and technical web content with Exa and extracts page or PDF text from URLs in batches. Supports scholarly discovery with the publication category and academic domain filters. Applies to requests to search the web, look up current research, fetch a page, or extract an article using Exa.

Productivity1.7k
G
google-like-a-spy
google-like-a-spy
useosint / skills

Craft advanced search-engine queries and Google dorks to surface hidden files, documents and mentions. Covers site:, filetype:, inurl:, intitle:, intext: and before:/after: operators, verbatim search, exposed directory listings, config files, backups and open S3 buckets, and the operator differences between Google, Bing, DuckDuckGo and Yandex. Use when building a Google dork, hunting a leaked document, or searching paste sites and document repositories for a name, email or selector. Applies to data-exposure audits, pre-engagement reconnaissance, competitive and regulatory research, and insider-leak investigation. Reference at useosint.com/skills/google-like-a-spy.

Security1.7k
I
idea-generator
idea-generator
buildgreatproducts / builder-os

Guided discovery of a product idea by mining what the founder already knows or already does — covers source selection (business vs. expertise), context capture, pattern synthesis, candidate scorecard, and writes `docs/product-idea.md`. Use when the founder says "generate an idea", "help me find an idea", "what should I build", "product idea from my business", "product idea from my expertise", or otherwise needs to discover a product concept worth building.

Productivity1.7k
S
survey-generation
survey-generation
lingzhi227 / agent-research-skills

Generate complete academic survey papers using multi-LLM parallel outline generation, RAG-based subsection writing, citation validation, and local coherence enhancement. Based on AutoSurvey pipeline. Use for writing comprehensive literature surveys.

Documents1.7k
G
grilling
grilling
pandoscope / skills

Grill the user about a plan, decision, or idea via scored multiple-choice questions. Use when the user wants to stress-test their thinking or uses any “grill” trigger phrase.

Agent workflows1.7k
M
mama

Mom-nagging mode — Chinese-style mom reminders for productivity coaching. The underlying behavior remains structured troubleshooting, evidence first, and quality checks for completion.

Productivity1.7k
I
images-search
images-search
brave / brave-search-skills

USE FOR image search. Returns images with title, source URL, thumbnail. Supports SafeSearch filter. Up to 200 results.

Creative & media1.7k
M
mcpa-certification
mcpa-certification
rohitg00 / ai-engineering-from-scratch

AI-native tutor and onboarding workflow for the MCPA (Model Context Protocol Associate) certification in AI Engineering from Scratch. Use when a learner wants to prepare for the MCPA, resume their certification path, learn the next lesson interactively, run and verify practical labs, take the diagnostic or a full mock, or remediate weak exam domains from GitHub with Claude Code, Codex, ChatGPT, Cursor, or another agent.

Development1.7k
D
developer-growth-analysis
developer-growth-analysis
composio-community / awesome-claude-plugins

Analyzes your recent Claude Code chat history to identify coding patterns, development gaps, and areas for improvement, curates relevant learning resources from HackerNews, and automatically sends a personalized growth report to your Slack DMs

Productivity1.7k
T
telegram-reader
telegram-reader
himself65 / finance-skills

Read Telegram channels and groups for financial news and market research with the tdl CLI: list chats and channels, find a channel by name, and export recent messages or a date or ID range. Use this skill whenever the user wants to check their Telegram, see what's new in their channels, read or export messages from a news, crypto, or trading channel or group, or gather market news and signals posted on Telegram. Read-only: it cannot send messages or join or leave channels.

Productivity1.7k
T
todoist-api
todoist-api
intellectronica / agent-skills

This skill provides instructions for interacting with Todoist using the td CLI tool. It covers CRUD operations for tasks/projects/sections/labels/comments, and requires confirmation before destructive actions. Use this skill when the user wants to read, create, update, or delete Todoist data.

Productivity1.7k
R
running-decision-processes
running-decision-processes
refoundai / lenny-skills

Help users run effective decision-making processes. Use when someone is facing a high-stakes decision, dealing with analysis paralysis, needs to align stakeholders on a choice, or wants to establish decision frameworks like DACI or RAPID.

Productivity1.7k
A
agentmail-cli
agentmail-cli
agentmail-to / agentmail-skills

Operate AgentMail from a shell with the official CLI. Use when the user wants commands for listing or creating inboxes, reading or searching mail, sending or replying, managing drafts, or scripting JSON/YAML output; do not use for SDK code, MCP setup, or framework adapters.

Productivity1.7k
N
news-search
news-search
brave / brave-search-skills

Use for news search. Returns news articles with title, URL, description, age, thumbnail, profile. Supports freshness and date range filtering, SafeSearch filter and Goggles for custom ranking.

Productivity1.7k
O
obsidian
obsidian
bitbonsai / mcpvault

Activate when the user mentions their Obsidian vault, notes, tags, frontmatter, daily notes, backup, or sync. Route operations across MCP, Obsidian CLI/app actions, and git sync with safe defaults.

Productivity1.6k
R
related-work-writing
related-work-writing
lingzhi227 / agent-research-skills

Write Related Work sections that compare and contrast prior work with your approach. Organize by theme, cite broadly, and explain how your work differs. Use when writing or improving the Related Work section of a paper.

Documents1.6k
D
day2-create-context-sync-skill
day2-create-context-sync-skill
ai-native-camp / camp-1

AI Native Camp Day 2 Context Sync 스킬 만들기. 여러 외부 도구에서 컨텍스트를 수집하여 하나의 sync 문서로 만드는 나만의 스킬을 직접 구축한다. "2일차", "Day 2", "context sync", "컨텍스트 싱크", "sync 스킬", "스킬 만들기", "정보 수집 스킬" 요청에 사용.

Agent workflows1.6k
C
call-list
call-list
anthropics / knowledge-work-plugins

Builds today's call list. Runs lead-triage to rank the top-5 leads most worth calling, supplies talking points from email history, blocks time on the calendar, and drafts follow-up messages. Trigger on "call list," "who am I calling today," "top five to call today," or "block time for calls." An owner who wants leads scored or ranked with no calendar blocks routes to lead-triage directly. Accepts optional count and date arguments.

Marketing & growth1.6k
P
planning-under-uncertainty
planning-under-uncertainty
refoundai / lenny-skills

Help users plan products and strategy when outcomes are unpredictable. Use when someone is dealing with ambiguous timelines, building in fast-moving markets, planning AI/ML projects, or asking how to make commitments when they don't know what will happen.

Productivity1.6k
B
baidu-drive
baidu-drive
baidu-netdisk / bdpan-storage

Baidu Drive file management and content capabilities — upload, download, save to drive, share, search files, search text snippets, read full file contents, move, copy, rename, and create folders. Also supports Agent memory backup/restore (kimiclaw/maxclaw/qclaw/openclaw). TRIGGER: The user mentions "百度网盘/bdpan/网盘/云盘/baidu drive/Baidu Drive" in connection with file operations, or mentions memory-related operations such as "备份记忆", "恢复记忆", or "查看记忆备份". DO NOT TRIGGER: Non-file-storage operations or use of other cloud drive services; local memory organization/cleanup; PPT generation (now a separate baidu-wenku-aippt skill).

Productivity1.6k
M
monday-brief
monday-brief
anthropics / knowledge-work-plugins

Runs the owner's Monday morning briefing as a two-link chain — business-pulse for the cross-connector snapshot of cash, sales, and pipeline, and report-builder for any saved KPI reports the owner has already defined — then reads the week ahead straight from Calendar and mail and merges all three parts into a single one-page Monday document, delivered per the owner's stored output preference. Requires no connectors and degrades gracefully, building from whatever of the ledger (MYOB, NetSuite, QuickBooks, Xero, or Zoho Books), Calendar, DocuSign, Expensify, Gmail or M365, HubSpot, PayPal, Ramp, RingEx Chat, Shopify, Slack, Stripe, and TikTok Ads is connected, or from pasted and uploaded data when none are. Trigger on "Monday brief," "start my week," "what do I need to know this week," "weekly briefing," "catch me up before Monday," or when the owner schedules a recurring start-of-week update.

Productivity1.6k
S
setup-sandbox
setup-sandbox
recoupable / setup-sandbox

Set up the initial file system for a new sandbox. Fetches the account's organizations and artists via the Recoup CLI and scaffolds the folder structure. Use when a sandbox has just been created and has no existing file system. Before running, check if the sandbox already has an orgs/ directory—if it does, this skill is not needed.

Productivity1.6k
S
smb-onboard
smb-onboard
anthropics / knowledge-work-plugins

Claude as the trainer. Walks an SMB owner through connecting their first two tools, runs one recipe to prove immediate value, interviews them about their business (industry, size, top three headaches), stores that context persistently so every other skill benefits, and sets a weekly check-in cadence. Use when the owner is getting started or says any of: "set me up," "setup," "help me get set up," "get started," "help me get started," "get me started," "what can you do," "I'm new to this," or is in their first session.

Agent workflows1.6k
S
storage-analyzer
storage-analyzer
kkkkhazix / khazix-skills

Read-only storage analysis assistant for macOS / Windows (automatically detects the system). Scans disk usage across the entire computer, identifies what is taking up space, classifies each item into three levels—🟢 safe to clean automatically / 🟡 requires human judgment / 🔴 clean with caution—and provides actionable recommendations. Generates a polished, collapsible interactive HTML report with one-click command copying, and can launch a local service to delete items from a web page with one click (move to Trash/delete permanently). Scanning is read-only throughout. Always use in these situations: the user says “storage analysis,” “disk full,” “C drive/hard drive full,” “not enough space,” “free up space,” “clean disk,” “taking up space,” “what’s taking up space,” “help me check storage,” “check computer storage/space,” “storage space,” “computer is low on space,” “memory full/not enough/insufficient,” “check memory/storage” (in colloquial Chinese, “memory” often means storage), “disk cleanup,” “clear cache,” or “磁盘清理”; or complains that the computer is out of space, wants to know what is using the disk, or wants cleanup recommendations. Note: if the user explicitly means RAM (e.g. “which process is using memory,” “high memory usage,” or wants to view Activity Monitor), that is RAM, not storage, and is outside this skill.

Productivity1.6k
W
wechat-article-search
wechat-article-search
wuchubuzai2018 / expert-skills-hub

A skill for searching WeChat Official Account articles. Uses WeChat search to retrieve article lists covering Chinese-language topics such as technology/AI, social affairs, finance, education, and careers. Search by keyword and return titles, summaries, publication times, source accounts, and links. Use when users need to find WeChat Official Account articles, compile references, or quickly get article information

Productivity1.6k
F
feishu-lark
feishu-lark
openclaudia / openclaudia-skills

Send messages and interactive cards to Feishu (飞书) and Lark channels via webhooks or Bot API. Create rich-text announcements, marketing updates, and team notifications. Trigger phrases: "post to feishu", "feishu message", "lark message", "feishu webhook", "lark webhook", "send to feishu", "send to lark", "feishu bot", "lark bot", "飞书", "飞书机器人"

Productivity1.6k
P
post-mortems-retrospectives
post-mortems-retrospectives
refoundai / lenny-skills

Help users run effective post-mortems and retrospectives. Use when someone is reviewing a project that succeeded or failed, wants to establish learning practices, is dealing with failure aftermath, or needs to improve team learning loops.

Productivity1.6k
W
working-backwards
working-backwards
refoundai / lenny-skills

Help users apply the working backwards methodology. Use when someone is defining a new product, writing a PR/FAQ, planning from a future state, or trying to clarify a product's value proposition before building.

Productivity1.6k
C
cangjie-skill
cangjie-skill
kangarooking / cangjie-skill

Distill a book, long-video transcript, podcast, course, or interview into a coherent set of executable skills. Use when the user asks to "拆书" / "蒸馏一本书" / "把 XX 书做成 skill" / "把这个视频/播客/课程蒸馏成 skill" / "turn a book or video into skills" — i.e. wants the frameworks, principles, and methodologies in long-form content extracted into atomic, reusable Claude skills that an agent can invoke in real-world situations. NOT for simple summarization, book reviews, or role-playing as the author (that is nuwa-skill's job).

Agent workflows1.6k
W
wiki-context-pack
wiki-context-pack
ar9av / obsidian-wiki

Produce a token-bounded, citation-ready context slice from an existing Obsidian vault for a downstream agent or task. Use for "/wiki-context-pack", "use my vault as context", "context slice for X", "pack the wiki for my agent", or "bounded context for Y".

Agent workflows1.6k
M
microsoft-sharepoint
microsoft-sharepoint
membranedev / application-skills

Microsoft Sharepoint integration. Manage Sites. Use when the user wants to interact with Microsoft Sharepoint data.

Documents1.6k
G
gtm-board-and-investor-communication
gtm-board-and-investor-communication
github / awesome-copilot

Board meeting preparation, investor updates, and executive communication. Use when preparing board decks, writing investor updates, handling bad news with the board, structuring QBRs, or building board-level metric discipline. Includes the "Three Things" narrative model, the 4-tier metric hierarchy, and the pre-brief pattern that prevents board surprises

Productivity1.6k
C
cross-functional-collaboration
cross-functional-collaboration
refoundai / lenny-skills

Help users work effectively across functions. Use when someone is navigating PM-engineering relationships, resolving cross-team conflicts, building product trios, or improving handoffs between design, engineering, and product.

Productivity1.6k
M
managing-timelines
managing-timelines
refoundai / lenny-skills

Help users set and hit realistic deadlines. Use when someone is planning project timelines, struggling to hit deadlines, dealing with timeline pressure from stakeholders, or trying to improve estimation accuracy.

Productivity1.6k
S
scoping-cutting
scoping-cutting
refoundai / lenny-skills

Help users scope projects and cut features effectively. Use when someone is defining an MVP, dealing with scope creep, trying to ship faster, or needs to make tradeoffs about what to build

Development1.6k
A
atomic-decomposition
atomic-decomposition
lingzhi227 / agent-research-skills

Decompose research ideas into atomic, self-contained concepts with bidirectional math-code mapping. For each concept, extract the math formula from papers and find code implementations. Use for complex system papers requiring formal grounding.

Development1.6k
I
ima-copilot
ima-copilot
daymade / claude-code-skills

Installs, diagnoses, repairs, and personalizes the official Tencent IMA skill (a wrapper around upstream ima-skill, not a replacement), including fan-out search across IMA knowledge bases with priority boosting. Use when the user mentions IMA / 腾讯 IMA / ima-skill, needs IMA API key setup, 知识库搜索 / 笔记搜索, imports URLs into a KB to extract content, or hits "Skipped loading skill(s) due to invalid SKILL.md" (ima-skill's missing-YAML-frontmatter bug).

Productivity1.6k
E
energy-management
energy-management
refoundai / lenny-skills

Help users manage their energy for sustained performance. Use when someone is feeling burned out, trying to find their zone of genius, scheduling for productivity, or identifying what drains vs energizes them.

Productivity1.6k
D
dingtalk-message
dingtalk-message
breath57 / dingtalk-skills

Send DingTalk messages. Use this skill when the user mentions “DingTalk message,” “send a message,” “send a notification,” “group notification,” “group message,” “Webhook,” “bot message,” “send a bot message,” “work notification,” “direct message,” “group chat message,” “recall a message,” “message read status,” “send Markdown,” “send a card message,” “ActionCard,” “@someone,” “@employee,” “at someone,” “remind someone,” “dingtalk message,” “send message,” “robot message,” or “work notification.” Supports all messaging operations, including custom group Webhook bots (text/Markdown/ActionCard/Link/FeedCard + signing + @someone), direct and group messages from enterprise app bots, message recall, read-status checks, and work notifications.

Productivity1.6k
H
having-difficult-conversations
having-difficult-conversations
refoundai / lenny-skills

Help users navigate tough feedback, performance conversations, and conflict. Use when someone needs to give hard feedback, have a performance conversation, fire someone, address conflict with a colleague, or deliver disappointing news like a denied promotion

Productivity1.6k
S
startup-validator
startup-validator
ailabs-393 / ai-labs-claude-skills

Comprehensive startup idea validation and market analysis tool. Use when users need to evaluate a startup idea, assess market fit, analyze competition, validate problem-solution fit, or determine market positioning. Triggers include requests to "validate my startup idea", "analyze market opportunity", "check if there's demand for", "research competition for", "evaluate business idea", or "see if my idea is viable". Provides data-driven analysis using web search, market frameworks, competitive research, and positioning recommendations

Marketing & growth1.6k
C
claude-for-safari
claude-for-safari
sdlll / claude-for-safari

Control the user's real Safari browser on macOS through AppleScript, page JavaScript, screenshots, and carefully verified System Events input. Use when an agent needs to inspect or operate the user's existing Safari tabs and login sessions, including reading pages, navigating, clicking, filling non-sensitive forms, taking screenshots, observing page-level fetch/XHR metadata, or troubleshooting Safari-specific UI behavior.

Agent workflows1.6k
1021–1080 of 9,456

New to MCP?

From what the protocol is to installing your first server, these answers cover most first questions.

An open protocol that defines how AI applications connect to external tools and data in a uniform way. Clients talk to the model; MCP servers provide tools, resources and prompt templates. They exchange standard messages, so one server can be reused by many clients.