mcpField

Skills

96,981 packaged capabilities and playbooks for agents. Install any of them with one command.

Development

R
react-spring-physics
react-spring-physics
freshtechbro / claudedesignskills

Physics-based animation library combining React Spring (spring dynamics, gesture integration, 60fps animations) and Popmotion (low-level composable animation utilities, reactive streams). Use when building fluid, natural-feeling UI animations, gesture-driven interfaces, physics simulations, or spring-loaded interactions. Triggers on tasks involving React Spring hooks, spring physics, inertia scrolling, physics-based motion, animation composition, or natural UI movements. Alternative physics approach to motion-framer for more physically accurate animations.

Design & UI2.5k
L
likec4-dsl

Use when working with `.c4`/`.likec4` files or LikeC4 CLI/config questions where exact DSL/CLI syntax is required, especially for strict command/snippet-first answers, validate/export flags, predicates `*`/`_`/`**`, deployment snippets, dynamic views, or relationship extension matching

Development2.5k
D
docs-demo
docs-demo
remotion-dev / remotion

Add an interactive demo to the Remotion documentation. Use when creating a new <Demo> component for docs pages.

Development2.5k
S
speckit-plan
speckit-plan
dceoy / speckit-agent-skills

Execute the implementation planning workflow using the plan template to generate design artifacts.

Development2.5k
A
ast-grep-outline
ast-grep-outline
ast-grep / agent-skill

Use when exploring or modifying a codebase and you need a cheap structural map of files, directories, imports, exports, or direct members before reading full source.

Development2.5k
B
beisen-shared

Shared infrastructure for the Beisen HR CLI. This Skill is a prerequisite for all beisen-* domain Skills. It provides CLI installation checks (run only at the first conversation in a session), SSO authentication (triggered as needed by the CLI returning HTTP 401 + CLI_AUTH_005), identity and permission guidance, a high-risk operation gate protocol (exit 10, effective after write methods go live), HR data classification and display policies, a JSON output contract, and general error-handling policies. When any beisen-* Skill is triggered, this Skill must be read first to ensure the environment is ready.

Development2.5k
U
uv
uv
google-deepmind / science-skills

Checks whether the uv Python package manager is installed and installs it if missing. Ensures uv is on PATH. Use when another skill requires uv as a prerequisite.

Development2.5k
P
pr-review-comments
pr-review-comments
giuseppe-trisciuoglio / developer-kit

Posts review findings from a JSON file as inline comments on a GitHub Pull Request, attaching each comment to its file and line. Use when you have a list/JSON of review findings (each with a file path, line number, and a message such as summary/failure_scenario) and want them published on a PR as inline review comments. Triggers include "post these review comments on the PR", "associate comments to files in the PR", "publish review findings to PR #N", or having a JSON array of {file, line, summary} to turn into PR comments.

Testing & quality2.5k
V
vite
vite
onmax / nuxt-skills

Vite build tool configuration, plugin API, SSR, and Vite 8 Rolldown migration. Use when working with Vite projects, vite.config.ts, Vite plugins, or building libraries/SSR apps with Vite

Development2.5k
M
migrate-xml-views-to-jetpack-compose
migrate-xml-views-to-jetpack-compose
android / skills

Provides a structured workflow for migrating an Android XML View to Jetpack

Development2.5k
C
crash-analytics
crash-analytics
appeeky / aso-skills

When the user wants to monitor, triage, or reduce their app's crash rate — including setting up Crashlytics, prioritizing which crashes to fix first, interpreting crash data, and understanding how crashes affect App Store ranking. Use when the user mentions "crash", "crashlytics", "crash rate", "ANR", "app not responding", "crash-free sessions", "crash-free users", "symbolication", "stability", "firebase crashes", "app crashing", or "crash report". For overall analytics setup, see app-analytics.

Testing & quality2.5k
E
ethskills
ethskills
austintgriffith / ethskills

Use when a request involves Ethereum, the EVM, or blockchain systems. Applies to building, auditing, deploying, or interacting with smart contracts, dApps, wallets, or DeFi protocols. Covers Solidity development, contract addresses, token standards (ERC-20, ERC-721, ERC-4626, etc.), Layer 2 networks (Base, Arbitrum, Optimism, zkSync, Polygon), and integrations with DeFi protocols such as Uniswap, Aave, and Curve. Includes topics such as gas costs, contract decimals, oracle safety, reentrancy, MEV, bridging, wallets, querying data from onchain, production deployment, and protocol evolution (EIP lifecycle, fork tracking, upcoming changes).

Development2.4k
N
new-modular-project
new-modular-project
modular / skills

Creates a new Mojo or MAX project. Use when wanting to start a new Mojo or MAX project, initializing the `pixi` or `uv` environment to use Mojo or MAX, or when the user wants to begin a new Mojo or MAX project from scratch.

Development2.4k
N
nextjs-seo
nextjs-seo
laguagu / claude-code-nextjs-skills

Next.js App Router SEO implementation and audits. Use for metadata and social images, sitemap/robots, canonicals and localization, structured data, Core Web Vitals evidence, AI crawler policy or search-indexing diagnosis. Not for general Next.js feature work unrelated to SEO

Marketing & growth2.4k
S
speckit-tasks
speckit-tasks
dceoy / speckit-agent-skills

Generate an actionable, dependency-ordered tasks.md for the feature based on available design artifacts.

Development2.4k
S
sentry-sdk-skill-creator
sentry-sdk-skill-creator
getsentry / sentry-for-ai

Create a complete Sentry SDK skill bundle for any platform. Use when asked to "create an SDK skill", "add a new platform skill", "write a Sentry skill for X", or build a new sentry-<platform>-sdk skill bundle with wizard flow and feature reference files.

Agent workflows2.4k
S
service-digital-engagement-deployment-configure
service-digital-engagement-deployment-configure
forcedotcom / sf-skills

Configures Embedded Messaging Deployments for Messaging for In-App and Web (MIAW). Use when the user needs to create a new embedded messaging deployment from scratch using Connect API with defaults, or update an existing deployment's settings using Metadata API. Produces Connect API request payloads for new deployments and EmbeddedServiceConfig metadata XML for updates. TRIGGER when the user mentions embedded messaging deployment, embedded service deployment, MIAW deployment, messaging widget setup, chat widget configuration, embedded chat deployment, or references a .EmbeddedServiceConfig-meta.xml file. DO NOT TRIGGER when the user is creating a messaging channel (use service-digital-engagement-channel-configure), configuring legacy Live Agent embedded service, or generating the JavaScript code snippet for website embedding.

Development2.4k
S
setup-ts-deep-modules
setup-ts-deep-modules
vinvcn / mattpocock-skills-zh-cn

Wire dependency-cruiser into a TypeScript repo so every package becomes a deep module: implementation hidden in subfolders, reachable only through entry-point files. User-invoked.

Development2.4k
Q
qwen-agent
qwen-agent
thananon / 9arm-skills

Delegate menial, well-scoped coding tasks to a cheap Qwen-backed subagent via the `claude-9arm` command instead of burning Claude tokens/quota. Use when the work is mechanical and low-risk — bulk renames, formatting, boilerplate, find-replace, grep-style search & summarization, reading/condensing logs or files, test/docstring/comment scaffolding, or running builds/linters/tests and reporting pass-fail. Also use when the user says "use qwen", "delegate this", "send it to 9arm/qwen", or "do this cheaply". Do NOT use for architecture, design, debugging judgment, security-sensitive edits, or anything needing this conversation's context.

Agent workflows2.4k
R
roblox-studio-mcp
roblox-studio-mcp
tabooharmony / roblox-brain

Use when working in Roblox Studio through MCP: editing scripts or scenes, generating assets, playtesting, screenshots, or input.

Development2.4k
A
audit-speed
audit-speed
calm-north / seojuice-skills

Deep Core Web Vitals and page speed audit. Use when the user asks about page speed, Core Web Vitals, LCP, CLS, INP, FCP, TTFB, Lighthouse scores, why a page is slow, performance optimization, or resource size analysis. For broader technical SEO issues, see diagnose-seo.

Testing & quality2.4k
A
ascii-animation
ascii-animation
iart-ai / web-animation-skills

This skill should be used when the user asks to "make an ASCII animation", "build a terminal/CLI intro or loader", "convert an image or video to ASCII art", "add an ASCII shader/post-effect to a canvas or Three.js scene", "create retro/hacker text-character motion", or "animate text characters with a brightness ramp". Covers generative ASCII fields, image/video/3D-to-ASCII, and animated character art for both web and terminal.

Creative & media2.4k
D
deepstream-dev
deepstream-dev
nvidia / skills

NVIDIA DeepStream SDK development with Python pyservicemaker API. Use when building video analytics pipelines, GStreamer-based video processing, TensorRT inference integration, object detection/tracking, or Kafka/message broker integration.

Development2.4k
A
app-clips
app-clips
appeeky / aso-skills

When the user wants to implement, optimize, or use App Clips for app discovery and conversion. Use when the user mentions "App Clip", "app clip code", "mini app", "instant app", "App Clip card", "App Clip link", "no download required", "instant experience", or wants to understand how App Clips appear in App Store search. For general App Store discoverability, see aso-audit. For marketing campaigns, see ua-campaign.

Marketing & growth2.4k
F
fusion-github-review-resolution
fusion-github-review-resolution
equinor / fusion-skills

Resolves unresolved GitHub PR review threads end-to-end: evaluates whether each review comment is correct, applies a targeted fix when valid, replies with rationale when not, commits, and resolves the thread. USE FOR: unresolved review threads, PR review feedback, changes requested PRs, PR review URLs (#pullrequestreview-...), fix the review comments, close the open threads, address PR feedback. DO NOT USE FOR: summarizing feedback without code changes, creating new PRs, or read-only branches.

Testing & quality2.4k
B
barba-js
barba-js
freshtechbro / claudedesignskills

Page transitions library for creating fluid, smooth transitions between website pages. Use this skill when implementing page transitions, creating SPA-like experiences, adding animated route changes, or building websites with smooth navigation. Triggers on tasks involving Barba.js, page transitions, routing, view management, transition hooks, GSAP integration, or smooth page navigation. Works with gsap-scrolltrigger for transition animations.

Design & UI2.4k
F
fix-ci
fix-ci
cursor / plugins

Find failing PR checks, inspect logs or external check links, and apply focused fixes

Cloud & DevOps2.4k
P
platform-mcp-tool-widget-coordinate
platform-mcp-tool-widget-coordinate
forcedotcom / sf-skills

Orchestrate object-based Lightning Type + HXL widget generation to render the output of a custom MCP server tool backed by an Apex Invocable Action. TRIGGER only when the prompt EXPLICITLY involves rendering an MCP tool result: user says 'MCP server', 'MCP tool', 'custom MCP server', references a tool 'output schema' / 'tool output' / 'outputValues' envelope, names an 'invocable action' backing an MCP tool, or asks to build a widget or rich UI rendition for the output of an Apex-invocable-backed MCP tool. DO NOT TRIGGER when: customizing an Apex-backed agent action output (use platform-lightning-type-widget-coordinate), authoring only a Custom Lightning Type (use platform-custom-lightning-type-generate), authoring only an Apex class (use platform-apex-generate), or building a standalone widget with no Lightning Type or MCP tool involved (use platform-widget-generate).

Design & UI2.4k
S
speckit-implement
speckit-implement
dceoy / speckit-agent-skills

Execute the implementation plan by processing and executing all tasks defined in tasks.md

Development2.4k
E
engineering-skills
engineering-skills
alirezarezvani / claude-skills

Index of the engineering-team skills bundle for Claude Code, Codex, Gemini CLI, Cursor, OpenClaw, and 6 more tools. Architecture, frontend, backend, QA, DevOps, security, AI/ML, data engineering, Playwright, Stripe, AWS, MS365 (stdlib-only Python tools). Use when browsing or choosing among engineering-team role skills — load only the one specialist SKILL.md you need, never bulk-load the bundle.

Development2.4k
B
building-omnistudio-integration-procedure
building-omnistudio-integration-procedure
forcedotcom / sf-skills

OmniStudio Integration Procedure creation and validation with 110-point scoring. Use this skill when building server-side process orchestrations that combine Data Mapper actions, Apex Remote Actions, HTTP callouts, and conditional logic. TRIGGER when: user creates Integration Procedures, adds Data Mapper steps, configures Remote Actions, or reviews existing IP configurations. DO NOT TRIGGER when: building OmniScripts (use building-omnistudio-omniscript), creating Data Mappers directly (use building-omnistudio-datamapper), or analyzing cross-component dependencies (use analyzing-omnistudio-dependencies).

Development2.4k
B
building-omnistudio-callable-apex
building-omnistudio-callable-apex
forcedotcom / sf-skills

Salesforce Industries Common Core (OmniStudio/Vlocity) Apex callable generation and review skill with 120-point scoring. Use when creating, reviewing, or migrating Industries callable Apex implementations. TRIGGER when: user creates or reviews System.Callable classes, migrates VlocityOpenInterface or VlocityOpenInterface2, or builds Industries callable extensions used by OmniStudio, Integration Procedures, or DataRaptors. DO NOT TRIGGER when: generic Apex classes or triggers (use generating-apex), building Integration Procedures (use building-omnistudio-integration-procedure), authoring OmniScripts (use building-omnistudio-omniscript), configuring Data Mappers (use building-omnistudio-datamapper), or analyzing namespace/dependency issues (use analyzing-omnistudio-dependencies).

Development2.4k
B
building-omnistudio-omniscript
building-omnistudio-omniscript
forcedotcom / sf-skills

OmniStudio OmniScript creation and validation with 120-point scoring. Use when building guided digital experiences, multi-step forms, or interactive processes that orchestrate Integration Procedures and Data Mappers. TRIGGER when: user creates OmniScripts, designs step flows, configures element types, or reviews existing OmniScript configurations. DO NOT TRIGGER when: building FlexCards (use building-omnistudio-flexcard), creating Integration Procedures directly (use building-omnistudio-integration-procedure), or analyzing dependencies (use analyzing-omnistudio-dependencies).

Development2.4k
I
ios-simulator-skill
ios-simulator-skill
conorluddy / ios-simulator-skill

Build, test, and drive iOS apps in the Simulator with 30 token-efficient scripts. Use when asked to build or test an Xcode project, launch an app on a simulator, tap/type/swipe through its UI by accessibility label, take screenshots or visual diffs, audit accessibility, read logs or diagnose hangs, or manage simulators (boot, erase, permissions, location, push, appearance). macOS only; needs Xcode, Python 3.12+ and idb.

Testing & quality2.4k
B
blender-mcp
blender-mcp
vladmdgolam / agent-skills

Blender MCP expert for scene inspection, Python scripting, GLTF export, and material/animation extraction. Activate when: (1) using Blender MCP tools (get_scene_info, execute_python, screenshot, etc.), (2) writing Blender Python scripts for extraction or manipulation, (3) exporting scenes to GLTF/GLB for web (Three.js, R3F), (4) debugging material or texture export losses, (5) optimizing GLB files with gltf-transform, (6) using asset integrations (PolyHaven, Sketchfab, Hyper3D Rodin, Hunyuan3D). Covers critical export gotchas, material mapping survival, texture optimization pipeline, headless CLI patterns, and known failure modes.

Creative & media2.4k
B
building-omnistudio-datamapper
building-omnistudio-datamapper
forcedotcom / sf-skills

OmniStudio Data Mapper (formerly DataRaptor) creation and validation with 100-point scoring. Use when building Extract, Transform, Load, or Turbo Extract Data Mappers, mapping Salesforce object fields, or reviewing existing Data Mapper configurations. TRIGGER when: user creates Data Mappers, configures field mappings, works with OmniDataTransform metadata, or asks about DataRaptor/Data Mapper patterns. DO NOT TRIGGER when: building Integration Procedures (use building-omnistudio-integration-procedure), authoring OmniScripts (use building-omnistudio-omniscript), or analyzing cross-component dependencies (use analyzing-omnistudio-dependencies).

Data & databases2.4k
B
building-omnistudio-flexcard
building-omnistudio-flexcard
forcedotcom / sf-skills

OmniStudio FlexCard creation and validation with 130-point scoring. Use when building at-a-glance UI cards, configuring data source bindings to Integration Procedures, or reviewing existing FlexCard definitions for accessibility and performance. TRIGGER when: user creates FlexCards, configures data sources, designs card layouts, or asks about OmniUiCard metadata. DO NOT TRIGGER when: building OmniScripts (use building-omnistudio-omniscript), creating Integration Procedures (use building-omnistudio-integration-procedure), or analyzing dependencies (use analyzing-omnistudio-dependencies).

Design & UI2.4k
A
analyzing-omnistudio-dependencies
analyzing-omnistudio-dependencies
forcedotcom / sf-skills

Cross-cutting OmniStudio analysis skill for namespace detection, dependency visualization, and impact analysis across OmniScripts, FlexCards, Integration Procedures, and Data Mappers. TRIGGER when: user asks about OmniStudio dependencies, wants namespace detection (Core vs vlocity_cmt vs vlocity_ins), needs impact analysis, requests dependency graphs or Mermaid diagrams, or asks which components are affected by a change. DO NOT TRIGGER when: authoring OmniScripts (use building-omnistudio-omniscript), building FlexCards (use building-omnistudio-flexcard), creating Integration Procedures (use building-omnistudio-integration-procedure), or configuring Data Mappers (use building-omnistudio-datamapper).

Development2.4k
B
bash-scripting
bash-scripting
sickn33 / agentic-awesome-skills

Bash scripting workflow for creating production-ready shell scripts with defensive patterns, error handling, and testing

Development2.4k
L
lottie-animation
lottie-animation
iart-ai / web-animation-skills

This skill should be used when the user asks to "add a Lottie animation", "play a .lottie or .json animation", "integrate a Bodymovin/After Effects animation on web or mobile", "control Lottie playback / segments", "make a scroll-driven Lottie", "recolor a Lottie at runtime", or "export an AE animation to Lottie". Covers dotLottie/lottie-web integration, playback control, interactivity, theming, and the AE export checklist

Design & UI2.4k
S
speckit-constitution
speckit-constitution
dceoy / speckit-agent-skills

Create or update the project constitution from interactive or provided principle inputs.

Development2.4k
S
service-digital-engagement-messaging-site-integrate
service-digital-engagement-messaging-site-integrate
forcedotcom / sf-skills

Integrates a Messaging for In-App and Web (MIAW) Embedded Messaging chat widget into an Experience Cloud site by patching the site's LWR or Aura page bundle, deploying, publishing, and verifying guest access. Use when the user wants to embed messaging on an Experience site, add a chat widget to a community, place the Embedded Messaging component on an LWR or Aura page, wire an embedded service deployment to a site, references the retrieved bundle artifacts (`content.json`, `homeGuestLayout.json`, or a `*.site-meta.xml` file), or automates the retrieve/patch-JSON/deploy/publish flow instead of clicking through Experience Builder. DO NOT TRIGGER when creating the messaging channel (use service-digital-engagement-channel-configure), when creating or updating the EmbeddedServiceConfig deployment (use service-digital-engagement-deployment-configure), or when generating a standalone JavaScript snippet for a non-Experience website.

Development2.4k
V
version-release
version-release
lobehub / lobehub

Version release workflow — release process and GitHub Release notes (not docs/changelog pages).

Development2.4k
U
update-swiftui-apis
update-swiftui-apis
avdlee / swiftui-agent-skill

Scan Apple's SwiftUI documentation for deprecated APIs and update the SwiftUI Expert Skill with modern replacements. Use when asked to "update latest APIs", "refresh deprecated SwiftUI APIs", "check for new SwiftUI deprecations", "scan for API changes", or after a new iOS/Xcode release. Requires the Sosumi MCP to be available.

Development2.4k
E
electron
electron
partme-ai / full-stack-skills

Build cross-platform desktop applications with Electron, covering main/renderer process architecture, IPC communication, BrowserWindow management, menus, tray icons, packaging, and security best practices. Use when the user asks about Electron, needs to create desktop applications, implement Electron features, or build cross-platform desktop apps.

Development2.4k
R
roblox-lighting
roblox-lighting
tabooharmony / roblox-brain

Use when setting up or changing Roblox lighting, atmosphere, day/night cycles, or post-processing effects.

Creative & media2.4k
R
react-native-tv-best-practices
react-native-tv-best-practices
callstackincubator / agent-skills

Reviews React Native TV apps for focus/D-pad navigation, 10-foot UI layout, TV playback/DRM integration, low-memory TV performance, and TV accessibility. Use when building, debugging, or reviewing react-native-tvos, Expo TV, Amazon Vega/Kepler, or React Native web TV targets where the issue depends on remote input, TV focus, TV packaging, TV hardware, or TV playback constraints.

Development2.4k
M
mapbox-style-patterns
mapbox-style-patterns
mapbox / mapbox-agent-skills

Common style patterns, layer configurations, and recipes for typical mapping scenarios including restaurant finders, real estate, data visualization, navigation, delivery/logistics, and more. Use when implementing specific map use cases or looking for proven style patterns.

Design & UI2.4k
S
store-data-structures
store-data-structures
lobehub / lobehub

Explicit compatibility entry for Zustand data-shape guidance.

Development2.4k
Q
qodo-pr-resolver
qodo-pr-resolver
qodo-ai / qodo-skills

Compatibility alias for explicit qodo-pr-resolver requests. Follow the complete Qodo PR review workflow embedded here and use qodo-review-resolver for new invocations; lifecycle update provenance intentionally uses the canonical qodo-review-resolver release-index identity.

Testing & quality2.4k
A
aframe-webxr
aframe-webxr
freshtechbro / claudedesignskills

Declarative web framework for building browser-based 3D, VR, and AR experiences using HTML and entity-component architecture. Use this skill when creating WebXR applications, VR experiences, AR experiences, 360-degree media viewers, or immersive web content with minimal JavaScript. Triggers on tasks involving A-Frame, WebXR, VR development, AR development, entity-component-system, declarative 3D, or HTML-based 3D scenes. Built on Three.js with accessible HTML-first approach.

Development2.4k
P
pr-creator
pr-creator
google-gemini / gemini-cli

Use this skill when asked to create a pull request (PR). It ensures all PRs follow the repository's established templates and standards.

Development2.4k
B
bump-release
bump-release
paulrberg / agent-skills

Cut a release: bump versions, write changelogs, commit, tag.

Development2.4k
O
odoo-development
odoo-development
mindrally / skills

Expert guidance for Odoo ERP development, including Python ORM, XML views, and module architecture

Development2.4k
R
roblox-gui
roblox-gui
tabooharmony / roblox-brain

Use when building or fixing Roblox menus, HUDs, shops, dialogs, or UI that must work on phones, tablets, desktop and console.

Design & UI2.4k
V
vibe-coding
vibe-coding
refoundai / lenny-skills

Help users build software using AI coding tools. Use when someone is using AI to generate code, building prototypes without deep technical skills, or exploring how non-engineers can create functional software through natural language.

Development2.4k
P
playcanvas-engine
playcanvas-engine
freshtechbro / claudedesignskills

Lightweight WebGL/WebGPU game engine with an entity-component architecture and visual editor integration. Use this skill when building browser-based games, interactive 3D applications, or performance-critical web experiences. Triggers on tasks involving PlayCanvas, entity-component systems, game engine development, WebGL games, 3D browser applications, editor-first workflows, or real-time 3D rendering. An alternative to Three.js with game-specific features and an integrated development environment.

Development2.4k
D
design-code-architecture
design-code-architecture
wondelai / skills

Guided journey from an app idea to a deliberate architecture: boundaries, domain model, data decisions, and resilience, making only the expensive-to-reverse decisions and deferring the rest. Orchestrates eight skills phase by phase - clean-architecture, domain-driven-design, system-design, ddia-systems, software-design-philosophy, release-it, pragmatic-programmer, 37signals-way - asking the user questions at every decision point and recording results in the project docs/ folder (ARCHITECTURE.md, DESIGN-CODE-ARCHITECTURE-PLAN.md) so the journey resumes across sessions. Use when the user wants to design a new app's architecture, choose boundaries and a domain model, decide monolith versus microservices, or says 'how should I structure this app'. If a codebase already exists, use remove-technical-debt (aged), improve-code-quality (fresh prototype), or architecture-optimization (slow but working); if unvalidated, run create-business or create-app first. For one framework in isolation, invoke that skill directly.

Development2.4k
R
release-stable
release-stable
getpaseo / paseo

Cut a stable release of Paseo (fresh patch or minor, or promote from beta). Use when the user says "release stable", "ship stable", "promote", "release:patch", "release:minor", "release:promote", or "/release-stable".

Development2.4k
L
logfire-instrumentation
logfire-instrumentation
pydantic / skills

Add Pydantic Logfire observability to application code — traces, logs, metrics, and AI/agent spans. Use when the user asks to add or configure Logfire, observability, tracing, logging, or monitoring; to maximize useful telemetry; or to understand what an app is doing. Supports Python, JavaScript/TypeScript, Rust, and major AI agent frameworks including Pydantic AI, OpenAI Agents SDK, Claude Agent SDK, LangChain, LangGraph, CrewAI, AutoGen, and Google ADK. For infrastructure-only monitoring (hosts, Docker, Kubernetes, databases, or cloud metrics with no app-code changes), use logfire-infrastructure. For evaluating AI/agent behavior against test datasets, use logfire-evals.

Development2.4k
2881–2940 of 37,145

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.