NZETA.AI PICKS · 2026

Top AI Agents 2026

One directory for the best AI agents and the practical skills that make them useful in 2026.

View Rankings

OVERALL RANKING

Overall Top 10 AI Agents

Ranked by agent capability, practical value, product influence, and ecosystem maturity. Updated 2026-06-15.

01 CA
OpenAI

ChatGPT agent

An all-purpose agent for web research, files, analysis, and multi-step tasks

Pricing Free tier + paid plans
Free / API / Self-host Yes · Yes · No
Compare Website ↗
02 C
Anthropic

Claude

A strong reasoning and writing assistant for complex knowledge work

Pricing Free tier + paid plans
Free / API / Self-host Yes · Yes · No
Compare Website ↗
03 G
Google

Gemini

A multimodal assistant with deep Google ecosystem integration

Pricing Free tier + paid plans
Free / API / Self-host Yes · Yes · No
Compare Website ↗
04 OC
OpenAI

OpenAI Codex

A cloud coding agent for parallel software engineering tasks

Pricing Subscription + usage
Free / API / Self-host No · Yes · No
Compare Website ↗
05 CC
Anthropic

Claude Code

A terminal-first coding agent that understands entire codebases

Pricing Subscription + usage
Free / API / Self-host No · Yes · No
Compare Website ↗
06 MC
Microsoft

Microsoft Copilot Studio

An enterprise platform for building and governing Microsoft-connected agents

Pricing Enterprise quote
Free / API / Self-host No · Yes · No
Compare Website ↗
07 SA
Salesforce

Salesforce Agentforce

CRM-native agents for sales, service, and business operations

Pricing Enterprise quote
Free / API / Self-host No · Yes · No
Compare Website ↗
08 ZA
Zapier

Zapier Agents

Business agents connected to thousands of popular applications

Pricing Subscription + usage
Free / API / Self-host Yes · Yes · No
Compare Website ↗
09 N
n8n

n8n

A flexible, self-hostable platform for AI agents and workflows

Pricing Subscription + usage
Free / API / Self-host Yes · Yes · Yes
Compare Website ↗
10 IF
Intercom

Intercom Fin

A customer service agent for resolving support questions across channels

Pricing Paid plans
Free / API / Self-host No · Yes · No
Compare Website ↗

CATEGORY RANKINGS

Top 10 by Category

Switch categories without losing the compact ranking view. Each category keeps the list short and comparison-ready.

2026 CATEGORY RANKING

Top 10 General Assistants

All-purpose agents for everyday work, content, analysis, and multi-step tasks.

01 CA
OpenAI

ChatGPT agent

An all-purpose agent for web research, files, analysis, and multi-step tasks

Pricing Free tier + paid plans
Free / API / Self-host Yes · Yes · No
Compare Website ↗
02 C
Anthropic

Claude

A strong reasoning and writing assistant for complex knowledge work

Pricing Free tier + paid plans
Free / API / Self-host Yes · Yes · No
Compare Website ↗
03 G
Google

Gemini

A multimodal assistant with deep Google ecosystem integration

Pricing Free tier + paid plans
Free / API / Self-host Yes · Yes · No
Compare Website ↗
04 MC
Microsoft

Microsoft Copilot

A productivity assistant connected to the web and Microsoft 365

Pricing Free tier + paid plans
Free / API / Self-host Yes · No · No
Compare Website ↗
05 G
xAI

Grok

A general assistant with real-time information access

Pricing Free tier + paid plans
Free / API / Self-host Yes · Yes · No
Compare Website ↗
06 M
Manus

Manus

An autonomous agent focused on completing end-to-end tasks

Pricing Paid plans
Free / API / Self-host No · No · No
Compare Website ↗
07 P
Perplexity

Perplexity

A source-first research agent for fast, cited answers

Pricing Free tier + paid plans
Free / API / Self-host Yes · Yes · No
Compare Website ↗
08 K
Moonshot AI

Kimi

A long-context assistant for research and document analysis

Pricing Free tier + paid plans
Free / API / Self-host Yes · Yes · No
Compare Website ↗
09 G
MainFunc

Genspark

An AI workspace for research, content, and generated deliverables

Pricing Paid plans
Free / API / Self-host No · No · No
Compare Website ↗
10 YA
You.com

You.com ARI

A deep research agent for professional reports and analysis

Pricing Paid plans
Free / API / Self-host No · No · No
Compare Website ↗
2026 CATEGORY RANKING

Top 10 Research

Agents built for web research, source discovery, synthesis, and long-form analysis.

01 P
Perplexity

Perplexity

A source-first research agent for fast, cited answers

Pricing Free tier + paid plans
Free / API / Self-host Yes · Yes · No
Compare Website ↗
02 G
Google

Gemini

A multimodal assistant with deep Google ecosystem integration

Pricing Free tier + paid plans
Free / API / Self-host Yes · Yes · No
Compare Website ↗
03 CA
OpenAI

ChatGPT agent

An all-purpose agent for web research, files, analysis, and multi-step tasks

Pricing Free tier + paid plans
Free / API / Self-host Yes · Yes · No
Compare Website ↗
04 C
Anthropic

Claude

A strong reasoning and writing assistant for complex knowledge work

Pricing Free tier + paid plans
Free / API / Self-host Yes · Yes · No
Compare Website ↗
05 YA
You.com

You.com ARI

A deep research agent for professional reports and analysis

Pricing Paid plans
Free / API / Self-host No · No · No
Compare Website ↗
06 G
MainFunc

Genspark

An AI workspace for research, content, and generated deliverables

Pricing Paid plans
Free / API / Self-host No · No · No
Compare Website ↗
07 M
Manus

Manus

An autonomous agent focused on completing end-to-end tasks

Pricing Paid plans
Free / API / Self-host No · No · No
Compare Website ↗
08 K
Moonshot AI

Kimi

A long-context assistant for research and document analysis

Pricing Free tier + paid plans
Free / API / Self-host Yes · Yes · No
Compare Website ↗
09 MC
Microsoft

Microsoft Copilot

A productivity assistant connected to the web and Microsoft 365

Pricing Free tier + paid plans
Free / API / Self-host Yes · No · No
Compare Website ↗
10 G
xAI

Grok

A general assistant with real-time information access

Pricing Free tier + paid plans
Free / API / Self-host Yes · Yes · No
Compare Website ↗
2026 CATEGORY RANKING

Top 10 Coding

Agents that understand codebases, edit files, run tests, and complete engineering tasks.

01 OC
OpenAI

OpenAI Codex

A cloud coding agent for parallel software engineering tasks

Pricing Subscription + usage
Free / API / Self-host No · Yes · No
Compare Website ↗
02 CC
Anthropic

Claude Code

A terminal-first coding agent that understands entire codebases

Pricing Subscription + usage
Free / API / Self-host No · Yes · No
Compare Website ↗
03 GC
GitHub

GitHub Copilot

An AI coding platform embedded across GitHub, IDE, and CLI workflows

Pricing Free tier + paid plans
Free / API / Self-host Yes · No · No
Compare Website ↗
04 C
Anysphere

Cursor

An AI-native code editor with interactive and background agents

Pricing Free tier + paid plans
Free / API / Self-host Yes · No · No
Compare Website ↗
05 D
Cognition

Devin

An autonomous software engineering agent for end-to-end development tasks

Pricing Paid plans
Free / API / Self-host No · No · No
Compare Website ↗
06 RA
Replit

Replit Agent

A build-and-deploy agent for turning ideas into working applications

Pricing Free tier + paid plans
Free / API / Self-host Yes · No · No
Compare Website ↗
07 W
Windsurf

Windsurf

An agentic development environment for codebase-wide changes

Pricing Free tier + paid plans
Free / API / Self-host Yes · No · No
Compare Website ↗
08 J
Google

Jules

An asynchronous cloud coding agent connected to GitHub repositories

Pricing Free tier + paid plans
Free / API / Self-host Yes · No · No
Compare Website ↗
09 AQ
AWS

Amazon Q Developer

A development agent for coding, modernization, and AWS workflows

Pricing Free tier + paid plans
Free / API / Self-host Yes · Yes · No
Compare Website ↗
10 A
Sourcegraph

Amp

An agentic coding tool for complex codebase tasks

Pricing Paid plans
Free / API / Self-host No · No · No
Compare Website ↗
2026 CATEGORY RANKING

Top 10 Workflow Automation

Agents that connect apps, data, tools, and approvals into repeatable workflows.

01 ZA
Zapier

Zapier Agents

Business agents connected to thousands of popular applications

Pricing Subscription + usage
Free / API / Self-host Yes · Yes · No
Compare Website ↗
02 N
n8n

n8n

A flexible, self-hostable platform for AI agents and workflows

Pricing Subscription + usage
Free / API / Self-host Yes · Yes · Yes
Compare Website ↗
03 L
Lindy

Lindy

No-code AI employees for common business operations

Pricing Subscription + usage
Free / API / Self-host Yes · Yes · No
Compare Website ↗
04 RA
Relevance AI

Relevance AI

A low-code platform for building multi-agent workforces

Pricing Subscription + usage
Free / API / Self-host Yes · Yes · No
Compare Website ↗
05 G
Gumloop

Gumloop

A visual automation platform combining AI, web data, and business tools

Pricing Subscription + usage
Free / API / Self-host Yes · Yes · No
Compare Website ↗
06 MA
Make

Make AI Agents

Agent-driven decisions inside visual Make automation scenarios

Pricing Subscription + usage
Free / API / Self-host Yes · Yes · No
Compare Website ↗
07 D
Dify

Dify

An open-source platform for agents, knowledge, and generative AI workflows

Pricing Free tier + paid plans
Free / API / Self-host Yes · Yes · Yes
Compare Website ↗
08 B
Bardeen

Bardeen

AI agents for web research, enrichment, sales, and operations

Pricing Free tier + paid plans
Free / API / Self-host Yes · Yes · No
Compare Website ↗
09 R
Relay

Relay.app

Human-in-the-loop AI workflows with app integrations and approvals

Pricing Free tier + paid plans
Free / API / Self-host Yes · Yes · No
Compare Website ↗
10 C
CrewAI

CrewAI

A framework and platform for orchestrating multi-agent teams

Pricing Free tier + paid plans
Free / API / Self-host Yes · Yes · Yes
Compare Website ↗
2026 CATEGORY RANKING

Top 10 Enterprise Platforms

Agent platforms focused on governance, enterprise data, permissions, and deployment.

01 MC
Microsoft

Microsoft Copilot Studio

An enterprise platform for building and governing Microsoft-connected agents

Pricing Enterprise quote
Free / API / Self-host No · Yes · No
Compare Website ↗
02 SA
Salesforce

Salesforce Agentforce

CRM-native agents for sales, service, and business operations

Pricing Enterprise quote
Free / API / Self-host No · Yes · No
Compare Website ↗
03 GA
Google Cloud

Google Agentspace

Enterprise search and agent experiences connected to company data

Pricing Enterprise quote
Free / API / Self-host No · Yes · No
Compare Website ↗
04 SA
ServiceNow

ServiceNow AI Agents

Agents designed for enterprise service and workflow operations

Pricing Enterprise quote
Free / API / Self-host No · Yes · No
Compare Website ↗
05 IW
IBM

IBM watsonx Orchestrate

Governed agent orchestration for complex enterprise workflows

Pricing Enterprise quote
Free / API / Self-host Yes · Yes · No
Compare Website ↗
06 OA
Oracle

Oracle AI Agent Studio

Business agents embedded in Oracle Fusion Applications

Pricing Enterprise quote
Free / API / Self-host No · Yes · No
Compare Website ↗
07 AB
AWS

Amazon Bedrock Agents

AWS-native agents connected to models, knowledge, and APIs

Pricing Enterprise quote
Free / API / Self-host No · Yes · No
Compare Website ↗
08 UA
UiPath

UiPath Agentic Automation

A platform combining AI agents, robots, and human workflows

Pricing Enterprise quote
Free / API / Self-host No · Yes · No
Compare Website ↗
09 SJ
SAP

SAP Joule Agents

Business agents operating across SAP data and processes

Pricing Enterprise quote
Free / API / Self-host No · Yes · No
Compare Website ↗
10 WA
Workday

Workday AI Agents

Agents for governed HR and finance workflows

Pricing Enterprise quote
Free / API / Self-host No · Yes · No
Compare Website ↗
2026 CATEGORY RANKING

Top 10 Customer Support

Agents for resolving customer questions, handling tickets, and improving service operations.

01 IF
Intercom

Intercom Fin

A customer service agent for resolving support questions across channels

Pricing Paid plans
Free / API / Self-host No · Yes · No
Compare Website ↗
02 S
Sierra

Sierra

A customer experience agent that can complete transactions for brands

Pricing Paid plans
Free / API / Self-host No · Yes · No
Compare Website ↗
03 D
Decagon

Decagon

A generative customer support agent for chat, email, and voice

Pricing Paid plans
Free / API / Self-host No · Yes · No
Compare Website ↗
04 A
Ada

Ada

A multilingual customer service automation platform

Pricing Paid plans
Free / API / Self-host No · Yes · No
Compare Website ↗
05 F
Forethought

Forethought

Support agents for ticket resolution, routing, and agent assistance

Pricing Paid plans
Free / API / Self-host No · Yes · No
Compare Website ↗
06 P
PolyAI

PolyAI

Enterprise voice agents for high-volume customer service calls

Pricing Paid plans
Free / API / Self-host No · Yes · No
Compare Website ↗
07 RA
Retell AI

Retell AI

A developer platform for real-time voice agents and phone automation

Pricing Subscription + usage
Free / API / Self-host No · Yes · No
Compare Website ↗
08 BA
Bland AI

Bland AI

A programmable platform for inbound and outbound phone agents

Pricing Subscription + usage
Free / API / Self-host No · Yes · No
Compare Website ↗
09 SA
ServiceNow

ServiceNow AI Agents

Agents designed for enterprise service and workflow operations

Pricing Enterprise quote
Free / API / Self-host No · Yes · No
Compare Website ↗
10 SA
Salesforce

Salesforce Agentforce

CRM-native agents for sales, service, and business operations

Pricing Enterprise quote
Free / API / Self-host No · Yes · No
Compare Website ↗
2026 CATEGORY RANKING

Top 10 Sales

Agents for prospect research, outreach, qualification, follow-up, and CRM workflows.

01 1A
11x

11x Alice

A digital sales development agent for prospecting and outreach

Pricing Paid plans
Free / API / Self-host No · No · No
Compare Website ↗
02 QP
Qualified

Qualified Piper

An AI sales development agent for B2B website visitors

Pricing Paid plans
Free / API / Self-host No · Yes · No
Compare Website ↗
03 B
Bardeen

Bardeen

AI agents for web research, enrichment, sales, and operations

Pricing Free tier + paid plans
Free / API / Self-host Yes · Yes · No
Compare Website ↗
04 L
Lindy

Lindy

No-code AI employees for common business operations

Pricing Subscription + usage
Free / API / Self-host Yes · Yes · No
Compare Website ↗
05 RA
Relevance AI

Relevance AI

A low-code platform for building multi-agent workforces

Pricing Subscription + usage
Free / API / Self-host Yes · Yes · No
Compare Website ↗
06 ZA
Zapier

Zapier Agents

Business agents connected to thousands of popular applications

Pricing Subscription + usage
Free / API / Self-host Yes · Yes · No
Compare Website ↗
07 SA
Salesforce

Salesforce Agentforce

CRM-native agents for sales, service, and business operations

Pricing Enterprise quote
Free / API / Self-host No · Yes · No
Compare Website ↗
08 MC
Microsoft

Microsoft Copilot Studio

An enterprise platform for building and governing Microsoft-connected agents

Pricing Enterprise quote
Free / API / Self-host No · Yes · No
Compare Website ↗
09 S
Sierra

Sierra

A customer experience agent that can complete transactions for brands

Pricing Paid plans
Free / API / Self-host No · Yes · No
Compare Website ↗
10 BA
Bland AI

Bland AI

A programmable platform for inbound and outbound phone agents

Pricing Subscription + usage
Free / API / Self-host No · Yes · No
Compare Website ↗
2026 CATEGORY RANKING

Top 10 Voice Agents

Agents that handle inbound and outbound calls, appointments, sales, and phone support.

01 RA
Retell AI

Retell AI

A developer platform for real-time voice agents and phone automation

Pricing Subscription + usage
Free / API / Self-host No · Yes · No
Compare Website ↗
02 P
PolyAI

PolyAI

Enterprise voice agents for high-volume customer service calls

Pricing Paid plans
Free / API / Self-host No · Yes · No
Compare Website ↗
03 BA
Bland AI

Bland AI

A programmable platform for inbound and outbound phone agents

Pricing Subscription + usage
Free / API / Self-host No · Yes · No
Compare Website ↗
04 D
Decagon

Decagon

A generative customer support agent for chat, email, and voice

Pricing Paid plans
Free / API / Self-host No · Yes · No
Compare Website ↗
05 A
Ada

Ada

A multilingual customer service automation platform

Pricing Paid plans
Free / API / Self-host No · Yes · No
Compare Website ↗
06 S
Sierra

Sierra

A customer experience agent that can complete transactions for brands

Pricing Paid plans
Free / API / Self-host No · Yes · No
Compare Website ↗
07 IF
Intercom

Intercom Fin

A customer service agent for resolving support questions across channels

Pricing Paid plans
Free / API / Self-host No · Yes · No
Compare Website ↗
08 F
Forethought

Forethought

Support agents for ticket resolution, routing, and agent assistance

Pricing Paid plans
Free / API / Self-host No · Yes · No
Compare Website ↗
09 1A
11x

11x Alice

A digital sales development agent for prospecting and outreach

Pricing Paid plans
Free / API / Self-host No · No · No
Compare Website ↗
10 QP
Qualified

Qualified Piper

An AI sales development agent for B2B website visitors

Pricing Paid plans
Free / API / Self-host No · Yes · No
Compare Website ↗

COMPARE AI AGENTS

Key facts at a glance

Pricing and product capabilities change frequently. Verify details on the official website before purchasing.

Product Category Pricing Free API Self-hosted Integrations Best for Pros Limitations Official
CAOpenAIChatGPT agent General Assistants Free tier + paid plans Yes Yes No Web, Files, Productivity tools General productivity, research, writing, and multi-step knowledge work Broad task coverage; Easy to start Usage limits vary by plan; High-impact actions still need review Visit ↗
CAnthropicClaude General Assistants Free tier + paid plans Yes Yes No Web, Files, Productivity tools General productivity, research, writing, and multi-step knowledge work Broad task coverage; Easy to start Usage limits vary by plan; High-impact actions still need review Visit ↗
GGoogleGemini General Assistants Free tier + paid plans Yes Yes No Web, Files, Productivity tools General productivity, research, writing, and multi-step knowledge work Broad task coverage; Easy to start Usage limits vary by plan; High-impact actions still need review Visit ↗
OCOpenAIOpenAI Codex Coding Subscription + usage No Yes No Git repositories, IDEs, Terminal Software development, codebase changes, testing, and engineering tasks Strong developer workflow; Handles multi-file tasks Performance varies by repository; Generated changes require review Visit ↗
CCAnthropicClaude Code Coding Subscription + usage No Yes No Git repositories, IDEs, Terminal Software development, codebase changes, testing, and engineering tasks Strong developer workflow; Handles multi-file tasks Performance varies by repository; Generated changes require review Visit ↗
MCMicrosoftMicrosoft Copilot Studio Enterprise Platforms Enterprise quote No Yes No Enterprise apps, Identity systems, Company data Governed enterprise agents connected to company data and business systems Enterprise controls; Deep platform integration Longer implementation cycle; Pricing often requires a sales quote Visit ↗
SASalesforceSalesforce Agentforce Enterprise Platforms Enterprise quote No Yes No Enterprise apps, Identity systems, Company data Governed enterprise agents connected to company data and business systems Enterprise controls; Deep platform integration Longer implementation cycle; Pricing often requires a sales quote Visit ↗
ZAZapierZapier Agents Workflow Automation Subscription + usage Yes Yes No SaaS apps, APIs, Databases Connecting business apps and automating repeatable multi-step workflows Fast workflow deployment; Reusable automations Complex workflows need maintenance; Usage costs can scale quickly Visit ↗
Nn8nn8n Workflow Automation Subscription + usage Yes Yes Yes SaaS apps, APIs, Databases Connecting business apps and automating repeatable multi-step workflows Fast workflow deployment; Reusable automations Complex workflows need maintenance; Usage costs can scale quickly Visit ↗
IFIntercomIntercom Fin Customer Support Paid plans No Yes No Help desks, CRM, Knowledge bases Customer support automation, ticket resolution, and service operations Reduces repetitive tickets; Supports human escalation Quality depends on support content; Complex cases need human agents Visit ↗
MCMicrosoftMicrosoft Copilot General Assistants Free tier + paid plans Yes No No Web, Files, Productivity tools General productivity, research, writing, and multi-step knowledge work Broad task coverage; Easy to start Usage limits vary by plan; High-impact actions still need review Visit ↗
GxAIGrok General Assistants Free tier + paid plans Yes Yes No Web, Files, Productivity tools General productivity, research, writing, and multi-step knowledge work Broad task coverage; Easy to start Usage limits vary by plan; High-impact actions still need review Visit ↗
MManusManus General Assistants Paid plans No No No Web, Files, Productivity tools General productivity, research, writing, and multi-step knowledge work Broad task coverage; Easy to start Usage limits vary by plan; High-impact actions still need review Visit ↗
PPerplexityPerplexity General Assistants Free tier + paid plans Yes Yes No Web, Files, Productivity tools General productivity, research, writing, and multi-step knowledge work Broad task coverage; Easy to start Usage limits vary by plan; High-impact actions still need review Visit ↗
KMoonshot AIKimi General Assistants Free tier + paid plans Yes Yes No Web, Files, Productivity tools General productivity, research, writing, and multi-step knowledge work Broad task coverage; Easy to start Usage limits vary by plan; High-impact actions still need review Visit ↗
GMainFuncGenspark General Assistants Paid plans No No No Web, Files, Productivity tools General productivity, research, writing, and multi-step knowledge work Broad task coverage; Easy to start Usage limits vary by plan; High-impact actions still need review Visit ↗
YAYou.comYou.com ARI General Assistants Paid plans No No No Web, Files, Productivity tools General productivity, research, writing, and multi-step knowledge work Broad task coverage; Easy to start Usage limits vary by plan; High-impact actions still need review Visit ↗
GCGitHubGitHub Copilot Coding Free tier + paid plans Yes No No Git repositories, IDEs, Terminal Software development, codebase changes, testing, and engineering tasks Strong developer workflow; Handles multi-file tasks Performance varies by repository; Generated changes require review Visit ↗
CAnysphereCursor Coding Free tier + paid plans Yes No No Git repositories, IDEs, Terminal Software development, codebase changes, testing, and engineering tasks Strong developer workflow; Handles multi-file tasks Performance varies by repository; Generated changes require review Visit ↗
DCognitionDevin Coding Paid plans No No No Git repositories, IDEs, Terminal Software development, codebase changes, testing, and engineering tasks Strong developer workflow; Handles multi-file tasks Performance varies by repository; Generated changes require review Visit ↗
RAReplitReplit Agent Coding Free tier + paid plans Yes No No Git repositories, IDEs, Terminal Software development, codebase changes, testing, and engineering tasks Strong developer workflow; Handles multi-file tasks Performance varies by repository; Generated changes require review Visit ↗
WWindsurfWindsurf Coding Free tier + paid plans Yes No No Git repositories, IDEs, Terminal Software development, codebase changes, testing, and engineering tasks Strong developer workflow; Handles multi-file tasks Performance varies by repository; Generated changes require review Visit ↗
JGoogleJules Coding Free tier + paid plans Yes No No Git repositories, IDEs, Terminal Software development, codebase changes, testing, and engineering tasks Strong developer workflow; Handles multi-file tasks Performance varies by repository; Generated changes require review Visit ↗
AQAWSAmazon Q Developer Coding Free tier + paid plans Yes Yes No Git repositories, IDEs, Terminal Software development, codebase changes, testing, and engineering tasks Strong developer workflow; Handles multi-file tasks Performance varies by repository; Generated changes require review Visit ↗
ASourcegraphAmp Coding Paid plans No No No Git repositories, IDEs, Terminal Software development, codebase changes, testing, and engineering tasks Strong developer workflow; Handles multi-file tasks Performance varies by repository; Generated changes require review Visit ↗
LLindyLindy Workflow Automation Subscription + usage Yes Yes No SaaS apps, APIs, Databases Connecting business apps and automating repeatable multi-step workflows Fast workflow deployment; Reusable automations Complex workflows need maintenance; Usage costs can scale quickly Visit ↗
RARelevance AIRelevance AI Workflow Automation Subscription + usage Yes Yes No SaaS apps, APIs, Databases Connecting business apps and automating repeatable multi-step workflows Fast workflow deployment; Reusable automations Complex workflows need maintenance; Usage costs can scale quickly Visit ↗
GGumloopGumloop Workflow Automation Subscription + usage Yes Yes No SaaS apps, APIs, Databases Connecting business apps and automating repeatable multi-step workflows Fast workflow deployment; Reusable automations Complex workflows need maintenance; Usage costs can scale quickly Visit ↗
MAMakeMake AI Agents Workflow Automation Subscription + usage Yes Yes No SaaS apps, APIs, Databases Connecting business apps and automating repeatable multi-step workflows Fast workflow deployment; Reusable automations Complex workflows need maintenance; Usage costs can scale quickly Visit ↗
DDifyDify Workflow Automation Free tier + paid plans Yes Yes Yes SaaS apps, APIs, Databases Connecting business apps and automating repeatable multi-step workflows Fast workflow deployment; Reusable automations Complex workflows need maintenance; Usage costs can scale quickly Visit ↗
BBardeenBardeen Workflow Automation Free tier + paid plans Yes Yes No SaaS apps, APIs, Databases Connecting business apps and automating repeatable multi-step workflows Fast workflow deployment; Reusable automations Complex workflows need maintenance; Usage costs can scale quickly Visit ↗
RRelayRelay.app Workflow Automation Free tier + paid plans Yes Yes No SaaS apps, APIs, Databases Connecting business apps and automating repeatable multi-step workflows Fast workflow deployment; Reusable automations Complex workflows need maintenance; Usage costs can scale quickly Visit ↗
CCrewAICrewAI Workflow Automation Free tier + paid plans Yes Yes Yes SaaS apps, APIs, Databases Connecting business apps and automating repeatable multi-step workflows Fast workflow deployment; Reusable automations Complex workflows need maintenance; Usage costs can scale quickly Visit ↗
GAGoogle CloudGoogle Agentspace Enterprise Platforms Enterprise quote No Yes No Enterprise apps, Identity systems, Company data Governed enterprise agents connected to company data and business systems Enterprise controls; Deep platform integration Longer implementation cycle; Pricing often requires a sales quote Visit ↗
SAServiceNowServiceNow AI Agents Enterprise Platforms Enterprise quote No Yes No Enterprise apps, Identity systems, Company data Governed enterprise agents connected to company data and business systems Enterprise controls; Deep platform integration Longer implementation cycle; Pricing often requires a sales quote Visit ↗
IWIBMIBM watsonx Orchestrate Enterprise Platforms Enterprise quote Yes Yes No Enterprise apps, Identity systems, Company data Governed enterprise agents connected to company data and business systems Enterprise controls; Deep platform integration Longer implementation cycle; Pricing often requires a sales quote Visit ↗
OAOracleOracle AI Agent Studio Enterprise Platforms Enterprise quote No Yes No Enterprise apps, Identity systems, Company data Governed enterprise agents connected to company data and business systems Enterprise controls; Deep platform integration Longer implementation cycle; Pricing often requires a sales quote Visit ↗
ABAWSAmazon Bedrock Agents Enterprise Platforms Enterprise quote No Yes No Enterprise apps, Identity systems, Company data Governed enterprise agents connected to company data and business systems Enterprise controls; Deep platform integration Longer implementation cycle; Pricing often requires a sales quote Visit ↗
UAUiPathUiPath Agentic Automation Enterprise Platforms Enterprise quote No Yes No Enterprise apps, Identity systems, Company data Governed enterprise agents connected to company data and business systems Enterprise controls; Deep platform integration Longer implementation cycle; Pricing often requires a sales quote Visit ↗
SJSAPSAP Joule Agents Enterprise Platforms Enterprise quote No Yes No Enterprise apps, Identity systems, Company data Governed enterprise agents connected to company data and business systems Enterprise controls; Deep platform integration Longer implementation cycle; Pricing often requires a sales quote Visit ↗
WAWorkdayWorkday AI Agents Enterprise Platforms Enterprise quote No Yes No Enterprise apps, Identity systems, Company data Governed enterprise agents connected to company data and business systems Enterprise controls; Deep platform integration Longer implementation cycle; Pricing often requires a sales quote Visit ↗
SSierraSierra Customer Support Paid plans No Yes No Help desks, CRM, Knowledge bases Customer support automation, ticket resolution, and service operations Reduces repetitive tickets; Supports human escalation Quality depends on support content; Complex cases need human agents Visit ↗
DDecagonDecagon Customer Support Paid plans No Yes No Help desks, CRM, Knowledge bases Customer support automation, ticket resolution, and service operations Reduces repetitive tickets; Supports human escalation Quality depends on support content; Complex cases need human agents Visit ↗
AAdaAda Customer Support Paid plans No Yes No Help desks, CRM, Knowledge bases Customer support automation, ticket resolution, and service operations Reduces repetitive tickets; Supports human escalation Quality depends on support content; Complex cases need human agents Visit ↗
FForethoughtForethought Customer Support Paid plans No Yes No Help desks, CRM, Knowledge bases Customer support automation, ticket resolution, and service operations Reduces repetitive tickets; Supports human escalation Quality depends on support content; Complex cases need human agents Visit ↗
PPolyAIPolyAI Customer Support Paid plans No Yes No Help desks, CRM, Knowledge bases Customer support automation, ticket resolution, and service operations Reduces repetitive tickets; Supports human escalation Quality depends on support content; Complex cases need human agents Visit ↗
RARetell AIRetell AI Customer Support Subscription + usage No Yes No Help desks, CRM, Knowledge bases Customer support automation, ticket resolution, and service operations Reduces repetitive tickets; Supports human escalation Quality depends on support content; Complex cases need human agents Visit ↗
BABland AIBland AI Customer Support Subscription + usage No Yes No Help desks, CRM, Knowledge bases Customer support automation, ticket resolution, and service operations Reduces repetitive tickets; Supports human escalation Quality depends on support content; Complex cases need human agents Visit ↗
1A11x11x Alice Sales Paid plans No No No CRM, Email, Sales tools Prospect research, outreach, qualification, follow-up, and CRM updates Automates repetitive sales work; Improves follow-up consistency Requires careful messaging controls; Deliverability and data quality vary Visit ↗
QPQualifiedQualified Piper Sales Paid plans No Yes No CRM, Email, Sales tools Prospect research, outreach, qualification, follow-up, and CRM updates Automates repetitive sales work; Improves follow-up consistency Requires careful messaging controls; Deliverability and data quality vary Visit ↗

TOP SKILLS

Overall Top 10 Skills

Top Skills are ranked by practical adoption value, composability, risk reduction, and how often they unlock repeatable workflows for modern AI agents and coding agents.

01 PT
Core Skills

Planning & Task Decomposition

Break broad goals into ordered, checkable steps.

Adoption Very high
Maturity / Risk High · Medium
Compare Source ↗
02 TU
Core Skills

Tool Use & Function Calling

Call APIs, tools, and functions when natural language is not enough.

Adoption Very high
Maturity / Risk High · Medium
Compare Source ↗
03 BO
Core Skills

Browser Operation

Navigate websites, click, type, compare, and submit web tasks.

Adoption High
Maturity / Risk Medium-high · High
Compare Source ↗
04 RK
Core Skills

Retrieval & Knowledge Search

Find and cite relevant information across docs, websites, and knowledge bases.

Adoption Very high
Maturity / Risk High · Medium
Compare Source ↗
05 CN
Technical & Builder

Codebase Navigation

Understand project structure, dependencies, and implementation paths.

Adoption Very high
Maturity / Risk High · Medium
Compare Source ↗
06 FU
Core Skills

File Understanding

Read, summarize, compare, and transform uploaded files.

Adoption Very high
Maturity / Risk High · Medium
Compare Source ↗
07 DA
Core Skills

Data Analysis & Spreadsheet Work

Clean, calculate, chart, and explain structured data.

Adoption High
Maturity / Risk High · Medium
Compare Source ↗
08 HA
Core Skills

Human Approval & Handoff

Pause for review before sensitive or irreversible actions.

Adoption High
Maturity / Risk High · Low
Compare Source ↗
09 MC
Technical & Builder

MCP Connector Usage

Use MCP servers and connectors to access many tools without bloating prompts.

Adoption High
Maturity / Risk Medium · Medium
Compare Source ↗
10 SG
Core Skills

Safety Guardrails

Constrain agent behavior with permissions, policies, and risk checks.

Adoption Very high
Maturity / Risk Medium-high · Low
Compare Source ↗

SKILL CATEGORIES

Top 10 Skills by Category

Skills are grouped by how teams actually adopt agents: core capability, daily work, and technical production workflows.

2026 SKILL RANKING

Top 10 Core Skills

Foundational skills that make agents useful across research, operations, coding, and enterprise workflows.

01 PT
Core Skills

Planning & Task Decomposition

Break broad goals into ordered, checkable steps.

Adoption Very high
Maturity / Risk High · Medium
Compare Source ↗
02 TU
Core Skills

Tool Use & Function Calling

Call APIs, tools, and functions when natural language is not enough.

Adoption Very high
Maturity / Risk High · Medium
Compare Source ↗
03 BO
Core Skills

Browser Operation

Navigate websites, click, type, compare, and submit web tasks.

Adoption High
Maturity / Risk Medium-high · High
Compare Source ↗
04 RK
Core Skills

Retrieval & Knowledge Search

Find and cite relevant information across docs, websites, and knowledge bases.

Adoption Very high
Maturity / Risk High · Medium
Compare Source ↗
05 LM
Core Skills

Long-Context Memory

Maintain useful context across long tasks and repeat interactions.

Adoption High
Maturity / Risk Medium · High
Compare Source ↗
06 FU
Core Skills

File Understanding

Read, summarize, compare, and transform uploaded files.

Adoption Very high
Maturity / Risk High · Medium
Compare Source ↗
07 DA
Core Skills

Data Analysis & Spreadsheet Work

Clean, calculate, chart, and explain structured data.

Adoption High
Maturity / Risk High · Medium
Compare Source ↗
08 HA
Core Skills

Human Approval & Handoff

Pause for review before sensitive or irreversible actions.

Adoption High
Maturity / Risk High · Low
Compare Source ↗
09 SG
Core Skills

Safety Guardrails

Constrain agent behavior with permissions, policies, and risk checks.

Adoption Very high
Maturity / Risk Medium-high · Low
Compare Source ↗
10 MC
Core Skills

Multi-Agent Coordination

Coordinate specialist agents around a shared outcome.

Adoption Medium-high
Maturity / Risk Medium · Medium
Compare Source ↗
2026 SKILL RANKING

Top 10 Work & Productivity

Skills that help agents complete everyday business tasks with files, documents, meetings, and knowledge bases.

01 DG
Work & Productivity

Document Generation

Create polished docs from prompts, notes, data, or templates.

Adoption Very high
Maturity / Risk High · Medium
Compare Source ↗
02 PC
Work & Productivity

Presentation Creation

Turn research, outlines, or data into slide decks.

Adoption High
Maturity / Risk Medium-high · Medium
Compare Source ↗
03 EC
Work & Productivity

Email & Calendar Operations

Summarize inboxes, draft replies, and coordinate schedules.

Adoption High
Maturity / Risk Medium-high · High
Compare Source ↗
04 CS
Work & Productivity

CRM & Sales Workflow

Research accounts, update CRM, draft outreach, and track follow-up.

Adoption High
Maturity / Risk Medium · Medium
Compare Source ↗
05 CS
Work & Productivity

Customer Support Resolution

Resolve routine tickets using knowledge, account context, and escalation rules.

Adoption Very high
Maturity / Risk High · Medium
Compare Source ↗
06 MN
Work & Productivity

Meeting Notes & Follow-up

Extract decisions, action items, owners, and next steps from meetings.

Adoption High
Maturity / Risk High · Low
Compare Source ↗
07 WR
Work & Productivity

Web Research & Source Synthesis

Search, compare, verify, and summarize web sources.

Adoption Very high
Maturity / Risk High · Medium
Compare Source ↗
08 FB
Work & Productivity

Forms & Back-Office Automation

Complete repetitive internal forms and operational workflows.

Adoption Medium-high
Maturity / Risk Medium · High
Compare Source ↗
09 CR
Work & Productivity

Content Repurposing

Turn one source into posts, emails, landing pages, and summaries.

Adoption High
Maturity / Risk High · Low
Compare Source ↗
10 KB
Work & Productivity

Knowledge Base Maintenance

Find stale articles, draft updates, and connect support knowledge.

Adoption Medium-high
Maturity / Risk Medium · Medium
Compare Source ↗
2026 SKILL RANKING

Top 10 Technical & Builder

Skills for developers and operators who need agents to work with code, data, APIs, systems, and production workflows.

01 CN
Technical & Builder

Codebase Navigation

Understand project structure, dependencies, and implementation paths.

Adoption Very high
Maturity / Risk High · Medium
Compare Source ↗
02 CE
Technical & Builder

Code Editing & Refactoring

Make scoped code changes that follow local project patterns.

Adoption Very high
Maturity / Risk High · High
Compare Source ↗
03 TG
Technical & Builder

Test Generation & Debugging

Create tests, reproduce failures, inspect logs, and propose fixes.

Adoption High
Maturity / Risk Medium-high · Medium
Compare Source ↗
04 TS
Technical & Builder

Terminal & Script Execution

Run commands, scripts, data jobs, and local verification safely.

Adoption High
Maturity / Risk Medium-high · High
Compare Source ↗
05 AI
Technical & Builder

API Integration

Connect services with authenticated calls and structured payloads.

Adoption High
Maturity / Risk High · Medium
Compare Source ↗
06 MC
Technical & Builder

MCP Connector Usage

Use MCP servers and connectors to access many tools without bloating prompts.

Adoption High
Maturity / Risk Medium · Medium
Compare Source ↗
07 WO
Technical & Builder

Workflow Orchestration

Route tasks through steps, agents, approvals, and tools.

Adoption High
Maturity / Risk Medium-high · Medium
Compare Source ↗
08 DP
Technical & Builder

Data Pipeline Operations

Inspect, transform, validate, and move data between systems.

Adoption Medium-high
Maturity / Risk Medium · Medium
Compare Source ↗
09 OE
Technical & Builder

Observability & Evaluation

Measure agent quality, failures, costs, and repeatability.

Adoption Medium-high
Maturity / Risk Medium · Low
Compare Source ↗
10 DC
Technical & Builder

Deployment & Cloud Operations

Move agents from prototype to running cloud services.

Adoption Medium
Maturity / Risk Medium · High
Compare Source ↗
2026 SKILL RANKING

Top 10 Claude Code Skills

Installable Claude Code skills and skill packs that extend coding agents with repeatable development, design, SEO, browser, diagram, video, and connector workflows.

01 S
Claude Code Skills

Superpowers

A structured development methodology skill pack for disciplined agentic coding.

Adoption High
Maturity / Risk High · Medium
Compare Source ↗
02 UU
Claude Code Skills

UI UX Pro Max

A frontend design intelligence skill for UI systems, palettes, typography, and UX rules.

Adoption Medium-high
Maturity / Risk Medium-high · Low
Compare Source ↗
03 CS
Claude Code Skills

Claude SEO

A Claude Code SEO skill pack for audits, search research, and optimization workflows.

Adoption Medium-high
Maturity / Risk Medium · Medium
Compare Source ↗
04 AB
Claude Code Skills

Agent Browser

A browser automation skill for letting coding agents inspect and operate web pages.

Adoption High
Maturity / Risk Medium-high · High
Compare Source ↗
05 SC
Claude Code Skills

Skill Creator

A meta-skill for creating, packaging, and improving other skills.

Adoption High
Maturity / Risk High · Low
Compare Source ↗
06 ED
Claude Code Skills

Excalidraw Diagram

A diagram generation skill for architecture, flows, and visual explanations.

Adoption Medium
Maturity / Risk Medium · Low
Compare Source ↗
07 R
Claude Code Skills

Remotion

A video composition skill for creating scripted, code-driven videos.

Adoption Medium
Maturity / Risk Medium · Medium
Compare Source ↗
08 AB
Claude Code Skills

Artifacts Builder

A rapid prototyping skill for rich HTML artifacts and interactive demos.

Adoption Medium-high
Maturity / Risk Medium · Low
Compare Source ↗
09 MC
Claude Code Skills

MCP Client

A connector skill for using MCP servers from Claude Code without custom setup.

Adoption High
Maturity / Risk Medium · Medium
Compare Source ↗
10 N
Claude Code Skills

NotebookLM

A source-grounded research skill for citation-aware answers and synthesis.

Adoption Medium
Maturity / Risk Medium · Medium
Compare Source ↗

COMPARE TOP SKILLS

Skill fields that matter

Use this table to compare adoption, maturity, risk, inputs, outputs, and source evidence for each skill.

Skill Category Adoption Maturity Risk Best for Inputs Outputs Why it matters Evidence Source
PTCore SkillsPlanning & Task Decomposition Core Skills Very high High Medium Complex multi-step work, operations playbooks, research projects, and implementation plans. Goal, Constraints, Success criteria Task plan, Milestones, Dependencies Good planning is the difference between a chatbot that answers and an agent that can finish work. OpenAI describes agents as systems that plan, call tools, collaborate, and keep state for multi-step work. Source ↗
TUCore SkillsTool Use & Function Calling Core Skills Very high High Medium Booking, CRM updates, calculations, retrieval, payments, operations, and app workflows. Tool descriptions, Schemas, Permissions Structured tool calls, Tool results, Action logs Tool use turns agent reasoning into real action while preserving a structured interface for control. Claude docs describe tool use as letting Claude call defined or provider tools based on the request and tool description. Source ↗
BOCore SkillsBrowser Operation Core Skills High Medium-high High Web research, form filling, procurement, travel, lead enrichment, and repetitive web operations. URL, Goal, Login/approval rules Completed web task, Screenshots, Action trace Many business tasks still live in web UIs, so browser skill is often the fastest path from intent to completed action. OpenAI says ChatGPT agent can navigate websites, fill out forms, and work with uploaded files while keeping users in control. Source ↗
CNTechnical & BuilderCodebase Navigation Technical & Builder Very high High Medium Onboarding, bug triage, feature planning, refactors, and code review. Repository, Goal, Search scope File map, Implementation notes, Risk areas Navigation is the first technical skill; agents must know where to work before they change code. Claude Code is described as understanding codebases, editing files, running commands, and helping developers ship faster. Source ↗
FUCore SkillsFile Understanding Core Skills Very high High Medium Contracts, PDFs, spreadsheets, slide decks, reports, invoices, and internal documents. Files, Task brief, Output format Summary, Extraction, Edited artifact Most valuable work is trapped in files; file skill makes agents useful inside existing workflows. Anthropic provides pre-built Agent Skills for common document tasks including PowerPoint, Excel, Word, and PDF. Source ↗
DACore SkillsData Analysis & Spreadsheet Work Core Skills High High Medium Finance models, KPI reporting, operations dashboards, CSV cleanup, and revenue analysis. Dataset, Question, Business rules Tables, Charts, Insights Data analysis skill gives agents concrete business leverage because outputs can be checked and reused. OpenAI notes ChatGPT agent can edit spreadsheets and use a terminal tool for data analysis and spreadsheet generation. Source ↗
HACore SkillsHuman Approval & Handoff Core Skills High High Low Purchases, sending emails, production deploys, account changes, and customer escalations. Approval policy, Escalation path, Audit needs Approval request, Decision log, Handoff summary Approval skill makes automation trustworthy enough for real organizations. OpenAI emphasizes user control for ChatGPT agent when taking actions and interacting with logged-in websites. Source ↗
MCTechnical & BuilderMCP Connector Usage Technical & Builder High Medium Medium Enterprise tool access, developer environments, databases, SaaS apps, and local workflows. MCP server, Tool permissions, Discovery rules Tool calls, Connected context, Action logs MCP is becoming a practical connective layer for agent ecosystems. Anthropic discusses code execution with MCP as a way for agents to interact with many tools more efficiently while using fewer tokens. Source ↗
SGCore SkillsSafety Guardrails Core Skills Very high Medium-high Low Enterprise deployments, regulated workflows, customer-facing agents, and autonomous operations. Policies, Permissions, Risk taxonomy Blocked actions, Warnings, Audit trail Guardrails are not decoration; they decide whether agent automation can safely move beyond demos. OpenAI says agentic releases introduce new risks because agents can work directly with user data and websites. Source ↗
LMCore SkillsLong-Context Memory Core Skills High Medium High Personal assistants, ongoing projects, customer history, research notebooks, and account management. Memory policy, User preferences, Retention rules Persistent preferences, Project context, Summaries Memory lets an agent stop starting from zero, but it needs careful privacy and update controls. Google highlights stateful agents and memory management in real-world agent examples, including Letta and memory hierarchy patterns. Source ↗
MCCore SkillsMulti-Agent Coordination Core Skills Medium-high Medium Medium Research teams, software delivery, sales operations, data projects, and business process automation. Roles, Shared state, Routing rules Delegated tasks, Merged results, Supervisor summary Coordination lets teams combine narrow expert agents without forcing one prompt to do everything. OpenAI describes agents as applications that can collaborate across specialists and maintain enough state for multi-step work. Source ↗
DGWork & ProductivityDocument Generation Work & Productivity Very high High Medium Proposals, SOPs, summaries, reports, contracts drafts, and internal documentation. Brief, Template, Source material Draft document, Structured sections, Citations Document generation is one of the easiest agent wins because the output maps directly to daily work. Anthropic lists document-focused pre-built Agent Skills for Word, PDF, PowerPoint, and Excel workflows. Source ↗
PCWork & ProductivityPresentation Creation Work & Productivity High Medium-high Medium Sales decks, investor updates, internal reviews, training, and executive summaries. Audience, Message, Source data Slides, Speaker notes, Visual structure Slide creation compresses research, writing, and formatting into one practical agent workflow. OpenAI says ChatGPT agent can use tools to complete tasks like research, bookings, and slideshows. Source ↗
ECWork & ProductivityEmail & Calendar Operations Work & Productivity High Medium-high High Executive assistants, sales reps, recruiting, account management, and team operations. Mailbox/calendar access, Tone rules, Approval policy Draft replies, Meeting options, Follow-up tasks Email and calendar work is repetitive, high-volume, and benefits strongly from human-in-the-loop controls. OpenAI gives examples such as summarizing an inbox or finding meeting times through connected apps. Source ↗
CSWork & ProductivityCRM & Sales Workflow Work & Productivity High Medium Medium SDR workflows, pipeline hygiene, account plans, qualification, and renewal operations. CRM access, Ideal customer profile, Messaging rules Lead notes, CRM updates, Outreach drafts Sales workflows are full of small context switches that agents can bundle into one guided action. Google discusses agents connecting with tools such as GitHub, Slack, Google Workspace, Notion, and other services through integration layers. Source ↗
CSWork & ProductivityCustomer Support Resolution Work & Productivity Very high High Medium Help desks, SaaS support, refunds, troubleshooting, and multilingual service. Knowledge base, Ticket context, Escalation policy Answer draft, Resolved ticket, Escalation summary Support has clear ROI because repetitive questions can be answered quickly while complex cases go to humans. Agent platforms commonly combine retrieval, tool use, and handoff patterns for production support workflows. Source ↗
MNWork & ProductivityMeeting Notes & Follow-up Work & Productivity High High Low Sales calls, internal standups, interviews, project reviews, and customer success. Transcript, Participants, Project context Summary, Tasks, Follow-up message Meeting follow-up is a clean repeatable workflow with clear acceptance criteria. Workspace agents are positioned for repeatable workflows that otherwise require re-explaining steps and copying information between tools. Source ↗
WRWork & ProductivityWeb Research & Source Synthesis Work & Productivity Very high High Medium Vendor research, market maps, competitive analysis, procurement, and content planning. Research question, Recency needs, Source rules Shortlist, Cited summary, Comparison table Research agents save time when they cite sources and show enough structure for humans to verify. ChatGPT agent combines research and action, including web navigation and source-connected workflows. Source ↗
FBWork & ProductivityForms & Back-Office Automation Work & Productivity Medium-high Medium High Procurement, onboarding, HR updates, compliance checklists, and invoice routing. Form rules, User data, Approval thresholds Filled forms, Submission log, Exception list Back-office workflows are repetitive but fragile, so visual browser skill plus approvals can remove real toil. Google highlights browser-use style agents that can visually identify fields and handle multi-step form filling. Source ↗
CRWork & ProductivityContent Repurposing Work & Productivity High High Low Marketing teams, founders, creators, product launches, and sales enablement. Source content, Brand voice, Channels Post variants, Email drafts, SEO snippets Content repurposing is fast to adopt because risk is manageable and outputs are easy to review. General-purpose agents and workspace agents are increasingly used for repeatable writing and transformation workflows. Source ↗
KBWork & ProductivityKnowledge Base Maintenance Work & Productivity Medium-high Medium Medium Support centers, internal wikis, product docs, onboarding, and policy libraries. Knowledge base, Change logs, Style guide Update drafts, Gap list, Linked references Agents get better when the knowledge they rely on stays fresh. Google’s agent skills work emphasizes reducing knowledge gaps by packaging current docs and instructions as source-of-truth skills. Source ↗
CETechnical & BuilderCode Editing & Refactoring Technical & Builder Very high High High Feature work, bug fixes, migrations, cleanup, and UI changes. Codebase, Acceptance criteria, Test command Patch, Change summary, Residual risks Code editing is where agent value becomes tangible, but review and tests remain essential. Anthropic describes Claude Code as an agentic coding tool that can edit files and run commands. Source ↗
TGTechnical & BuilderTest Generation & Debugging Technical & Builder High Medium-high Medium CI failures, regression tests, bug reports, flaky workflows, and QA automation. Failure logs, Repo context, Expected behavior Repro steps, Test patch, Fix candidate Debugging skill closes the loop between suggestion and verified behavior. Coding agent workflows commonly combine filesystem access, code execution, and focused domain instructions. Source ↗
TSTechnical & BuilderTerminal & Script Execution Technical & Builder High Medium-high High Builds, tests, migrations, data transforms, diagnostics, and deployment checks. Command, Working directory, Safety constraints Command output, Artifacts, Verification notes Execution gives agents feedback from the real environment instead of guessing. OpenAI’s ChatGPT agent system card describes a terminal tool for code execution, data analysis, and generating slides or spreadsheets. Source ↗
AITechnical & BuilderAPI Integration Technical & Builder High High Medium Internal tools, SaaS automations, data sync, billing, notifications, and agent actions. API docs, Credentials, Schema Requests, Responses, Integration plan APIs are the cleanest way for agents to act reliably in production systems. Tool use and function calling docs emphasize connecting agents to external tools and APIs through structured interfaces. Source ↗
WOTechnical & BuilderWorkflow Orchestration Technical & Builder High Medium-high Medium Business processes, ETL jobs, customer journeys, and cross-team operations. Workflow graph, Triggers, Failure policy Run state, Step outputs, Exception log Orchestration turns isolated skills into repeatable systems. Google notes open-source frameworks such as LangGraph, LlamaIndex, Pydantic AI, and n8n for building next-generation agents. Source ↗
DPTechnical & BuilderData Pipeline Operations Technical & Builder Medium-high Medium Medium Analytics engineering, reporting, enrichment, ETL checks, and data quality workflows. Data source, Schema, Validation rules Clean data, Pipeline notes, Quality checks Data pipeline skill gives agents a useful role in the operational layer behind dashboards and products. Agent frameworks increasingly combine tools, knowledge, parsing, extraction, and indexing for reliable knowledge and data agents. Source ↗
OETechnical & BuilderObservability & Evaluation Technical & Builder Medium-high Medium Low Production agents, regulated teams, support automation, sales agents, and internal copilots. Eval set, Metrics, Logs Scorecards, Failure clusters, Improvement plan Without evaluation, agent improvement is vibes; with it, teams can iterate with confidence. Anthropic’s skill best practices emphasize concise, well-structured skills tested with real usage. Source ↗
DCTechnical & BuilderDeployment & Cloud Operations Technical & Builder Medium Medium High Agent apps, internal automation, cloud runbooks, API services, and production rollout. Cloud target, Secrets policy, Runbook Deployment steps, Config changes, Health checks Deployment skill is how agent projects stop being demos and start becoming maintained systems. Google’s Agents CLI is designed to give coding agents a machine-readable path across Google Cloud agent stack and deployment workflows. Source ↗
SClaude Code SkillsSuperpowers Claude Code Skills High High Medium TDD-heavy engineering workflows, planning, debugging, code review, and consistent Claude Code usage across teams. Repository, Acceptance criteria, Test strategy Development plan, Tests-first workflow, Reviewed implementation It turns agentic coding from one-off prompting into a repeatable engineering process. The Superpowers GitHub repository describes it as a complete software development methodology for coding agents built on composable skills and initial instructions. Source ↗
UUClaude Code SkillsUI UX Pro Max Claude Code Skills Medium-high Medium-high Low Landing pages, dashboards, design systems, frontend prototypes, and visual polish before handoff. Product brief, Brand direction, Target users Design direction, Component guidance, Frontend UI recommendations Design taste is hard to recover after the first draft; this skill gives coding agents a stronger visual starting point. The UI UX Pro Max GitHub repository describes an AI skill that provides design intelligence for building professional UI/UX across multiple platforms. Source ↗
CSClaude Code SkillsClaude SEO Claude Code Skills Medium-high Medium Medium Technical SEO audits, content checks, page optimization, and search-driven website improvements. Target URL, Keyword set, SEO goals SEO audit, Fix list, Optimization recommendations SEO is a perfect coding-agent workflow because it combines crawling, structured checks, content judgment, and implementation. The Claude SEO GitHub repository describes an open-source SEO analysis plugin for Claude Code with sub-skills and specialist agents. Source ↗
ABClaude Code SkillsAgent Browser Claude Code Skills High Medium-high High Frontend QA, form testing, web data checks, screenshot verification, and local app validation. URL, Task goal, Safety rules Browser actions, Screenshots, Verification notes Browser access lets coding agents verify the actual product instead of guessing from files alone. The Agent Browser GitHub repository describes a browser automation CLI for AI agents, including Claude Code skill installation support. Source ↗
SCClaude Code SkillsSkill Creator Claude Code Skills High High Low Turning team SOPs, checklists, and repeated workflows into reusable Claude Code skills. Workflow goal, Examples, Quality criteria SKILL.md, Skill folder structure, Testing checklist A good meta-skill compounds value because every repeated workflow can become an installable capability. Anthropic’s official skills repository includes the Skill Creator skill for creating and packaging Claude skills. Source ↗
EDClaude Code SkillsExcalidraw Diagram Claude Code Skills Medium Medium Low System diagrams, product flows, architecture docs, onboarding visuals, and stakeholder explanations. Diagram goal, Entities, Style constraints Diagram file, Visual draft, Verification notes Diagrams help users understand agent work faster than long textual explanations. The Excalidraw Diagram Skill GitHub repository describes a skill that gives Claude Code and other coding agents the ability to generate practical Excalidraw diagrams. Source ↗
RClaude Code SkillsRemotion Claude Code Skills Medium Medium Medium Product videos, demos, explainers, launch assets, and motion-rich technical content. Storyboard, Assets, Visual style Video composition, Scene structure, Render guidance Video generation is becoming a useful coding-agent frontier because layouts, timing, and assets can be versioned. Remotion’s official Agent Skills documentation says its skills define best practices for AI agents such as Claude Code, Codex, and Cursor when working in Remotion projects. Source ↗
ABClaude Code SkillsArtifacts Builder Claude Code Skills Medium-high Medium Low React prototypes, Tailwind mockups, shadcn/ui experiments, and interactive stakeholder previews. Prototype brief, UI requirements, Framework preference Interactive artifact, Component draft, Prototype notes Artifacts make agent output tangible quickly, which is ideal for design and product iteration. The Artifacts Builder skill source is available in the claude-code-templates GitHub repository as a Claude Code skill for building rich HTML artifacts. Source ↗
MCClaude Code SkillsMCP Client Claude Code Skills High Medium Medium Tool integration, data access, SaaS actions, internal systems, and multi-tool coding workflows. MCP server details, Permissions, Tool goal MCP connection, Tool calls, Action results MCP is quickly becoming the practical tool layer for coding agents and workflow agents. Claude Code’s official MCP documentation explains how MCP connects Claude Code to external tools and exposes Claude Code tools to MCP clients. Source ↗
NClaude Code SkillsNotebookLM Claude Code Skills Medium Medium Medium Research briefs, source comparison, citation tracking, documentation synthesis, and knowledge workflows. Source set, Research question, Citation expectations Grounded answer, Citations, Synthesis notes Research skills are more useful when they preserve source grounding instead of producing unsupported summaries. The NotebookLM Skill GitHub repository describes a Claude Code skill for querying NotebookLM and retrieving source-grounded answers. Source ↗

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