Agent Skills: A Data-Driven Analysis of Claude Skills for Extending Large Language Model Functionality
On the map: LLM agents and tool use → Agent skill learning and evolution
Abstract (arXiv)
Agent skills extend large language model (LLM) agents with reusable, program-like modules that define triggering conditions, procedural logic, and tool interactions. As these skills proliferate in public marketplaces, it is unclear what types are available, how users adopt them, and what risks they pose. To answer these questions, we conduct a large-scale, data-driven analysis of 40,285 publicly listed skills from a major marketplace. Our results show that skill publication tends to occur in short bursts that track shifts in community attention. We also find that skill content is highly concentrated in software engineering workflows, while information retrieval and content creation account for a substantial share of adoption. Beyond content trends, we uncover a pronounced supply-demand imbalance across categories, and we show that most skills remain within typical prompt budgets despite a heavy-tailed length distribution. Finally, we observe strong ecosystem homogeneity, with widespread intent-level redundancy, and we identify non-trivial safety risks, including skills that enable state-changing or system-level actions. Overall, our findings provide a quantitative snapshot of agent skills as an emerging infrastructure layer for agents and inform future work on skill reuse, standardization, and safety-aware design.
Key facts. Cited by 66 papers in the map (data through 7 Oct 2026). Placed in Agent skill learning and evolution, one of 16 directions in LLM agents and tool use. Builds on 7 of its 19 references that are in the map. First posted on arXiv 8 Feb 2026.
Builds on
7 of 19 references.
References · 7
- 2022ReAct: Synergizing Reasoning and Acting in Language Modelscited by 8,355
- 2023A Survey on Large Language Model based Autonomous Agentscited by 2,203
- 2026Agent Skills in the Wild: An Empirical Study of Security Vulnerabilities at Scalecited by 94
- 2025Agent Skills Enable a New Class of Realistic and Trivially Simple Prompt Injectionscited by 30
- 2025What Generative Search Engines Like and How to Optimize Web Content Cooperativelycited by 13
- 2025ReUseIt: Synthesizing Reusable AI Agent Workflows for Web Automationcited by 5
- 2026A Large-Scale Study on the Development and Issues of Multi-Agent AI Systemscited by 5
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Citing papers per year: 2026: 66.
66 papers.
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- 2026Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineeringcited by 68
- 2026Organizing, Orchestrating, and Benchmarking Agent Skills at Ecosystem Scalecited by 65
- 2026SkillNet: Create, Evaluate, and Connect AI Skillscited by 48
- 2026SkillLearnBench: Benchmarking Continual Learning Methods for Agent Skill Generation on Real-World Taskscited by 45
- 2026SkillOS: Learning Skill Curation for Self-Evolving Agentscited by 45
- 2026Skill Retrieval Augmentation for Agentic AIcited by 41
- 2026SkillAttack: Automated Red Teaming of Agent Skills through Attack Path Refinementcited by 24
- 2026SkillJect: Effectively Automating Skill-Based Prompt Injection for Skill-Enabled Agentscited by 20
- 2026SkillsVote: Lifecycle Governance of Agent Skills from Collection, Recommendation to Evolutioncited by 18
- 2026SkillSafetyBench: Evaluating Agent Safety under Skill-Facing Attack Surfacescited by 15
- 2026Context Matters: Repository-Aware Security Analysis of the Agent Skill Ecosystemcited by 10
- 2026HarmfulSkillBench: How Do Harmful Skills Weaponize Your Agents?cited by 9
38 more
- 2026Skill Coverage: A Test Adequacy Metric for Agent Skillscited by 7
- 2026CODESKILL: Learning Self-Evolving Skills for Coding Agentscited by 6
- 2026FederatedSkill: Federated Learning for Agentic Skill Evolutioncited by 6
- 2026SkillHone: A Harness for Continual Agent Skill Evolution Through Persistent Decision Historycited by 6
- 2026Cloak and Detonate: Scanner Evasion and Dynamic Detection of Agent Skill Malwarecited by 6
- 2026Dynamic Agent Skills: A Lifecycle Survey and Taxonomy of Evolving Skill Librariescited by 6
- 2026Skill Self-Play: Pushing the Frontier of LLM Capability with Co-Evolving Skillscited by 6
- 2026Skill-Use: Can LLMs Actually Use Skills in Agentic Harnesses?cited by 6
- 2026Red Skills or Blue Skills? A Dive Into Skills Published on ClawHubcited by 5
- 2026Skill0.5: Joint Skill Internalization and Utilization for Out-of-Distribution Generalization in Agentic Reinforcement Learningcited by 5
- 2026Seeing Is Not Screening: Multimodal Hidden Instruction Attacks on Agent Skill Scannerscited by 5
- 2026From Anatomy to Smells: An Empirical Study of SKILL.md in Agent Skillscited by 5
- 2026SkillGuard: A Permission-Centric Framework for Agent Skill Securitycited by 4
- 2026Skill-RM: Unifying Heterogeneous Evaluation Criteria via Agent Skillcited by 3
- 2026ColluSkill: Adversarial Cross-Skill Composition for Evading Agent Skill Scannerscited by 3
- 2026SkillComposer: Learning to Evolve Agent Skills for Specification and Generalizationcited by 2
- 2026Unsupervised Skill Discovery for Agentic Data Analysiscited by 2
- 2026Runtime Skill Audit: Targeted Runtime Probing for Agent Skill Securitycited by 2
- 2026SoftSkill: Behavioral Compression for Contextual Adaptationcited by 2
- 2026SLBench: Evaluating How LLM Agents Follow Logical Relations in Skillscited by 2
- 2026SkillCorpus: Consolidating and Evaluating the Open Skill Ecosystem for Real-World LLM Agentscited by 2
- 2026Living-Harness Is an Interactive-Agent Evolvercited by 2
- 2026SKILLER: Language-Level Reinforcement Learning for Reusable Skill Extraction in Small Language Modelscited by 2
- 2026CompoSkill: Compositional Skill Chain Attacks from Individually Scanner-Passing LLM Agent Skillscited by 2
- 2026An Empirical Study of Agent Skills for Healthcare: Practice, Gaps, and Governancecited by 1
- 2026Skill-CMIB: Multimodal Agent Skill for Consistent Action via Conditional Multimodal Information Bottleneckcited by 1
- 2026Skill or Skip? Learning Selective Skill Invocation in Agentic Tasks via Dual-Granularity Preference Learningcited by 1
- 2026SciVisAgentSkills: Design and Evaluation of Agent Skills for Scientific Data Analysis and Visualizationcited by 1
- 2026BLUE: Toward Better Language Use in Efficient Vision-Language-Action Models for Autonomous Drivingcited by 1
- 2026From Registry to Repository: How AI Agent Skills Are Written, Adapted, and Maintainedcited by 1
- 2026Inside the Skill Market: From Software Engineering Activities to Reusable Agent Skillscited by 1
- 2026SkillEval: Decomposing Agent Skill Quality into Interpretable Signalscited by 1
- 2026Scientific Agent Skills: A Library of Procedural Knowledge for Research Agentscited by 1
- 2026The Router Within: Eliciting Native Skill Routing from a Frozen LLMcited by 1
- 2026SearchSkill: Teaching LLMs to Use Search Tools with Evolving Skill Bankscited by 0
- 2026Contractual Skills: A GovernSpec Design Framework for Enterprise AI Agentscited by 0
- 2026AgensFlow: A Coordination-Policy Substrate for Multi-Agent Systemscited by 0
- 2026Workflow-to-Skill: Skill Creation via Routing-Workflow-Semantics-Attachments Decompositioncited by 0
50 most cited of 66 All 66 (JSON)
- 2026Progressive Skill Discovery as Access Control for Tool-Using LLM Agents: Structural Governance through Role-Scoped Capability Delivery23 Sep 2026
- 2026AkasicMEM: Governed Enterprise Memory for Agents22 Sep 2026
- 2026After the Party: Growth, Governance, and Security Scanning in the OpenClaw Agent Skill Ecosystem15 Sep 2026
- 2026The Router Within: Eliciting Native Skill Routing from a Frozen LLM14 Sep 2026
- 2026COBRA-Skills: Contextual Bandit-Guided Evolution for Agent Skill Optimization10 Sep 2026
- 2026Who Maintains Agent Skills? A Longitudinal Study of Human-Governed, AI-Assisted Skill Maintenance4 Sep 2026
- 2026Speculative Macro Commit for Faster Tool-Using Agents3 Sep 2026
- 2026Scientific Agent Skills: A Library of Procedural Knowledge for Research Agents30 Aug 2026
- 2026Towards a Systems Foundation for Agentic Skills: Architecture, Lifecycle, and Security30 Aug 2026
- 2026On the Maintenance and Co-evolution of Agent Plugins: An Empirical Study of Claude Code Plugin Marketplaces28 Aug 2026
- 2026VCE-Skill: Enhancing Skill Self-Evolution with Version-Change Experience17 Aug 2026
- 2026CompoSkill: Compositional Skill Chain Attacks from Individually Scanner-Passing LLM Agent Skills17 Aug 2026
38 more
- 2026SKILLER: Language-Level Reinforcement Learning for Reusable Skill Extraction in Small Language Models11 Aug 2026
- 2026ColluSkill: Adversarial Cross-Skill Composition for Evading Agent Skill Scanners10 Aug 2026
- 2026ElasticBack: Stealthy Conditional Backdoor in LLM-Agent Skills via Coupled Trigger-Rule Optimization10 Aug 2026
- 2026Query-Only Backdoor Attacks on Self-Evolving Skills via Trajectory Poisoning8 Aug 2026
- 2026SkillEval: Decomposing Agent Skill Quality into Interpretable Signals7 Aug 2026
- 2026SkillTFM: Gated Skill Evolution for Training-Free Adaptation of Tabular Foundation Models6 Aug 2026
- 2026Towards a Risk Assessment of Malicious Skill Files in Coding Agents5 Aug 2026
- 2026SkillTrace: Multi-Trace Provenance Auditing for LLM-Agent Skill Reuse5 Aug 2026
- 2026Skill-Use: Can LLMs Actually Use Skills in Agentic Harnesses?5 Aug 2026
- 2026Towards Robust Tool Use in Agents via Experience-Driven Adaptive Guidance4 Aug 2026
- 2026Living-Harness Is an Interactive-Agent Evolver29 Jul 2026
- 2026HydroAgent: Formalizing Forecaster Expertise into Skill-Orchestrated Flood Forecasting Workflows27 Jul 2026
- 2026Skill Self-Play: Pushing the Frontier of LLM Capability with Co-Evolving Skills24 Jul 2026
- 2026SkillCorpus: Consolidating and Evaluating the Open Skill Ecosystem for Real-World LLM Agents17 Jul 2026
- 2026Dynamic Agent Skills: A Lifecycle Survey and Taxonomy of Evolving Skill Libraries11 Jul 2026
- 2026Inside the Skill Market: From Software Engineering Activities to Reusable Agent Skills10 Jul 2026
- 2026SLBench: Evaluating How LLM Agents Follow Logical Relations in Skills10 Jul 2026
- 2026Cloak and Detonate: Scanner Evasion and Dynamic Detection of Agent Skill Malware2 Jul 2026
- 2026From Anatomy to Smells: An Empirical Study of SKILL.md in Agent Skills1 Jul 2026
- 2026From Registry to Repository: How AI Agent Skills Are Written, Adapted, and Maintained1 Jul 2026
- 2026SoftSkill: Behavioral Compression for Contextual Adaptation18 Jun 2026
- 2026Seeing Is Not Screening: Multimodal Hidden Instruction Attacks on Agent Skill Scanners16 Jun 2026
- 2026Runtime Skill Audit: Targeted Runtime Probing for Agent Skill Security10 Jun 2026
- 2026Skill Coverage: A Test Adequacy Metric for Agent Skills9 Jun 2026
- 2026BLUE: Toward Better Language Use in Efficient Vision-Language-Action Models for Autonomous Driving7 Jun 2026
- 2026SkillHone: A Harness for Continual Agent Skill Evolution Through Persistent Decision History7 Jun 2026
- 2026Workflow-to-Skill: Skill Creation via Routing-Workflow-Semantics-Attachments Decomposition5 Jun 2026
- 2026Unsupervised Skill Discovery for Agentic Data Analysis4 Jun 2026
- 2026SkillComposer: Learning to Evolve Agent Skills for Specification and Generalization4 Jun 2026
- 2026SciVisAgentSkills: Design and Evaluation of Agent Skills for Scientific Data Analysis and Visualization4 Jun 2026
- 2026Skill-RM: Unifying Heterogeneous Evaluation Criteria via Agent Skill2 Jun 2026
- 2026FederatedSkill: Federated Learning for Agentic Skill Evolution2 Jun 2026
- 2026SkillGuard: A Permission-Centric Framework for Agent Skill Security2 Jun 2026
- 2026Skill or Skip? Learning Selective Skill Invocation in Agentic Tasks via Dual-Granularity Preference Learning30 May 2026
- 2026Skill0.5: Joint Skill Internalization and Utilization for Out-of-Distribution Generalization in Agentic Reinforcement Learning27 May 2026
- 2026AgensFlow: A Coordination-Policy Substrate for Multi-Agent Systems26 May 2026
- 2026CODESKILL: Learning Self-Evolving Skills for Coding Agents25 May 2026
- 2026Contractual Skills: A GovernSpec Design Framework for Enterprise AI Agents21 May 2026
50 newest of 66 All 66 (JSON)
- 2026Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineeringcited by 68
- 2026Organizing, Orchestrating, and Benchmarking Agent Skills at Ecosystem Scalecited by 65
- 2026SkillLearnBench: Benchmarking Continual Learning Methods for Agent Skill Generation on Real-World Taskscited by 45
- 2026SkillOS: Learning Skill Curation for Self-Evolving Agentscited by 45
- 2026Skill Retrieval Augmentation for Agentic AIcited by 41
- 2026SkillAttack: Automated Red Teaming of Agent Skills through Attack Path Refinementcited by 24
- 2026SkillJect: Effectively Automating Skill-Based Prompt Injection for Skill-Enabled Agentscited by 20
- 2026SkillsVote: Lifecycle Governance of Agent Skills from Collection, Recommendation to Evolutioncited by 18
- 2026SkillSafetyBench: Evaluating Agent Safety under Skill-Facing Attack Surfacescited by 15
- 2026HarmfulSkillBench: How Do Harmful Skills Weaponize Your Agents?cited by 9
- 2026Skill Coverage: A Test Adequacy Metric for Agent Skillscited by 7
- 2026CODESKILL: Learning Self-Evolving Skills for Coding Agentscited by 6
12 most cited of 48 All 48 (JSON)
- 2026Progressive Skill Discovery as Access Control for Tool-Using LLM Agents: Structural Governance through Role-Scoped Capability Delivery23 Sep 2026
- 2026The Router Within: Eliciting Native Skill Routing from a Frozen LLM14 Sep 2026
- 2026COBRA-Skills: Contextual Bandit-Guided Evolution for Agent Skill Optimization10 Sep 2026
- 2026Who Maintains Agent Skills? A Longitudinal Study of Human-Governed, AI-Assisted Skill Maintenance4 Sep 2026
- 2026Speculative Macro Commit for Faster Tool-Using Agents3 Sep 2026
- 2026Scientific Agent Skills: A Library of Procedural Knowledge for Research Agents30 Aug 2026
- 2026Towards a Systems Foundation for Agentic Skills: Architecture, Lifecycle, and Security30 Aug 2026
- 2026On the Maintenance and Co-evolution of Agent Plugins: An Empirical Study of Claude Code Plugin Marketplaces28 Aug 2026
- 2026CompoSkill: Compositional Skill Chain Attacks from Individually Scanner-Passing LLM Agent Skills17 Aug 2026
- 2026ColluSkill: Adversarial Cross-Skill Composition for Evading Agent Skill Scanners10 Aug 2026
- 2026ElasticBack: Stealthy Conditional Backdoor in LLM-Agent Skills via Coupled Trigger-Rule Optimization10 Aug 2026
- 2026Query-Only Backdoor Attacks on Self-Evolving Skills via Trajectory Poisoning8 Aug 2026
12 newest of 48 All 48 (JSON)
- 2026SkillNet: Create, Evaluate, and Connect AI Skillscited by 48
- 2026Context Matters: Repository-Aware Security Analysis of the Agent Skill Ecosystemcited by 10
- 2026Red Skills or Blue Skills? A Dive Into Skills Published on ClawHubcited by 5
- 2026SoftSkill: Behavioral Compression for Contextual Adaptationcited by 2
- 2026SKILLER: Language-Level Reinforcement Learning for Reusable Skill Extraction in Small Language Modelscited by 2
- 2026An Empirical Study of Agent Skills for Healthcare: Practice, Gaps, and Governancecited by 1
- 2026Inside the Skill Market: From Software Engineering Activities to Reusable Agent Skillscited by 1
- 2026SkillEval: Decomposing Agent Skill Quality into Interpretable Signalscited by 1
- 2026SearchSkill: Teaching LLMs to Use Search Tools with Evolving Skill Bankscited by 0
- 2026Contractual Skills: A GovernSpec Design Framework for Enterprise AI Agentscited by 0
- 2026HydroAgent: Formalizing Forecaster Expertise into Skill-Orchestrated Flood Forecasting Workflowscited by 0
- 2026Towards Robust Tool Use in Agents via Experience-Driven Adaptive Guidancecited by 0
12 most cited of 16 All 16 (JSON)
- 2026AkasicMEM: Governed Enterprise Memory for Agents22 Sep 2026
- 2026After the Party: Growth, Governance, and Security Scanning in the OpenClaw Agent Skill Ecosystem15 Sep 2026
- 2026VCE-Skill: Enhancing Skill Self-Evolution with Version-Change Experience17 Aug 2026
- 2026SKILLER: Language-Level Reinforcement Learning for Reusable Skill Extraction in Small Language Models11 Aug 2026
- 2026SkillEval: Decomposing Agent Skill Quality into Interpretable Signals7 Aug 2026
- 2026SkillTFM: Gated Skill Evolution for Training-Free Adaptation of Tabular Foundation Models6 Aug 2026
- 2026Towards Robust Tool Use in Agents via Experience-Driven Adaptive Guidance4 Aug 2026
- 2026HydroAgent: Formalizing Forecaster Expertise into Skill-Orchestrated Flood Forecasting Workflows27 Jul 2026
- 2026Inside the Skill Market: From Software Engineering Activities to Reusable Agent Skills10 Jul 2026
- 2026SoftSkill: Behavioral Compression for Contextual Adaptation18 Jun 2026
- 2026Contractual Skills: A GovernSpec Design Framework for Enterprise AI Agents21 May 2026
- 2026SearchSkill: Teaching LLMs to Use Search Tools with Evolving Skill Banks9 May 2026
12 newest of 16 All 16 (JSON)
Similar, not cited
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- 2026Agent Skills for Large Language Models: Architecture, Acquisition, Security, and the Path Forward
- 2026A Comprehensive Survey on Agent Skills: Taxonomy, Techniques, and Applications
- 2026Skills Are Not Islands: Measuring Dependency and Risk in Agent Skill Supply Chains
- 2026SoK: Agentic Skills -- Beyond Tool Use in LLM Agents
- 2026An Empirical Study of Downstream Adaptation for Agent Skills
- 2026Authoring Agent Skills: A Software-Engineering Approach
- 2026Agent Skill Framework: Perspectives on the Potential of Small to Medium Language Models in Industrial Environments
- 2026A Framework for Evaluating Agentic Skills at Scale