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  1. Home
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  3. /agent-tools
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repoGitHubTrust 82 · PrimaryPublished 2mo agoLive · 2mo ago

agent-tools

A library of well-typed tools for LLM agents.

Lineage graph

Paper → model → repo connections mined from source citations (Tier-1 exact match).

Why these links exist

Every edge carries a method, confidence, and the source snippet that justified it — so bad links are debuggable.

  • LinkedLinked via unknownAgentCore-8B →
  • LinkedLinked via unknownAgentTrace →
  • LinkedLinked via unknownOpen-source agent framework crosses 50k stars →
  • LinkedLinked via unknownMake an agent that uses tools →
  • LinkedLinked via unknownAlibaba's model never trained as an agent — and improved agent performance across seven benchmarks →
  • LinkedLinked via unknownProduction-grade AI agents for financial compliance: Lessons from Stripe →
  • LinkedLinked via unknownJoint Learning of Experiential Rules and Policies for Large Language Model Agents →
  • LinkedLinked via unknownA Process Harness for Uplifting Legacy Workflows to Agentic BPM: Design and Realization in CUGA FLO →

Related to

modelAgentCore-8BtoolAgentTracetutorialMake an agent that uses tools

Covers

newsOpen-source agent framework crosses 50k stars

Covers (incoming)

newsAlibaba's model never trained as an agent — and improved agent performance across seven benchmarksnewsProduction-grade AI agents for financial compliance: Lessons from StripenewsI made a superhuman Generals.io agent with self-play RL [P]news[R] Compiling Agentic Workflows into LLM Weights: Near-Frontier Quality at Two Orders of Magnitude Less CostnewsHow're you deploying LLMs in production now-a-days? What's the best and most affordable way? [D]newsSalesforce rolls out new Slackbot AI agent as it battles Microsoft and Google in workplace AInewsIdentifying Interactions at Scale for LLMsnewsGet back hours every day with autonomous agents in Amazon QuicknewsAgentic Resource Discovery: Let agents searchnewsIs it agentic enough? Benchmarking open models on your own toolingnewsWhat's one local AI workflow you wish you'd discovered sooner?newsBest Local Agents - Jun 2026newsHypothetically speaking...newsPrompt injection is exploiting enterprise AI's biggest design flaws by targeting agents, RAG pipelines and model routersnewsIEEE Rolls Out Large Language Models Virtual Training CoursenewsHolo3.1: Fast & Local Computer Use AgentsnewsOrnith-1.0: self-improving open-source models for agentic codingnewsAI agents are not your “coworkers”newsOrnith-1.0: Self-scaffolding LLMs for agentic codingnewsBuild generative UI for AI agents on Amazon Bedrock AgentCore with the AG-UI protocolnewsVibe Coding / Agentic workflownewsA system-level approach to prompt injection: separating instruction and data channels in LLM agents [P]newsEnd of an Agony. Real production service that uses LLM to earn money my team had made and now we are so happy that it will die. Here are some of my final "experiences".newsBuilt a curated list of official DevOps / Cloud / SRE MCP servers and agent skillsnewsLLM agents can now automate full cyberattacks, and crypto wallets are already in the crosshairs - Crypto BriefingnewsAbout the Guest Editors | From Theory to Application: Advances in Multi‑Agent Systems/Frameworks - NaturenewsCollection policies | From Theory to Application: Advances in Multi‑Agent Systems/Frameworks - NaturenewsWhat Platform Security Taught Me About Trusting LLM Agents - Communications of the ACMnewsI changed my mind about how agents use tools - Gradient Flow | Ben Loricanews[Research Article] An LLM-based multi-agent system for remote sensing analysis - EurekAlert!newsAnyone deployed Loom yet?newsNew LLM Coordination Benchmark - Benchmarking Open-Ended Multi-Agent Coordination in Language Agents [R]newsShow HN: Ratel, give agents unlimited tools and skills without context bloatnewsMost AI agents have no concept of opportunity cost [D]

Implements (incoming)

paperJoint Learning of Experiential Rules and Policies for Large Language Model AgentspaperA Process Harness for Uplifting Legacy Workflows to Agentic BPM: Design and Realization in CUGA FLOpaperEmpowering GUI Agents via Autonomous Experience Exploration and Hindsight Experience Utilization for Task PlanningpaperLLawCo: Learning Laws of Cooperation for Modeling Embodied Multi-Agent BehaviorpaperAgent-Native Immune System: Architecture, Taxonomy, and EngineeringpaperAgentic Hardware Design as Repository-Level Code EvolutionpaperSelective Memory Retention for Long-Horizon LLM AgentspaperA Multi-Dataset Benchmark for Evaluating LLM Agents in Microservice Failure DiagnosispaperPolicyGuard: A Dialogue-Grounded Sub-Agent Verifier for Policy Adherence in LLM AgentspaperManufactured Confidence: How Memory Consolidation Turns Hearsay into Confident FactspaperHierarchical Experimentalist AgentspaperAlways-OnAgents:A Survey of Persistent Memory, State, and Governance in LLMAgentspaperLLM Agents Are Latent Context Managers: Eliciting Self-Managed Context via a Proprioceptive DashboardpaperParametric SkillspaperMulti-Agentic System Leveraging Open-Source LLMs to Mitigate Disinformation ThreatspaperSWE-INTERACT: Reimagining SWE Benchmarks as User-Driven Long-Horizon Coding SessionspaperEntity Binding Failures in Tool-Augmented AgentspaperLinguistic Firewall: Geometry as Defense in Multi-Agent Systems RoutingpaperTraceLab: Characterizing Coding Agent Workloads for LLM ServingpaperSelf-Evolving World Models for LLM Agent PlanningpaperLearning from Failure: Inference-Time Self-Improvement for Computer-Use AgentspaperAutoTrainess: Teaching Language Models to Improve Language Models AutonomouslypaperACE: Pluggable Adaptive Context Elasticizer across AgentspaperA Tutorial on Autonomous Fault-Tolerant Control Using Knowledge-Grounded LLM AgentspaperThink in English, Answer in Korean: Efficient Adaptation of Multilingual Tool-Using AgentspaperTRIAGE: Role-Typed Credit Assignment for Agentic Reinforcement LearningpaperShopX: A Foundation Model for Intent-to-Item Fulfillment in Agentic ShoppingpaperTheory of Mind and Persuasion Beyond Conversation: Assessing the Capacity of LLMs to Induce Belief States via Planning and ActionpaperScalable Behaviour Cloning on Browser Using via Skill DistillationpaperGenerative Skill Composition for LLM AgentspaperGMO-E$^2$DIT: Grounded Multi-Operation Editing for E-Commerce ImagespaperBayesian Uncertainty Propagation for Agentic RAG Pipelines: A Proof-of-Concept Study on Multi-Hop Question AnsweringpaperSWE-Doctor: Guiding Software Engineering Agents with Runtime Diagnosis from Multi-Faceted Bug Reproduction TestspaperAgentic generation of verifiable rules for deterministic, self-expanding reaction classificationpaperMemSyco-Bench: Benchmarking Sycophancy in Agent MemorypaperCan Agents Generalize to the Open World? Unveiling the Fragility of Static Training in Tool UsepaperConversable Complexity: Agentic LLM Collectives as Interpretable SubstratespaperSkills Are Not Islands: Measuring Dependency and Risk in Agent Skill Supply ChainspaperPACE: A Proxy for Agentic Capability EvaluationpaperA$^{2}$utoLPBench: An Auto-Generated, Agent-Friendly LP Benchmark via Inverse-KKT ConstructionpaperUA-ChatDev: Uncertainty-Aware Multi-Agent Collaboration for Reliable Software DevelopmentpaperAgenticSTS: A Bounded-Memory Testbed for Long-Horizon LLM AgentspaperSkillFuzz: Fuzzing Skill Composition for Implicit Intents Discovery in Open Skill MarketplacespaperA Few Teacher Steps Go a Long Way: Cost-Efficient On-Policy Data Augmentation for Agent Post-TrainingpaperToolFailBench: Diagnosing Tool-Use Failures in LLM AgentspaperWhen Agents Lie: Premeditation, Persistence, and Exploitation in Repeated GamespaperSovereignPA-Bench: Evaluating User-Owned Personal Agents under Evolving Intent, Platform Mediation, and Consent ConstraintspaperLLM-as-a-Verifier: A General-Purpose Verification FrameworkpaperPolyWorkBench: Benchmarking Multilingual Long-Horizon LLM AgentspaperLLM Agents for Deliberative Collaboration: A Study on Joint Decision Making Under Partial ObservabilitypaperDemonstrating TOFFEE: A Learned System for Synthesizing Data Agent Trajectories at ScalepaperHarnessing Code Agents for Automatic Software VerificationpaperScoped Verification for Reliable Long-Horizon Agentic Context Evolution under Distribution ShiftpaperAgora: Enhancing LLM Agent Reasoning Via Auction-Based Task AllocationpaperGEIS: A Generation-Evaluation-Improvement Loop of Agent Skills for Long-Form Article GenerationpaperAgent Hacks Agent: Autoresearch for Production-Agent Red-TeamingpaperEvidence-Grounded Verified Agentic Reasoning: A Path Toward Eliminating LLM Hallucination in Empirical Inference via Tool-Attested Kernel ProofspaperTracing Agentic Failure from the Flow of Success

Related across the graph

paperAlways-OnAgents:A Survey of Persistent Memory, State, and Governance in LLMAgentspaperTraceLab: Characterizing Coding Agent Workloads for LLM ServingpaperGMO-E$^2$DIT: Grounded Multi-Operation Editing for E-Commerce ImagespaperPolyWorkBench: Benchmarking Multilingual Long-Horizon LLM AgentspaperTracing Agentic Failure from the Flow of SuccesspaperMulti-Agentic System Leveraging Open-Source LLMs to Mitigate Disinformation ThreatsnewsLLM agents can now automate full cyberattacks, and crypto wallets are already in the crosshairs - Crypto BriefingpaperLLM Agents for Deliberative Collaboration: A Study on Joint Decision Making Under Partial ObservabilitypaperAgenticSTS: A Bounded-Memory Testbed for Long-Horizon LLM AgentstutorialMake an agent that uses toolsnewsOrnith-1.0: self-improving open-source models for agentic codingpaperWhen Agents Lie: Premeditation, Persistence, and Exploitation in Repeated GamespaperA Tutorial on Autonomous Fault-Tolerant Control Using Knowledge-Grounded LLM AgentsnewsGet back hours every day with autonomous agents in Amazon QuicknewsNew LLM Coordination Benchmark - Benchmarking Open-Ended Multi-Agent Coordination in Language Agents [R]newsHolo3.1: Fast & Local Computer Use AgentspaperScoped Verification for Reliable Long-Horizon Agentic Context Evolution under Distribution ShiftpaperSelf-Evolving World Models for LLM Agent PlanningpaperACE: Pluggable Adaptive Context Elasticizer across AgentsnewsOpen-source agent framework crosses 50k starsnewsCollection policies | From Theory to Application: Advances in Multi‑Agent Systems/Frameworks - NaturepaperLinguistic Firewall: Geometry as Defense in Multi-Agent Systems Routingnews[Research Article] An LLM-based multi-agent system for remote sensing analysis - EurekAlert!paperLLM-as-a-Verifier: A General-Purpose Verification FrameworknewsOrnith-1.0: Self-scaffolding LLMs for agentic codingnewsPrompt injection is exploiting enterprise AI's biggest design flaws by targeting agents, RAG pipelines and model routerspaperGenerative Skill Composition for LLM AgentsnewsAbout the Guest Editors | From Theory to Application: Advances in Multi‑Agent Systems/Frameworks - NaturepaperLLM Agents Are Latent Context Managers: Eliciting Self-Managed Context via a Proprioceptive DashboardpaperBayesian Uncertainty Propagation for Agentic RAG Pipelines: A Proof-of-Concept Study on Multi-Hop Question AnsweringpaperEmpowering GUI Agents via Autonomous Experience Exploration and Hindsight Experience Utilization for Task PlanningpaperJoint Learning of Experiential Rules and Policies for Large Language Model AgentspaperHarnessing Code Agents for Automatic Software VerificationpaperPACE: A Proxy for Agentic Capability EvaluationpaperEvidence-Grounded Verified Agentic Reasoning: A Path Toward Eliminating LLM Hallucination in Empirical Inference via Tool-Attested Kernel ProofspaperTRIAGE: Role-Typed Credit Assignment for Agentic Reinforcement LearningnewsSalesforce rolls out new Slackbot AI agent as it battles Microsoft and Google in workplace AIpaperDemonstrating TOFFEE: A Learned System for Synthesizing Data Agent Trajectories at ScalenewsBuild generative UI for AI agents on Amazon Bedrock AgentCore with the AG-UI protocolpaperToolFailBench: Diagnosing Tool-Use Failures in LLM AgentspaperGEIS: A Generation-Evaluation-Improvement Loop of Agent Skills for Long-Form Article GenerationnewsHow're you deploying LLMs in production now-a-days? What's the best and most affordable way? [D]paperShopX: A Foundation Model for Intent-to-Item Fulfillment in Agentic ShoppingnewsMost AI agents have no concept of opportunity cost [D]paperManufactured Confidence: How Memory Consolidation Turns Hearsay into Confident FactspaperLLawCo: Learning Laws of Cooperation for Modeling Embodied Multi-Agent BehaviorpaperPolicyGuard: A Dialogue-Grounded Sub-Agent Verifier for Policy Adherence in LLM AgentsnewsAgentic Resource Discovery: Let agents searchpaperSkillFuzz: Fuzzing Skill Composition for Implicit Intents Discovery in Open Skill MarketplacesnewsVibe Coding / Agentic workflowpaperLearning from Failure: Inference-Time Self-Improvement for Computer-Use AgentspaperScalable Behaviour Cloning on Browser Using via Skill DistillationpaperParametric SkillspaperThink in English, Answer in Korean: Efficient Adaptation of Multilingual Tool-Using AgentsnewsI made a superhuman Generals.io agent with self-play RL [P]newsHypothetically speaking...newsEnd of an Agony. Real production service that uses LLM to earn money my team had made and now we are so happy that it will die. Here are some of my final "experiences".paperA Multi-Dataset Benchmark for Evaluating LLM Agents in Microservice Failure DiagnosisnewsAlibaba's model never trained as an agent — and improved agent performance across seven benchmarkspaperConversable Complexity: Agentic LLM Collectives as Interpretable SubstratesnewsAI agents are not your “coworkers”paperEntity Binding Failures in Tool-Augmented AgentsmodelAgentCore-8BpaperSovereignPA-Bench: Evaluating User-Owned Personal Agents under Evolving Intent, Platform Mediation, and Consent ConstraintspaperAgent Hacks Agent: Autoresearch for Production-Agent Red-TeamingnewsIEEE Rolls Out Large Language Models Virtual Training CoursepaperA Few Teacher Steps Go a Long Way: Cost-Efficient On-Policy Data Augmentation for Agent Post-TrainingpaperTheory of Mind and Persuasion Beyond Conversation: Assessing the Capacity of LLMs to Induce Belief States via Planning and ActionpaperSelective Memory Retention for Long-Horizon LLM AgentspaperHierarchical Experimentalist AgentspaperAutoTrainess: Teaching Language Models to Improve Language Models AutonomouslypaperUA-ChatDev: Uncertainty-Aware Multi-Agent Collaboration for Reliable Software DevelopmentpaperA$^{2}$utoLPBench: An Auto-Generated, Agent-Friendly LP Benchmark via Inverse-KKT ConstructionpaperSWE-Doctor: Guiding Software Engineering Agents with Runtime Diagnosis from Multi-Faceted Bug Reproduction TestsnewsWhat's one local AI workflow you wish you'd discovered sooner?newsAnyone deployed Loom yet?paperCan Agents Generalize to the Open World? Unveiling the Fragility of Static Training in Tool UsenewsA system-level approach to prompt injection: separating instruction and data channels in LLM agents [P]paperAgent-Native Immune System: Architecture, Taxonomy, and EngineeringpaperSkills Are Not Islands: Measuring Dependency and Risk in Agent Skill Supply ChainspaperSWE-INTERACT: Reimagining SWE Benchmarks as User-Driven Long-Horizon Coding SessionsnewsIs it agentic enough? Benchmarking open models on your own toolingnewsShow HN: Ratel, give agents unlimited tools and skills without context bloatpaperMemSyco-Bench: Benchmarking Sycophancy in Agent MemorynewsI changed my mind about how agents use tools - Gradient Flow | Ben LoricapaperAgora: Enhancing LLM Agent Reasoning Via Auction-Based Task AllocationnewsBest Local Agents - Jun 2026newsProduction-grade AI agents for financial compliance: Lessons from StripenewsBuilt a curated list of official DevOps / Cloud / SRE MCP servers and agent skillspaperAgentic generation of verifiable rules for deterministic, self-expanding reaction classificationnewsWhat Platform Security Taught Me About Trusting LLM Agents - Communications of the ACMnewsIdentifying Interactions at Scale for LLMsnews[R] Compiling Agentic Workflows into LLM Weights: Near-Frontier Quality at Two Orders of Magnitude Less CosttoolAgentTracepaperA Process Harness for Uplifting Legacy Workflows to Agentic BPM: Design and Realization in CUGA FLOpaperAgentic Hardware Design as Repository-Level Code Evolution
Knowledge path·PAlways-OnAgents:A Survey of Persistent Memory, State, and Governance in LLMAgents→PTraceLab: Characterizing Coding Agent Workloads for LLM Serving→PGMO-E$^2$DIT: Grounded Multi-Operation Editing for E-Commerce Images→Ragent-tools

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