Cover Image

ToolScope: Enhancing LLM Agent Tool Use through Tool Merging and Context-Aware Filtering

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Liu, Marianne Menglin, Garcia, Daniel, Parllaku, Fjona, Upadhyay, Vikas, Shah, Syed Fahad Allam, Roth, Dan
Format:	Preprint
Published:	2025
Subjects:	Computation and Language Software Engineering
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

ToolScope: An Agentic Framework for Vision-Guided and Long-Horizon Tool Use
by: Deng, Mengjie, et al.
Published: (2025)

Routesplain: Towards Faithful and Intervenable Routing for Software-related Tasks
by: Štorek, Adam, et al.
Published: (2025)

The Evolution of Tool Use in LLM Agents: From Single-Tool Call to Multi-Tool Orchestration
by: Xu, Haoyuan, et al.
Published: (2026)

Towards Verifiably Safe Tool Use for LLM Agents
by: Doshi, Aarya, et al.
Published: (2026)

JTPRO: A Joint Tool-Prompt Reflective Optimization Framework for Language Agents
by: Ghoshal, Sandip, et al.
Published: (2026)

Evaluation of Version Control Merge Tools
by: Schesch, Benedikt, et al.
Published: (2024)

SkillCraft: Can LLM Agents Learn to Use Tools Skillfully?
by: Chen, Shiqi, et al.
Published: (2026)

Enhancing LLM-Based Coding Tools through Native Integration of IDE-Derived Static Context
by: Li, Yichen, et al.
Published: (2024)

ToolFuzz -- Automated Agent Tool Testing
by: Milev, Ivan, et al.
Published: (2025)

ParaTool: Shifting Tool Representations from Context to Parameters
by: Yu, Zekai, et al.
Published: (2026)

Automatic Red Teaming LLM-based Agents with Model Context Protocol Tools
by: He, Ping, et al.
Published: (2025)

ToolScan: A Benchmark for Characterizing Errors in Tool-Use LLMs
by: Kokane, Shirley, et al.
Published: (2024)

MetaTool Benchmark for Large Language Models: Deciding Whether to Use Tools and Which to Use
by: Huang, Yue, et al.
Published: (2023)

Schema First Tool APIs for LLM Agents: A Controlled Study of Tool Misuse, Recovery, and Budgeted Performance
by: Sigdel, Akshey, et al.
Published: (2026)

Structure versus Context: Understanding the Design and Use of Computer Tools in Social Settings.
by: Powell, Kevin
Published: (1999)

Model Context Protocol (MCP) Tool Descriptions Are Smelly! Towards Improving AI Agent Efficiency with Augmented MCP Tool Descriptions
by: Hasan, Mohammed Mehedi, et al.
Published: (2026)

MCP-Zero: Active Tool Discovery for Autonomous LLM Agents
by: Fei, Xiang, et al.
Published: (2025)

An Event-Driven Tool for Context-Aware Code Smell Detection Using SmellDSL
by: Viegas, Matheus dos Santos, et al.
Published: (2026)

Explainability as a Compliance Requirement: What Regulated Industries Need from AI Tools for Design Artifact Generation
by: Shah, Syed Tauhid Ullah, et al.
Published: (2025)

ToolMATH: A Diagnostic Benchmark for Long-Horizon Tool Use under Systematic Tool-Catalog Constraints
by: Choi, Hyeonje, et al.
Published: (2026)

ToolPRMBench: Evaluating and Advancing Process Reward Models for Tool-using Agents
by: Li, Dawei, et al.
Published: (2026)

SMARTCAL: An Approach to Self-Aware Tool-Use Evaluation and Calibration
by: Shen, Yuanhao, et al.
Published: (2024)

EvolveTool-Bench: Evaluating the Quality of LLM-Generated Tool Libraries as Software Artifacts
by: Kaliyev, Alibek T., et al.
Published: (2026)

SynthTools: A Framework for Scaling Synthetic Tools for Agent Development
by: Castellani, Tommaso, et al.
Published: (2025)

Online-Optimized RAG for Tool Use and Function Calling
by: Pan, Yu, et al.
Published: (2025)

Solver-Aided Verification of Policy Compliance in Tool-Augmented LLM Agents
by: Winston, Cailin, et al.
Published: (2026)

Breaking the Illusion of Identity in LLM Tooling
by: Miller, Marek
Published: (2026)

DADL: A Declarative Description Language for Enterprise Tool Libraries in LLM Agent Systems
by: Dunkel, Axel
Published: (2026)

The Causal Impact of Tool Affordance on Safety Alignment in LLM Agents
by: Yu, Shasha, et al.
Published: (2026)

The Tool-Overuse Illusion: Why Does LLM Prefer External Tools over Internal Knowledge?
by: Zeng, Yirong, et al.
Published: (2026)

OraPlan-SQL: A Planning-Centric Framework for Complex Bilingual NL2SQL Reasoning
by: Liu, Marianne Menglin, et al.
Published: (2025)

"ENERGY STAR" LLM-Enabled Software Engineering Tools
by: Thakur, Himon, et al.
Published: (2026)

Towards Supporting Quality Architecture Evaluation with LLM Tools
by: Capilla, Rafael, et al.
Published: (2026)

A Novel Refactoring and Semantic Aware Abstract Syntax Tree Differencing Tool and a Benchmark for Evaluating the Accuracy of Diff Tools
by: Alikhanifard, Pouria, et al.
Published: (2024)

Graph-Based Self-Healing Tool Routing for Cost-Efficient LLM Agents
by: Bholani, Neeraj
Published: (2026)

ToolRosella: Translating Code Repositories into Standardized Tools for Scientific Agents
by: Di, Shimin, et al.
Published: (2026)

Rethinking the Role of Entropy in Optimizing Tool-Use Behaviors for Large Language Model Agents
by: Li, Zeping, et al.
Published: (2026)

CompileAgent: Automated Real-World Repo-Level Compilation with Tool-Integrated LLM-based Agent System
by: Hu, Li, et al.
Published: (2025)

ToolCaching: Towards Efficient Caching for LLM Tool-calling
by: Zhai, Yi, et al.
Published: (2026)

Investigating Tool-Memory Conflicts in Tool-Augmented LLMs
by: Cheng, Jiali, et al.
Published: (2026)