https://llm-stats.com/leaderboards/best-ai-for-tool-calling
Best AI for Tool Calling 2026 - Top Function Calling Models
Rankings of the best AI models for tool and function calling. Compare models by tool use accuracy and API integration capabilities.
best aitool callingtopfunctionmodels
https://paperium.net/article/en/17267/latent-preference-modeling-for-cross-session-personalized-tool-calling
Latent Preference Modeling for Cross-Session Personalized Tool Calling: Analysis, Review & Summary...
Quick breakdown of the 'Latent Preference Modeling for Cross-Session Personalized Tool Calling' paper. Methods, results, strengths/weaknesses explaine
tool callingreview summarylatentpreferencemodeling
https://openreview.net/forum?id=OyIJvyyB3R
LLM2Fx-Tools: Tool Calling for Music Post-Production | OpenReview
This paper introduces LLM2Fx-Tools, a multimodal tool-calling framework that generates executable sequences of audio effects (Fx-chain) for music...
tool callingfor musicpost productiontoolsopenreview
https://ollama.com/MFDoom/deepseek-r1-tool-calling:8b
MFDoom/deepseek-r1-tool-calling:8b
DeepSeek's first-generation of reasoning models with comparable performance to OpenAI-o1, including six dense models distilled from DeepSeek-R1 based on Llama...
tool callingdeepseek
https://www.devopsschool.com/blog/top-10-tool-calling-middleware-for-agents-features-pros-cons-comparison/
Top 10 Tool-Calling Middleware for Agents: Features, Pros, Cons & Comparison
tool callingfor agentstopmiddlewarefeatures
https://liner.com/review/llm2fxtools-tool-calling-for-music-postproduction
LLM2Fx-Tools: Tool Calling for Music Post-Production [Quick Review]
Regarding this ICLR 2026 paper, this review summarizes LLM2Fx-Tools, a multimodal framework automating Fx-chain estimation for music post-production.
tool callingfor musicpost productionquick reviewtools
https://docs.vllm.ai/en/v0.10.1.1/features/tool_calling.html
Tool Calling - vLLM
tool callingvllm
https://zilliz.com/ai-faq/how-does-claude-opus-46-handle-tool-calling-and-agents
How does Claude Opus 4.6 handle tool calling and agents? - Zilliz Vector Database
Claude Opus 4.6 supports tool calling through the Claude API feature set, which lets your application define tools (func
claude opustool callingvector databasehandleagents
https://www.truefoundry.com/glossary/llm-tool-calling
What Is LLM Tool Calling: Extend AI with External Tools
Discover what LLM tool calling is, how it works, and why it's crucial for building powerful AI agents. Learn about types, examples, and key security...
what isllm toolextend aiexternal toolscalling
https://lambda.ai/blog/creating-highly-efficient-agents-450m-tool-calling-tokens-distilled-for-post-training-from-top-open-source-models
Creating highly efficient agents: 450M tool-calling tokens distilled for post-training from top...
Lambda releases a 450M-token open dataset for training agents on the Hermes harness, distilled from frontier models like Kimi K2.5 and GLM-5.6.
tool callingpost trainingcreatinghighlyefficient
https://docs.snaplogic.com/snaps/examples/machine-learning/sp-amazon-bedrock-llm/example-ab-capi-tc-fg-frg/example-func-gen-tool-calling-func-result-gen.html
Fetch neighboring countries using Tool Calling Snaps
neighboring countriestool callingfetchusingsnaps
https://arxiv.org/html/2510.14453v1
Natural Language Tools: A Natural Language Approach to Tool Calling In Large Language Agents
natural languagetool callingtoolsapproachlarge
https://research.ibm.com/publications/verifiable-chemical-reasoning-through-tool-calling-agentic-workflow
Verifiable Chemical Reasoning through Tool-Calling Agentic Workflow for NeurIPS 2025 - IBM Research
Verifiable Chemical Reasoning through Tool-Calling Agentic Workflow for NeurIPS 2025 by Gabrielle Gaudeau et al.
tool callingagentic workflowibm researchverifiablechemical
https://developers.redhat.com/articles/2025/07/15/exploring-llama-stack-python-tool-calling-and-agents
Exploring Llama Stack with Python: Tool calling and agents | Red Hat Developer
Aug 5, 2025 - Harness Llama Stack with Python for LLM development. Explore tool calling, agents, and Model Context Protocol (MCP) for versatile integrations.
tool callingred hatexploringllamastack
https://blog.solega.co/how-to-implement-tool-calling-with-gemma-4-and-python/
How to Implement Tool Calling with Gemma 4 and Python - Solega Blog
Apr 16, 2026 - In this article, you will learn how to build a local, privacy-first tool-calling agent using the Gemma 4 model family and Ollama. Topics we will cover include:...
how to implementtool callinggemmapythonblog
https://goose-docs.ai/blog/2025/04/11/finetuning-toolshim/
Finetuning Toolshim Models for Tool Calling | goose | Your open source AI agent
Apr 11, 2025 - Addressing performance limitations in models without native tool calling support
open source aitool callingfinetuningmodelsgoose
https://www.distillabs.ai/docs/how-to/data-preparation/multi-turn-tool-calling/
Multi-turn tool calling data preparation | distil labs documentation
Multi-turn tool calling data preparation
tool callingdata preparationmultiturndistil
https://developer.upsun.com/posts/how-it-works/mcp-interaction-types-article
Beyond Tool Calling: Understanding MCP's Three Core Interaction Types - Upsun Developer
Discover how prompts, resources, and tools work together in the Model Context Protocol to create richer AI application experiences beyond simple tool calling.
tool callingbeyondunderstandingmcpthree
https://blog.neurolink.ink/tags/tool-calling/
tool-calling | NeuroLink Blog
Technical tutorials and guides for NeuroLink - the unified AI SDK
tool callingblog
https://platform.claude.com/docs/en/agents-and-tools/tool-use/programmatic-tool-calling
Programmatic tool calling - Claude API Docs
Claude API Documentation
programmatic tool callingclaude apidocs
https://www.arcade.dev/blog/llm-app-tool-calling-trends/
LLM Tool-Calling and OAuth for Enterprise AI
Oct 15, 2025 - How modern platforms enable secure, authenticated LLM tool-calling across enterprise systems with OAuth 2.0 and 100+ pre-built integrations.
for enterprise aillm toolcallingoauth
https://ai-sdk.dev/v5/docs/troubleshooting/tool-calling-with-structured-outputs
Troubleshooting: Tool calling with generateObject and streamObject
Troubleshooting tool calling when combined with generateObject and streamObject
tool callingtroubleshooting
https://entwickler.de/angular/ai-frontend-assistant-tool-calling
Tool Calling in the Frontend with Hashbrown
Hashbrown streamlines the complexity of integrating AI assistants into web apps for Angular and other frontend frameworks. Learn how to implement tool calling...
tool callingfrontendhashbrown
https://advisories.gitlab.com/pypi/utcp/CVE-2025-14542/
Universal Tool Calling Protocol (UTCP) client library for Python vulnerable to Trust Boundary...
CVE-2025-14542 Universal Tool Calling Protocol (UTCP) client library for Python vulnerable to Trust Boundary Violation through Manual JSON specification: The...
universal toolclient libraryfor pythoncallingprotocol
https://agent-skills.md/skills/juanre/llmring/tools
Function Calling and Tool Use Skill | Agent Skills
Use when implementing function calling, tool use, or agents with LLMs - unified tool API works across OpenAI, Anthropic, Google, and Ollama with consistent...
function callingtool useagent skills
https://testrigor.com/releases/release-notes-mcp-and-function-calling/
Release Notes: MCP and Function Calling - testRigor AI-Based Automated Testing Tool
Jul 22, 2025 - testRigor introduces robust support for MCP and function calling, leveraging the latest advancements in AI-driven test automation.
release notesfunction callingautomated testingmcptestrigor