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MCP servers tagged tool-calling
404 live MCP servers tagged "tool-calling", ranked by trust score. Tags come from package metadata and repository topics, so this list covers servers across every category that work with tool-calling.
LivePilot
A model-agnostic MCP server for Ableton Live. Exposes 72 deterministic tools covering tracks, devices, plugins, transport, and mixing — every write is verifiable by parameter read…
Logistic Platform
Agente de IA para logistica: chat em linguagem natural sobre frota, rotas e entregas. Java 21, Spring Boot 4, Spring Security, Spring AI e MCP, com eval de selecao de tools.
Ottrix
Lightweight TypeScript framework for LLM agents: ReAct loop, tool calling, MCP, multi-agent workflows, memory, guardrails & observability. Claude, OpenAI & Ollama via fetch — no v…
Research Copilot
A local AI research assistant that searches, reads, summarizes, and remembers—with transparent tool calls and zero cloud dependencies. Built with Ollama, MCP protocol, and Streaml…
Spring AI MCP Integration
MCP (Model Context Protocol) integration with Spring Boot and Spring AI — Java tools auto-called by LLM via natural language
AI Agent Systems Course
Hands-on, self-paced course for building AI agent systems in Python: MCP (Model Context Protocol), A2A (Agent-to-Agent), LangGraph/LangChain, DeepAgent, and a ReAct code-executor…
Alcuin
Intelligence, composed — an extensible platform for building and operating AI agents.
Orkis
An agentic AI platform for .NET: run autonomous agents under graduated supervision — durable pause/resume runs, Firecracker-sandboxed execution, persistent workspaces with a super…
Agentruntime
Business-neutral Go agent runtime built on the OpenAI Responses API
Whichtool
Does the model actually pick the right tool from your MCP server?
Shell Agent
macOS GUI chat & agent tool powered by local LLM — MCP, shell Tool Calling, MITL, time-aware memory, DuckDB analysis
Multi CLI Pilot
Multi-agent orchestration harness for CLI coding agents with prompts, workflows, coordination, and MCP support.
Standard Tool
One type for an LLM tool — define it once, use it with any provider, SDK, or framework. Built on Standard Schema. RFC.
Kakeibo
A personal finance agent built from scratch on the raw Gemini API: hand-written tool-calling loop, double-entry PostgreSQL ledger, context caching, MCP server, 46-task eval harnes…
Forge Agent
TypeScript agent runtime with tracing, a scripted model for CI, and OpenAI-compatible providers.
Mini Coding Agent
A minimal Python coding agent with tool calling, sandboxed execution, test-driven feedback, verification gates, token budgets, and optional Skill/MCP support.
Aether Agentic Workspace
Full-stack AI assistant with hybrid-retrieval RAG (pgvector + BM25 + cross-encoder rerank), a provider-agnostic LLM backend, MCP and Google Workspace tool use, and a LiveKit voice…
Turning Point Proj
AI-powered assistant for Solace Event Portal, enabling Admins and End Users to discover and manage event-driven architectures through natural language using Qwen3-8B, MCP, Solace…
Langchain Poc
LangChain is a measured modern RAG and tool agent built with LangGraph, FastAPI, pgvector, React and assistant-ui. Hybrid retrieval, reranking, calibrated abstention, ACLs, dynami…
Enhancelearningai Model Context Protocol
Articles and resources on standards and patterns for secure communication between AI systems and external tools.
Rcip
React capabilities for AI assistants, UI agents, and tool calling—with live context, validation, policy, and confirmation.
Trustloop SDK
AI governance SDK — intercept, audit, and add human approval to any AI agent tool call. Works with OpenAI, MCP, LangChain, CrewAI. EU AI Act compliance and other mandates.
Aeg Intent Gate
A tiny TypeScript approval gate for AI tool calls, MCP tools, and human-in-the-loop workflows.
Claude Max Bridge
OpenAI-compatible endpoint over your own local Claude Code install — with working structured tool-calls. Spawns the official claude binary in documented headless mode. No spoofing.
Spendiq Prototype
Conversational AI copilot over procurement, AP, and contract data — grounded answers with citations to specific rows and clauses. Built for the TechTorch AI & Data Engineer challe…
Sap Intelliops
Agentic AI system for enterprise incident resolution using LLM agents, RAG, tool calling, MCP, and governed execution.
Investigation Agent Client
AI investigation agent for risk analysis with LLM planning, tool calling, MCP capability reuse,policy grounding, structured artifacts, and evaluation.
Qwen Eventflow AI
AI-powered assistant "EventFlow_AI" for Solace Event Portal and Event Broker, enabling Admins and End Users to discover and manage event-driven architectures through natural langu…
Langchain Bridge
Expose any LangChain chain, agent, or tool as an MCP server. Schema-aware tool registration, tool-call tracing, retry and timeout policies, and structured output validation. Bridg…
AI Flight Agent
Conversational flight agent: a local qwen2.5:7b picks a tool, MCP carries the call over stdio to query_flights / buy_ticket / check_in, and those drive a .NET airline API behind a…
Holdcall
The control that stays on your machine: a local relay that decides every MCP tool call, holds the dangerous ones for a human, and keeps a record you can verify offline.
Small Model Agents
Reliable multi-agent tool calling on a small model, by giving the model less to decide. Tiered routing, schema-validated decisions, graceful tool degradation, MCP server.
Frontier Advisor
Infrastructure for a 90:10 local-to-frontier ratio. Consult frontier AI when local models need help.
Cost Analyzer
Analyze MCP tool schema overhead, token usage, and per-turn cost for AI agents. Estimate context bloat, tool-calling overhead, and routing savings for OpenAI-compatible backends.
Tool Schema Fixer
CLI for normalizing generic tool schemas into OpenAI, Anthropic, and Gemini-friendly shapes.
Knowledge Agent Platform
Knowledge QA and tool calling platform based on Agent Harness architecture
G4 Base MCP
Minimal, extensible Model Context Protocol (MCP) server implementations across languages — tool-first, JSON-RPC based, VS Code Agent and n8n compatible, with streaming support.
Plan Exec Agent
本地运行的多 Agent 编排内核（Go/Windows）：PlanAgent→BehaviorAgent 主链，支持 MCP（stdio/http）、外挂 Skill Pack、WebUI（HTTP+SSE）、RunView 回合日志→HTML。/A local multi-agent runtime (Go/Windows) built around…
AI Code Assistant Showcase
基于 Spring AI、Agent、RAG 与 PGVector 的智能编程学习助手
Agent Harness Experience
A minimal, traceable Agent Harness experiment covering tool calling, context management, memory, persistence, retry, MCP, and reviewer subagents.
Fetch Html To Md
Convert remote or local HTML resources to Markdown via CLI or Node.js API.
Spendwise Agent
A local-first AI agent powered by Ollama that connects to a remote SpendWise MCP server. Features a custom Python agentic loop with schema-aware argument repair to fix LLM tool-ca…
Obsidian Vault Librarian
Librarian: AI Agent living in Obsidian. Support PC and Mobile. Browse your vault and internet.
Openapi Bindcheck
OpenAPI tool-calling regression tests for dropped arguments and parameter-name collisions. Pinned Google ADK, FastMCP, and Open WebUI component reproductions; no LLM calls.
Llama.cpp Workbench
A reusable local LLM environment built with llama.cpp and MCP, featuring custom tools, web search, and sandboxed filesystem access.
Personal Agent
本地优先的桌面 AI 助手，同时作为 Codex 的受控执行端：以 MCP Server 接入上游，委派任务由本地 Runtime 用自配模型执行；权限默认为空，项目改动先出 diff 并经人工批准。
Test Bench
Open-source evaluation framework for MCP servers powered by Claude. Auto-discovers tools, generates test scenarios, runs LLM-as-judge scoring to assess correctness and safety, aud…
Axolotl Companion
A local-first AI companion with a private LLM on your GPU, MCP tool calling, and an animated 3D axolotl mascot. vLLM + FastAPI + Next.js 15, fully containerised.
Edge MCP Caller
270M specialist baking MCP tool knowledge into weights: 99.5% accuracy, 32x fewer prompt tokens
Frontend AI Patterns
Angular and TypeScript patterns for AI frontend systems: streaming UX, RAG citations, tool calling, MCP tools, approvals, state machines, and guardrails.