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MCP servers tagged function-calling

145 live MCP servers tagged "function-calling", ranked by trust score. Tags come from package metadata and repository topics, so this list covers servers across every category that work with function-calling.

145
live servers
39
avg trust
4.9K
most stars
101

SimTrace

Traceable, tool-building discrete-event simulation toolkit for SimPy models, exposed over MCP.

34
102

Mochikit

A modern, plugin-driven TypeScript AI Agent framework. 44 core files, strict TS, zero boilerplate.

34
103

Modern AI Agent Architecture

一本从架构原理、Agent MVP 到生产工程实践的现代 AI Agent 中文开源技术书

34
104

You Agent CLI

Clean-room Java 17 terminal coding agent with ReAct, DAG planning, memory, hybrid code search, and MCP

34
105

Legacy Erp Agent Lab

A deliberately messy legacy ERP database, and a .NET 9 / Microsoft Agent Framework agent that answers questions about it correctly — including the parts the database gets wrong.

34
106

AI Surface Skills

Canonical Agent Skills collection for tool and MCP contracts: schemas, permissions, human approval, breaking review, and evaluation.

34
107

Modelcontextstandard

A minimal, protocol-agnostic standard to connect LLMs like drivers with external tools using existing APIs and formats like OpenAPI, HTTP, AS2, or CAN-Bus. No custom stacks. Just…

34
108

To Openai Tool Schema Lab

Convert and validate MCP tool schemas for OpenAI-style function calling experiments.

34
109

Ollama Client

Lightweight MCP client that uses a local Ollama LLM to query multiple MCP servers defined in config.json

34
110

Exten Bot

Speech-to-Speech OpenAI Realtime VoIP Bot (SIP Extension) with Function Calling and External MCP Servers

34
111

Intermcp

Ultra-fast, safe Model Context Protocol (MCP) engine and multiplexing hub in pure Rust, built for Interlayer Blockchain and open for all

34
112

M Gate

MongoDB powered MCP Gateway. A multi-tenant MCP (Model Context Protocol) gateway with auth, RBAC, guardrails, a WASM code sandbox, queryable encryption, and observability.

34
113

Product Analytics Agent

AI agent that answers product analytics questions conversationally — queries metrics, compares segments, detects anomalies, and generates charts using Claude and MCP

34
114

Firebat

firebat

34
115

Tool Schema

Convert any JSON Schema into a valid tool / function calling schema for OpenAI, Anthropic, Gemini and MCP. Zero dependencies.

34
116

Diet

Transparent MCP proxy that cuts tool-schema tokens by 50-78%, in under a millisecond, with no LLM in the loop.

34
117

Stella

Deterministic OpenAPI → agent tool compiler. Same spec in, same tool names and schemas out, every time.

34
118

PHP MCP Web Tools

A Model Context Protocol server for local LLMs — runs on shared hosting, zero dependencies.

34
119

Agent Tool Adapters

mizcausevic-dev

Convert MCP tool definitions (tools/list) into OpenAI, Anthropic, Google Gemini, and Vercel AI SDK tool/function schemas. Wire one MCP server into any agent runtime.

updated 4 months ago
34
120

Standard Tool

finom

One type for an LLM tool — define it once, use it with any provider, SDK, or framework. Built on Standard Schema. RFC.

34
121

Liteagent

kevinlcw

A native, single-user, local-model-first AI agent. Works with any OpenAI-compatible endpoint (Ollama, vLLM, LM Studio) — full tool-calling loop, MCP client, memory, scheduler, and…

34
122

Rcip

binariedus

React capabilities for AI assistants, UI agents, and tool calling—with live context, validation, policy, and confirmation.

updated a month ago
34
123

EventEmittingFunctionInvokingChatClient

pinkroosterai

A FunctionInvokingChatClient subclass that emits async events before and after each tool invocation for Microsoft.Extensions.AI

34
124

Managed Agent

1iamm

从零实现的 Agent Runtime:不依赖任何框架,基于 LLM 原生 API 复刻 Claude Code 核心工程机制。七课渐进式教程,每课含代码/测试/文档/简历/面试题。

34
125

AI Music Agent

huang-zhibin

AI-original music catalog agent with strict multidimensional matching, REST, MCP, Function Calling, and Web Demo

34
126

Lawagent

haohao66996

Agentic RAG 法规问答:LangGraph Corrective RAG 自反思闭环、MCP 工具化、三层幻觉治理、22题分层评测

34
127

Mcppreflight

Archaofan

MCP点检助手 · 轻量单文件 Windows 工具,打开即用:大模型调用你的 MCP 工具,验证连通性与功能。高兼容性,13 家:DeepSeek/Qwen/GLM/Kimi/Spark/MiniMax/SiliconFlow/Doubao/Qianfan/Hunyuan/Ollama/OpenRouter 及任意 OpenAI 兼容接口。中英双语、浅/…

34
128

Openapi Bindcheck

ZouhairMudakka

OpenAPI tool-calling regression tests for dropped arguments and parameter-name collisions. Pinned Google ADK, FastMCP, and Open WebUI component reproductions; no LLM calls.

34
129

Agent Tool Router

dalek-ai

Pick the right tools for an agent task. Boring baseline, open dataset (14K traces from public agent benchmarks).

34
130

Toolsweep

jimmyjames177414

Which tool-schema decision is costing you accuracy? Controlled factorial ablation for LLM tool APIs.

34
131

Springofwinds Datasets

springofwindslabs

Synthetic datasets for MCP agent trajectories, function calling, and regulatory CoT

34
132

Toolstrict

jay-tank

Lint LLM tool/function-calling INPUT schemas for strictness - loose schemas cause hallucinated/invalid arguments. Flags no-required, open additionalProperties, or untyped properti…

34
133

Travel Agent MCP A2a

wanranfengqiu-cyber

Travel service multi-agent assistant using A2A, MCP tools, Function Calling, Streamlit and MySQL.

34
134

Ungrounded

Taran-Douley

Measure how often your LLM agent reaches for the wrong tool when it can't ground an entity in a request.

34
135

Llama MCP Router

u9401066

Tool-selection router for llama-server (llama.cpp) MCP tools: send the model only the tools a request needs. Pluggable selectors (Laya, BM25, custom).

34
136

Niadra SDK Python

ainiadra

Python SDK for Niadra: shared customer memory for every AI agent in a company. Context before the model call, history, tools and MCP.

34
137

Espresso MCP

vs4vijay

An MCP Server for the Espresso Android Test Framework, crafted to improve testing capabilities and optimize development workflows.

updated 5 months ago
34
138

Web Agent

mellettan

AI-агент, который выполняет задачи в браузере через function calling, и MCP-сервер с инструментами браузера. Работает с OpenAI и self-hosted моделями через vLLM

updated 2 days ago
34
139

Content Creator Planner

rahulsonar

An AI-assisted planning workspace for content creators.

updated 5 days ago
34
140

Live Playground

AnandPilania

Live IDE for building, testing and debugging MCP servers. LLM agnostic.

updated 24 days ago
34
141

Blackgeorge

jolovicdev

Code-first Python framework for AI agents: LLM tool calling, structured outputs with Pydantic, multi-agent orchestration, pause/resume workflows, and MCP tools. Works with OpenAI,…

updated a month ago
34
142

Keel Agent

peanut-peanut

手写的 ReAct 运行时:四维预算护栏、上下文压缩、成本归因,工具走 MCP 对外暴露。

updated 9 days ago
34
143

Stella

CentauriSystems

Deterministic OpenAPI → agent tool compiler. Same spec in, same tool names and schemas out, every time.

updated 2 months ago
34
144

Unify

Zanegreyamylnitrate785

Unify MCP servers behind one endpoint with lazy loading, Python plugins, and role-based filtering for lower overhead and simpler config

updated 6 days ago
34
145

Mini Projects

No description published.

30
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