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Needle, küçük cihazlarda tool calling, structured extraction ve embedding çalıştırmayı hedefleyen kompakt bir model ve yazılım paketidir.

Neden yükseliyor · Küçük cihazlarda yerel tool calling ve extraction ihtiyacına odaklanması, 216 günde 12.730 yıldıza ulaşması ve son 28 gündeki 36 commit ile 15 farklı yazarın katkısı dikkat çekiyor. Yıldızlar ilginin göstergesi; model performansının bağımsız doğrulaması değil.

OpenClaw + 大模型驱动的完整电商客服自动化系统：覆盖淘宝、拼多多、抖音、快手、小红书、视频号，包含浏览器/手机 Worker、订单物流与售后工具、记忆、回执、恢复和 Eval。

Native Android AI agent: use your own API keys (OpenAI/Anthropic/Gemini), opencode-style modes, device tools, Shizuku shell, screen analysis

600 KB WASM runtime for Cactus Compute's Needle AI tool-calling models, Needle 3, 2 and 1 from one build. Browser, Cloudflare Workers, Node.

Pie – free, open-source AI browser agent for Chrome. Reads pages & PDFs, fills forms, extracts data, automates tabs, hands off to Claude Cod

Official RollingGo Hotel Booking MCP Server. 2M+ hotels at wholesale rates, 40+ LLM compatible. Free unlimited calls for businesses & indivi

Local OpenCode-backed LLM gateway for OpenAI, Anthropic, Gemini, and Responses API-compatible tools, with streaming and tool/function callin

Learn AI agents from first principles to production. Zero mandatory dependencies, pure standard Python 3.11+, and no magic frameworks.

从 Java 开发者到 AI Agent 工程师的 30 天实战之路 | Spring Boot + Spring AI + MCP + Multi-Agent

Открытый бенчмарк LLM: какая нейросеть лучше пишет код 1С:Предприятие (BSL). Объективная оценка LLM по методике SMOP с реальным исполнением

Measure and safely cut the token cost of LLM tool and MCP schemas, with equivalence checking and a CI gate.

OpenAI/Anthropic-compatible desktop proxy for Lingma and QoderCN, with Remote API, IPC fallback, tool emulation, image input, request logs,

基于 Spring Boot、微信 iLink SDK 与阿里云百炼的多模态微信机器人，支持文本、图片、语音、Function Calling、Skill 编排和本地 RAG。

This project is for learning: it shows how an agent loop works underneath, in a way more intuitive and visual than reading about it. Behind

基于用户意图进化的智能 Agent 助手平台，目前主要支持文件解析、Excel 数据分析、合同审查、知识库检索、报告导出与自定义技能。

Pre-inference tool and agent routing for MCP, A2A and tool-rich LLM systems. Reduce candidate tools before model inference with policy-aware

Build & prompt Qwen3.x agents in their native dialect — extracted from qwen-code & Qwen-Agent

Android SDK and MCP server: 157 tools for calendar, contacts, SMS, files, camera, sensors, notifications and UI automation, for on-device LL

A local AI agent built from scratch in Python with Ollama: conversation memory, system prompts, and multi-step tool calling.

Verified catalog of 300+ APIs and MCP servers with opinions and statistics so that AI agents can call after a one-time API key/OAuth setup.

A modular local AI agent built with Python and Ollama, featuring tool calling, memory, web search, document processing, embeddings, and RAG.

Tools Are Not Islands: Set-Level Tool Retrieval for LLM Agents via Query-Conditioned Hyperedge Prediction

BetterAIChat2 (BAIC2) — 本地优先的 Android AI 智能体：57 个真实设备工具（无 GMS：截屏 OCR / UI 自动化 / 离线定位 / 文件 / 网页 / 提醒 / 通知触发自动化 / 技能与子代理）、仿生记忆（别名、时间线、自省巩固、出处、

Pause your AI agent. Ask a human. Resume with their answer. Open source human-in-the-loop (HITL) library for production LLM agents: Slack, e

Introducing Muse Glimmer: open-weight 30B agentic multimodal model that runs on your device (Meta). Interactive local agent lab + guide. Apa

TSCG - Deterministic tool-schema compilation for LLM agents, including text-mode tool use without native tool calling and context-budget RAG

Minimal Go agent framework for LLM tool-calling loops (v1.0, stable). Typed tools, parallel execution, three hooks, streaming progress, snap

Let an LLM write its own tools at runtime: parsed with acorn, versioned in SQLite, run in a supervised worker process

Forge your own agent harness — a config-to-code generator that renders a thin, standalone Python agent harness you fully own. No LangChain/L

Think only when the tool call looks unsure: confidence-gated reasoning for small local models. Code, BFCL results and paper.

🛠️ toolhub - Turn ANY console script into an LLM tool in 2 seconds. Lightweight, self-hosted, tree-structured alternative to MCP & LangChain

Unofficial OpenAI-compatible bridge for Factory Droid

Voice applications built using swaram.live — the real-time Malayalam voice API.

一只会主动关心你的桌面 AI 桌宠：双角色、长期记忆、工具调用（PySide6 + DeepSeek） | Windows desktop AI pet companion: dual characters, long-term memory, function calling

Agent tools from many descriptions in a single integration. Authorize operations, not just tool calls, and approve them when a human is requ

Use your Cursor subscription as an OpenAI-compatible API. Direct agent.v1 protocol — real tool_calls, streaming, multi-account. No cursor-ag

Progressive tool discovery for DeepSeek Harness — tiny stable surface, searchable catalog, real pipeline execution, context cache intact.

Repairs predictable tool-call mistakes that often derail open weight models. Supports integration with other extensions' custom tools.

Does the model pick the right tool? Tool-routing tests for your MCP server: run them on Claude and OpenAI models, see where each request lan

Catches multilingual voice agents placing the wrong order. τ-bench style benchmark + CI gate for voice ordering agents in English and Hingli

Research design for a Jev-native agent system:enable more options than jev provided with virtulization and paging, tool integration, externa