Python agents

A Storage provider for S3-compatible object stores, proved against the shipped conformance suite

YAI Agent Core — an embeddable, self-adaptive agent kernel for host applications

Native Microsoft Agent Framework execution and typed output integration

Native LangChain and LangGraph binding for the ygo74 agent runtime

零外部平台绑定的 Python Agent 运行时内核

Zero Agent Core 的 Embedding Provider 扩展

Zero Agent Core 的 MinerU 文档解析扩展

Zero Agent Core 的多 Agent 编排扩展

基于 tinyagent-py 的 DeclareAgent 插件框架：@agent_def 声明 + Pydantic 类型反射 + 统一返回结构

LangGraph middleware for ZizkaDB — automatic causal logging per graph node

Async TLS tunnel client with SNI routing, auto-reconnect, and health checks (Python 3.7 legacy)

HPO RAG as implemented by Brandon T. Garcia 2025.

PostgreSQL and object-storage implementations of the AdCP Reliable Reporting stores

Local SQLite mailbox, acknowledgements and cooperative leases for AI agents on one trusted machine. Python standard library only.

Async LangChain agent on Claude that builds, edits and validates ComfyUI API workflows.

Python SDK and CLI for agent lifecycle hooks, with tracked session state.

Membase long-term memory for Microsoft Agent Framework (Python): a context provider with time-boxed recall and deliberate save/search/profile tools.

Python bindings for the Agent-Harmony C++20 agent-based modeling library.

MCP server for the Agent Data Marketplace: AI agents buy data, hire services, and apply to sell.

Lightweight self-hosted Agent Operations (AgentOps / LLMOps) toolkit

Start a remote game agent from a player class. The SDK owns the MCP server; the model stays on the platform.

Project management for AI coding agents: specs, decisions, tests, reviews and releases with traceable evidence.

Deterministic critic for AI agents: runs weighed checks for real, scores 0-100 and blocks delivery below the threshold.

AgentArts 自研示例 MCP：服务器时间查询 + 文本统计

Guardrails and evals for AI agents: a policy gate for tool calls, a checker for invented facts, and a benchmark for shell-command gates. Deterministic, no API keys.

An MCP server that adds terminal capabilities to an agent

Agentic Windows MCP - an MCP server that gives AI agents full, safe control of a Windows PC: desktop automation, remote computer control, browser DevTools inspection, and remote software development.

A terminal based agentic interface or a mcp which can add terminal capability

Report Claude Code, Cursor, Gemini CLI, OpenCode and Cortex Code sessions to the AgentLedger Snowflake Native App.

Local-first, shared long-term memory for AI agents: one SQLite database for Claude Code, omp and any MCP client

Continuous adversarial-testing (proof) engine for AI-agent defenses — run curated attack packs against the deployed stack, verify enforcement with the kill-chain, and publish an honest, reproducible defense benchmark.

Create, lint, security scan, test, share and export agent skills (SKILL.md) for Claude Code, Cursor, Codex, Hermes and more.

Persistent state for AI agents: files, JSON, and tool history in SQLite

Installs the Agentville plugin of skills and agents into Claude Code.

Agno Model adapter for persistent Cursor CLI ACP sessions

Small tool-calling agent loop primitives

Pull, run and seal LLMs and diffusion models on SGLang and vLLM.

Retrieval augmented generation composition for the Aoguan Python SDK

Autonomous agent that plans a goal and carries it out with shell, file, web, browser, Google Workspace and desktop tools.

Bedrock-TriCore: An Attention-Free, Constant-State O(1) Sequence Operator (17.00 KiB) with Causal Delta-Rule Fast Weights and Latent Multi-Hop Chaining

Thin stdio MCP adapter for the local Bitwig Controller Extension

Name reservation for the Byteplus Python SDK split package byteplussdk-storageebs

Claude Agent SDK subagents as voters in a binding MACP Decision or Quorum session

Keep Claude Code sessions working on their artifacts after cswap switches claude.ai accounts

Thin Claude Code to NVIDIA NIM translator

Per-customer profiles for Claude Code and Claude Desktop: separate logins, AI platforms, MCP servers, skills and history, side by side.

Turn Claude Code's Remote Control back on in tmux sessions after the claude.ai account changes

Reopen a Claude Code session at any earlier prompt, including prompts from before a compaction

Use several Claude subscriptions from one Claude Code setup via a local proxy

CLI for your Claude subscription rate limits: the 5-hour and 7-day usage windows Claude Code shows in /usage, from your terminal.

Live Mermaid flowchart of a Claude Code Workflow run, driven by hooks

Haystack converter for Reddit and Hacker News threads exported with Comment Scraper: one Document per comment, [cN] numbers kept. Reads local JSON files, makes no network requests.

MCP server for web search and reading (search, scrape, map, extract, crawl) that Dot, an always-on agent for macOS, uses

DragonFi API wrapper

Baseline agents for the card game Fish, and the interface they share.

An educational large language model built from scratch in Python

A built-in acceptance test suite for self-hosted LLM services

Cryptographic capability sealing, scope-bounded planning, and independent audit for LLM agents

Multi-framework agent retrieval tracing (LangGraph, LlamaIndex, CrewAI) rendered as interactive graphs with graphsight-pro.

Training-free amplitude outlier suppression for Transformer Q/O projections, with a measured cost.

Many agents, one record: run one agent or a swarm of them — on a research, software, trading, knowledge or optimization task — with a HypGraph record as the only shared state.

Dask support for Storage Explorer

DuckDB support for Storage Explorer

Apple silicon inference with coordinated CPU, GPU and ANE work

Minimal coding agent

Kairo: Autonomous AI Code Editor Agent & CLI for any repository or IDE

LangChain integration for Callin.io: let your agent place real phone calls with an AI voice agent and read the summary and transcript.

LangChain document loader for the FastOCR Document OCR API: load scanned PDFs and images as text, in 100+ languages.

Membase long-term memory for LangChain and LangGraph: a retriever, agent tools and a recall middleware.

Ask your coding agent about your LLM app in plain English; it answers from your Langfuse data with lf. CLI + agent skill.

LangGraph node that settles a binding MACP Decision or Quorum session

Deterministic authorization for Python callables, LangGraph nodes, agent tools, and MCP tools.

LlamaIndex reader for the FastOCR Document OCR API: load scanned PDFs and images as text, in 100+ languages.

LlamaIndex vector store integration for NGT (Neighborhood Graph and Tree)

Un agent de code minimal autour d'Ollama, écrit à la main pour comprendre chaque brique.

llm-adb: Token-efficient ADB wrapper for LLM agents

AI & LLM crawler readiness MCP server: audit robots.txt, validate llms.txt, and verify markdown mirrors for GEO/AEO optimization.

Comprehensive enterprise security scanner & proof verification engine for open-source LLMs and Hugging Face repositories

LLM plugin for the decision models of the OpenRouter Decisions API

Multi-Router monitoring dashboard with automatic detection and SGLang worker maintenance

A unified Python client for OpenAI-compatible and multi-provider LLM APIs.

A coding agent following SKILL.state paper principles.

Memory and mood for AI companions that outlive any one model: one SQLite file, usable by every LLM

A MCP which adds the terminal capabilites to an agent

多源时序数据量化分析与可视化 Agent（课题 12 / S06）

Build AI agents with estimated-cost admission control, action approvals, and resumable runs.

Vendor-neutral, open-source, evidence-grounded healthcare search and agentic AI platform

The tool mock hook and serve of Owl Studio for LangChain agents.

The tool mock hook and serve of Owl Studio for Pydantic AI agents.

Convert any website into an editable, pixel-accurate Penpot design (HTML to Penpot) via the Penpot MCP server - CLI and Claude Code plugin with visual QA.

Multiplayer sessions for one AI agent: shared context, host approvals, attribution, isolation.

The exam proctor for AI coding agents: catch agents that game their tests, and measure whether their code generalizes to tests they never saw.

Provider-neutral effect assurance and reliability testing for agent tool operations.

Cloudflare Workers AI and AI Gateway models for Pydantic AI

Crash-resilient, durable agent harness for PydanticAI

Google and YouTube research capability for Pydantic AI using FlashData MCP

Runtime sandboxes as a Pydantic AI toolset: shell, files and listings in a Firecracker microVM

A RAG agent built on Pydantic.

Chunk-level quality verification for RAG ingestion: independence, completeness, traceability, semantic independence, template completeness