Python agents

Runtime security for AI agents — detects jailbreak, prompt injection, and tool misuse from inside the agent.

Spryngtime Usage Analytics & Billing API

Spryngtime Usage Analytics & Billing API

Client library for SPT Neo RAG API

Spy-Agent: Advanced JS Miner

spy-agent-build-sdk

Spyder plugin for Claude Code interaction

Framework-agnostic agent observability & LLM tracing. Supports OpenAI, Anthropic, CrewAI, AutoGen, LangGraph, and OpenTelemetry.

This is used as a placeholder to help prevent dependency confusion attacks.

This is used as a placeholder to help prevent dependency confusion attacks.

Read-only SQL CLI for agentic workflows

A secure SQL tool for AI agents to interact with databases

SQL Fragments library for building SQL queries.

A playground for SQL and LLMs

SQL Storage Middleware for SQLite and Postgres

A tool to extract SQL database schema and generate ChatGPT prompts

SQL agent, query your database

Conversational Text-to-SQL agent that allows you to ask natural language questions over structured data (Excel → SQLite), using semantic search, automatic SQL generation, safe execution, and LLM-based result interpretation — all with conversation memory and SQL history.

SQL agent, query your database

A SQLAlchemy integration for the Haystack framework.

Sqlalchemy nl2sql agent

Service-first database intelligence platform for safe inspection and agent-ready exports

A sql parser which support mysql, oceanbase and odps

Python package that loads data from Minecraft: Bedrock Edition packs into SQLite database

SQLite cache storage for botasaurus.

AioSQLiteStorage is a very good FSM Storage for Telegram bots on Python.

Hybird search with SQLite AI and SQLite Vector

Run llm from sqlite

SQLite storage for aiogram bots.

SQL with LLM

An open-source Generative AI (GenAI) application designed to provide users

Prepare and query vector embeddings for RAG applications using DuckDB

The Operating System for Autonomous Software Teams

Function

squeezellm

Dead-simple, local-first, framework-agnostic agent observability. One decorator, one SQLite file, full tracing.

Drop-in middleware that gives AI agents hard spending limits, token budgets, circuit breakers, and real-time kill switches.

Skill Runtime Advisor — 让 AI Agent 知道自己有什么能力，以及什么时候该用什么能力。带守护进程、多 Agent 适配器、完整 CLI、消息前置推理中间件。

A library for easier langchain usage

A set of functions to better interact with openai.

Library for SRCDS

A Site Reliability Engineer AI agent that can monitor application and infrastructure logs, diagnose issues, and report on diagnostics.

LLM helpers for SRX services: ChatOpenAI wrapper, tool base, Tavily tool, OpenAI Batch API, and infrastructure-agnostic batch state management

A wrapper for ssh-add that checks whether a key has already been added to the SSH agent rather than prompting for the passphrase every time.

High-level SSH session management for AI agents

A Python keyring backend unlocked by ssh-agent signatures

set up a working ssh-agent and add keys for any subprocesses you want to run

SSH Agent MCP服务 - 支持SSH连接管理、命令执行和SFTP文件传输的完整MCP服务器

SSH Agent Authorization Proxy and Multiplexer

SAGE remote agent — receives and executes file transfer instructions from the platform

Drop-in agentic AI chat component for Streamlit — 12 tools, extended thinking, computer use, session persistence, subagents, and multi-provider LLM support.

A Streamlit component enabling LLM-driven semantic search and data retrieval.

A Streamlit chatbot app integrating Ollama LLMs

A Python package for connecting to OpenAI embedding models in Streamlit apps

Streamlit Component for handling local storage

Agent framework that builds evidence chains from Crash/ANR/OOM logs, auto-fixes Crash code, and plugs into test verification & bug trackers

StableOpenai is an enhanced framework for OpenAI, providing stable and efficient API request management. It allows the use of multiple API keys to increase request limits and ensures thread safety. The library features multi-key management, thread-safe operations for reliable requests in multi-threaded environments, and automatic fallback to alternate keys when API rate limits are reached. Ideal for developers looking to optimize interactions with OpenAI's services in robust, concurrent applications.

The standard for capable and reliable agents in production

Anthropic provider for Stache AI

Bedrock provider for Stache AI

Cohere provider for Stache AI

Ollama provider for Stache AI

Openai provider for Stache AI

StackOverflow-style GPT assistant for your terminal

An integration of STACKIT as a StackitChatGenerator

STACKIT Object Storage API

stagenth file-relay 的本地 stdio MCP 代理壳 (shim)，桥接到远端 HTTPS MCP 服务

Drop-in observability for LangGraph and CrewAI — captures every run, node, tool call, token count, prompt, and response into MongoDB, PostgreSQL, or any OpenTelemetry-compatible collector

A Linux command generator and assistant using OpenAI GPT-3.5-turbo

Classify stances of entities related to a statement in German or English text using large language models (LLMs)

A simple, modular library for building AI agents—with a composable core and plug‑in components.

use llm to clean data for start ai

Starfish SDK

A powerful Python ADK for building model agnostic AI agents

AI-assisted software development with a sci-fi inspired interface

STAT: Spatial Transcriptomics Analytical agenT - AI-powered, provenance-aware spatial omics analysis

CLI-native Stata integration for AI agents. Run code, inspect data, retrieve results, export graphs, and test do-files.

A library for building reliable, state-driven LLM workflows using the State+CRUD pattern

Versioned memory and state management for AI agents. Git-like history over event-sourced memory units.

AutoGeneS (Theis Lab) - packaging compatibility fork for pip>=24.1

Production-ready RL framework for training multi-turn conversational AI agents using GRPO and GSPO

Statistics and data analysis toolkit

Flexible requests for Internal Status Page API applications

Python SDK for the Gum Memory API.

The fastest way to deploy a production langchain API.

Steerable harness helpers for Python

Steerable protocol schemas for Python

Steerable agent runtime: LLM, tool, storage, and transport adapters.

Pluggable async storage backends for Python projects

STELLA: Self-Evolving Multimodal Agents for Biomedical Research

Claude Code plugins for autonomous development workflows

Steward — Autonomous Superagent Engine (Sankhya-25 Architecture)

Stigmergy pressure-field scheduling adapter for AutoGen

Stigmergy pressure-field scheduling adapter for CrewAI

Stigmergy pressure-field scheduling adapter for LangGraph

An agent that allows interactions with the .stignore file on a machine

Agent package for communicating with Stirling PDF via REST APIs.

Local Stitchflow daemon for browser automation tasks and data sync