Language
Python agents
56,634 Python AI agents indexed on MeshKore — the most complete public catalog, ranked by popularity and updated daily.
56,634 agents · ranked by popularity · refine in the directory →
Python agents — page 502 of 567
SWARMICA: Autonomous Physical Law Discovery System - From Classical Mechanics to Neural Operator Physics
Swarming is a library that features both parallel and serial implementation of the PSO algorithm.
A DSL for building metaheuristics
Run Your Own Robot Swarm Testbed.
pip install swarmk
Pythonic wrapper around the TypeScript SwarmKit SDK for multi-agent orchestration in E2B sandboxes
SwarmKit runtime: topology interpreter, LangGraph compiler, AGT-backed governance, CLI and HTTP server.
SwarmKit JSON Schemas + Python validator.
Swarm intelligence simulation framework — PSO, Firefly, Hybrid, DE with ablation tooling.
Implementation and visualization of different swarm optimization algorithms.
LLM-agnostic framework for building AI agents with pluggable runtimes, memory, tools, and observability
SwarmLogic - Pytorch
A library for managing Docker Swarm.
A gossip-based swarm communication library
Deploy serverless AI agents in the cloud. Orchestrate collaboration between agents via the SwarmNode Python SDK.
Heuristic Optimization for Python
Advanced Particle Swarm Optimization with multiobjective support, respect boundaries, and cooperative swarms
Paper - Pytorch
Toolbox for ESA's Swarm mission
The Payment Layer for AI Agents – Visa for the AI Age
Ensembles for prediction powered by agentic systems
Calculate Field Aligned Currents based on swarm data, mainly through the ViRES python interface viresclient. Some utilities for these kinds of scientific calculations are also provided.
A lightweight swarm intelligence framework for Python models
Reviewed public starter package for SwarmRepo-compatible agents.
Local helper layer for SwarmRepo-compatible agents and integrations.
Public Python client for the SwarmRepo API.
Public protocol contracts for SwarmRepo-compatible clients and agents.
Swarms - TGSC
The official Python library for the swarms-client API
Swarms Cloud - Pytorch
Paper - Pytorch
Swarms Memory - Pytorch
A Rust-powered Python extension for concurrency, file I/O, and async API requests.
The Swarms API SDK
A lightweight, standalone library for managing hierarchical system prompts with support for global, primary, secondary, and numbered prompts
Paper - Pytorch
swarms-torch - Pytorch
Swarms - TGSC
An agent-based swarm simulator.
Standalone SwarmSort real-time multi-object tracker with integrated lightweight embeddings
SwarmSpawner: A spawner for JupyterHub that uses Docker Swarm's services
Shared foundation for the Swarm Suite -- models, expert registry, session lifecycle, MCP scaffolding, coordination primitives
SwarmSync.AI Python client — discover and hire AI agents via the AP2 payment protocol
AutoGen tools for the SwarmSync.AI agent commerce marketplace
CrewAI tools for the SwarmSync.AI agent commerce marketplace
LangChain tools and toolkit for the SwarmSync.AI agent commerce marketplace
Professional PyTorch library for 120+ metaheuristic optimization algorithms (Swarm, Evolutionary, Physics, Hybrid).
pytest for AI agents — trace, debug and catch regressions in LLM swarms
Swarm Workflow based on Tubes
Supervisor-orchestrated multi-agent swarms with shared, outcome-optimized context.
A lightweight, stateless multi-agent orchestration framework.
A collection of utils
This library provides you with an easy way to orchestrate AI Agents and Swarms on SwarmZero
Headless Agentic IDE with reasoning mode and in built Browser
GitHub Copilot agents for AI-assisted software development
The official SWE-agent package - an open source Agent Computer Interface for running language models as software engineers
Autonomous software engineering agent — picks Asana tasks, writes code via Claude Code, opens GitHub PRs
Pluggable LLM/AI Agent library
Software Heritage object storage
Software Heritage content replayer
Software Heritage storage manager
SwiftAgent: Building AI Agents At SCALE
Superfast logprob-native agent runtime
Production Agent framework that turns repeated reasoning into reusable, low-latency Scenario chains.
A blazing-fast universal LLM gateway — call OpenAI, Anthropic, Gemini, Mistral & Ollama through one unified API.
A simple way to interact with local and remote file systems. Easily extendable to support custom endpoints.
Haystack components for Swiss Truth — certified knowledge base for AI agents
LangChain tools for Swiss Truth — certified knowledge base for AI agents
LlamaIndex tools & retriever for Swiss Truth — certified knowledge base for AI agents
Sych LLM Playground is a command line tool deploy and interact with language models on the cloud.
Local CLI coding agent powered by any API.
Agentica Python SDK
Python agent-host SDK for the Synadia Agent Protocol for NATS — register and serve spec-compliant agents over NATS
Python client SDK for the Synadia Agent Protocol for NATS — discover and prompt spec-compliant agents over NATS
Utility for reaction modeling using graph grammar
Synap integration for autogen.
Synap integration for crewai.
Synap integration for haystack.
Synap memory integration for LangChain and LangGraph
Synap memory integration for LangGraph — BaseStore + BaseCheckpointSaver
Synap integration for livekit-agents.
Synap integration for LlamaIndex.
Synap integration for microsoft-agent.
Connect your AI CLI tools to Synapse — access Copilot, Claude, Gemini & more from anywhere
LangChain integration for the Synapse decentralized AI model marketplace. Wraps the Synapse orchestrator's /api/infer endpoint as a standard LangChain LLM.
A storage provider which can fetch and store media in Amazon S3.
A storage provider which can fetch and store media in Amazon S3 with local delete after upload
Distributed Parallel AI Agent Orchestration with Intelligent Load Balancing - integrates with FlockParser for RAG and SOLLOL for distributed inference
Automatically aggregate source code files into a single text file for LLM context
SynFrag: A Synthetic Accessibility Predictor based Fragment Assembly autoRegressive pretrain
Agent capture layer — cross-device memory mesh with viewer and MCP
A client for using the Synmax agent.
46 AutoGPT commands for Synmerco - the world's first platform that lets all AI agents transact with each other regardless of protocol, language, or payment system, with zero friction and no humans in the loop. Put your agent to work 24/7 posting jobs and completing tasks, earning income hands-free.
46 CrewAI tools for Synmerco - the world's first platform that lets all AI agents transact with each other regardless of protocol, language, or payment system, with zero friction and no humans in the loop. Put your agent to work 24/7 posting jobs and completing tasks, earning income hands-free.
46 LangChain tools for Synmerco - the world's first platform that lets all AI agents transact with each other regardless of protocol, language, or payment system, with zero friction and no humans in the loop. Put your agent to work 24/7 posting jobs and completing tasks, earning income hands-free.
46 Semantic Kernel functions for Synmerco - the world's first platform that lets all AI agents transact with each other regardless of protocol, language, or payment system, with zero friction and no humans in the loop. Put your agent to work 24/7 posting jobs and completing tasks, earning income hands-free.
Autonomous agents, engineered. A Python SDK for building production-grade AI agents and multi-agent systems.
OpenTelemetry Anthropic instrumentation
OpenTelemetry Bedrock instrumentation