Python agents

Terminal-based AI assistant powered by local Ollama with Exa search and Robinhood tools

MCP stdio server exposing Ollama's hosted web search and web fetch APIs as tools for any MCP client.

OneMem provider for CrewAI — record crew runs as verifiable on-chain action traces

OpenAI SDK with OmegaEngine governance - AI safety and compliance

ProDeck — agente que executa ações no PC a partir do deck no celular

Event-sourced RAG pipeline with time-travel debugging and index versioning

RAG evaluation with evidence — see which sentence hallucinated, not just a score

Reflex bindings for Atlassian Pragmatic drag and drop (sortable lists, Kanban) in pure Python

WronAI resource agent monorepo — uri3, nl2uri, uri2flow, uri2ops, touri, hypervisor, agent factory

Drop-in observability for LLM calls — cost, tokens, latency, errors via OpenTelemetry GenAI conventions.

Client signing surface for federated AI-agent chapters — identity, canonical strings, Ed25519 signatures, headers.

Agentic hexagonal architecture contracts for Spakky Framework

vLLM OpenAI-compatible model adapter plugin for Spakky Agent

Veragent MCP server — check the trust/security score of MCP tools before installing them in Claude.

nvtop for vLLM — an interactive terminal dashboard for vLLM serving performance and GPU/fleet monitoring

CrewAI tool that issues Vouch Credentials to authorize multi-agent tool calls.

LangChain tool that issues Vouch Credentials to authorize AI agent tool calls.

AACP coordination layer for Pydantic AI multi-agent workflows

Harness-independent stage director contracts for public agent work streams.

Restricted file-operation workspace for AI agents (Python bindings over the Rust core)

Hook any production agent. Ship extensibility without a fork.

MCP server for SEC financial report download, parsing and search

Swink™ AgentShore™ — RL-based multi-agent orchestrator

Agentto SDK — Intelligent Execution Engine for AI Agents

Artemis LLM Benchmark — correctness validation and performance benchmarking for any OpenAI-compatible LLM serving endpoint

A modular framework for evaluating and verifying agentic LLM outputs.

Python SDK for Bedrock.

Python SDK for Bedrock Agent.

Python SDK for Bedrock Agent Runtime.

Python SDK for Bedrock Agentcore.

Python SDK for Bedrock Agentcore Control.

Python SDK for Bedrock Data Automation.

Python SDK for Bedrock Data Automation Runtime.

Serve CARL reasoning chains as HTTP agents (FastAPI) — per-agent Swagger, hub with hot-reload from gigaevo Memory

Reserved. Not for public use yet.

Coordinate multiple AI coding-agent sessions in one repo: file locks, task board, presence, and messaging over shared SQLite. Claude Code skill + hooks included.

A shared message and state bus for multiple Claude Code sessions

Claude Sandbox SDK — 管理 Claude Agent 沙盒服务的 CLI 工具

Ethan — Lightweight personal AI agent with memory, skills, and multi-model support

Folder-based connector for eTiKeT sync agent

Native filesystem connector for eTiKeT sync agent

QCoDeS connector for eTiKeT sync agent

File converters for eTiKeT sync agent

Placeholder to reserve the FreeSDN agent package name (on-site network discovery daemon). Official release coming soon. See https://freesdn.org

Break your agent before your users do. Adversarial stress-testing and regression suites for AI agents.

Go Hare Python SDK for Claude Code

Google-OAuth-gated LLM gateway: verify a Google ID token, then run a Gemini (Vertex AI) completion for the verified caller.

Run a prompt through a LangChain (system + human) chain over Gemini on Vertex AI; optional LangSmith tracing.

Turn a prompt + a field schema into validated, typed JSON (Instructor over Gemini 2.5 Flash on Vertex AI).

GPT Image 2 generation and editing through the Polza API

Production LLM calls. Just the three lines. Reliability, native caching, and reversible context compression on by default.

Lag: Lamin's Agent CLI.

LangChain integration for the Unison Brain — memory, chat history, and retriever

Bidirectional, drift-detecting sync between a LangGraph/LangChain graph's topology and a Mermaid stateDiagram-v2 contract.

LeviathanTalon: hierarchical Kabbalistic multi-agent swarm orchestrator. 2,832 concurrent agents at full scale.

LlamaIndex memory provider backed by the Unison brain — long-term agent memory via a knowledge graph.

LLM Batch Inference

Run Claude Code (and other LLM CLIs) inside a Docker sandbox, against a switchable local or remote LLM endpoint.

LLM Guard Rails - An actively maintained security toolkit for Large Language Model interactions. Features advanced sanitization, harmful language detection, data leakage prevention, and prompt injection resistance with continuous improvements and enhancements.

A tiny, dependency-free tool belt for LLMs: token counting, cost estimation, retries, prompt templates, and text chunking.

pprof for your LLM context - see where every token and dollar goes.

Cut your LLM prompt size by 40-70% in one line of code -- semantic chunking + extractive summarization that preserves meaning, instructions, and key entities.

Coordination certificate for multi-agent (LangGraph) systems: prove your agent graph is deterministic, deadlock-free, loop-aware, optimally scheduled, and retry-safe — static analysis, CI-ready.

Agent skills package manager — thin pip wrapper for the lore binary

Mimir persistent memory tool for CrewAI agents

Mimir persistent memory backend for LangGraph agents

AutoGen v0.4 MemoryStore adapter for the Mnemosyne memory substrate. Implements the MemoryStore protocol with per-agent container scoping, hybrid BM25+vector recall, async support for high-throughput multi-agent runs.

CrewAI long-term memory adapter for the Mnemosyne memory substrate. Implements the LongTermMemory protocol via duck typing, with per-agent and per-task scoping, hybrid BM25+vector recall, idempotent writes.

OpenAI Agents SDK lifecycle hooks for the Mnemosyne memory substrate. on_turn_start, on_turn_end, search, and store hooks backed by the substrate, container-scoped, with automatic redaction.

Command-line client for SimpleAgent deployments

Pair-wise ELO evaluation arena for local LLMs.

A desktop GUI application for text classification using LLMs (Ollama, vLLM, SGLang, llama.cpp)

Ontology-guided knowledge graphs and graph-grounded RAG for document intelligence

Agent-based extraction framework for transforming parsed documents into structured planogram data

Prompt-level analytics for Claude Code — tokens, costs, and session insights from your local JSONL files

Run any agent (Claude, Codex, custom) on any machine — with no API key on the machine. A secure, self-hosted proxy for models and tools.

CI/CD-integrated RAG evaluation pipeline — quality gate for AI chatbots using Ragas + Groq LLM judge

RAGObserve: local-first observability, debugging and evaluation for RAG systems. The MLflow for RAG.

Configuration-driven RAG MCP server: ingest, watch, index, and search arbitrary knowledge sources behind a stable MCP tool surface.

Agent code generation from YAML contracts

Meta-agent and runtime client for TellMesh hypervisor

Haystack integration for SearchApi Web Search

Per-node management plane for the Seren cluster - manifest-driven service lifecycle, status, and orchestration.

SDK for using LLM

Self-Learning Index Memory for AI agents

Local AI compute control plane for Claude Code and coding agents. Route subagents across your Macs, GPUs, and Ollama nodes — with real-time fleet health, role-based routing, model warmup, and execution tracing.

Set up retrieval-augmented generation from your own text in one call. Pass your documents and a model, and get a RAG-backed LLM.

TellMesh — URI-first agent monorepo umbrella (uri3, nl2uri, hypervisor, agent factory)

A lightweight, trainable language model SDK

AI agent observability SDK for agencies

Two LLMs enter. One verdict leaves.

Minimalist coding agent harness with a Textual TUI and headless CLI. Native vtx event loop. <1k-token system prompt, 50+ LLM providers, AGENTS.md + skills context, session tree, prompt/auto permissions.

Free, open-source, async-first web scraping toolkit for LLM agents

A server-side browser proxy that lets clients operate websites without direct remote connections.

AWS Bedrock Agents governance middleware for Aegis ACP (maintenance-only — Anthropic SDK is the active hero)

Never lose work when an agent fails.

Shared operational memory and coordination for mixed AI agent fleets.

Lightweight AI agent framework with tool use, ReAct reasoning, multi-agent teams, and memory.

Decentralized agent-to-agent communication — publish results, wait for peers, no broker required