Python agents

Benchmark chunking and retrieval strategies on your own data: compare cost, latency, and accuracy across chunker x retriever combinations.

Knowledge-graph-augmented retrieval for RAG systems: Neo4j-backed entity extraction (regex or LLM-based), co-occurrence graphs, entity deduplication, and GraphRetriever for hybrid vector+graph retrieval via the optional ragleap-rag integration. Framework-agnostic, optional multi-tenant namespacing, no hardcoded models or vocabulary.

Retrieval as a mesh of MCP services — an agentic RAG platform built on LangGraph. Under active development.

Reproducible agentic workflows with observability and online experimentation

Reddit mention volume as a ready-made tool for LangChain, CrewAI, AutoGen, and any tool-calling AI agent. Weekly series, growth percentages, and live Reddit trending posts. No OAuth. Powered by trendsmcp.ai

AgentBus client — give every coding agent a real inbox and a real email address

RunAPI OpenAI Transcription SDK for speech-to-text integration

Zero-dependency, stdlib-only Python client for rusty-server (threads, runs, SSE streaming, time travel, assistants, crons, KV store, durable tasks)

Installs saihm-adapters[crewai], the consolidated package that now holds the SAIHM CrewAI adapter. Import from saihm_adapters (was saihm_memory).

Installs saihm-adapters[langgraph], the consolidated package that now holds the SAIHM LangGraph adapter. Import from saihm_adapters (was saihm_memory).

A modular, extensible AI Agent framework with multi-provider support and plugin architecture

Run Claude Code in a throwaway Docker container.

Next-Generation Non-Custodial M-of-N MPC Security & x402 USDC Payment Infrastructure for Autonomous AI Agents

Semantic Kernel plugin for action_ref / decision_binding_ref — content-addressed action and authorization refs

Personal CLI wrapper over the Silpo MCP server

A lightweight, CPU-optimized RAG library powered by a local Small Language Model (SLM)

LangGraph workflow for solar forecasting with OpenMeteo, historical data, and inverter-control integration

Remote Gaussian-splat reconstruction worker for SplatLab

Turn AI-generated art into game-ready 2D assets

Steam concurrent player data as a ready-made tool for LangChain, CrewAI, AutoGen, and any tool-calling AI agent. Weekly series, growth percentages, and live trending games. Powered by trendsmcp.ai

Provider-neutral realtime multimodal agent for Swarmauri live models.

Stateless Swarmauri agent for converting independent text prompts into audio through any TTSBase provider.

Deprecated standalone compatibility package for levenshtein distance.

Deprecated standalone compatibility package for manhattan distance.

Deprecated standalone compatibility package for sorensen-dice distance.

Deprecated standalone compatibility package for squared euclidean distance.

COSE Sign1 proof-of-possession helpers for Swarmauri

Gzip-based compression similarity for Swarmauri.

Generic S3-compatible storage adapter for SwarmauriSDK

S3-style Swarmauri storage adapter backed by SFTP

s3fs-backed S3 storage adapter for SwarmauriSDK

Skill-aware subprocess execution tool for Swarmauri agents.

Synchronous and asynchronous WebSocket client transport for Swarmauri.

Standalone PlayHT text-to-speech provider, stateless agent integration, and CLI for Swarmauri.

Offline-LLM natural-language control layer for the sweep stack. Routes user intent (chat / files) through a local LLM (vLLM/Ollama/llama.cpp) into validated sweep-tasks specs and executes them.

Synaptic Weight Eviction engine for dynamic LLM memory consolidation

Engine-neutral Teamver agent skills (registry, executor, SDK handlers)

Single-purpose AI coding agent powered by llama.cpp -- local-first, terminal-based, MCP-aware.

Stale-context protection and source-aware code memory for AI coding agents

Type annotations for boto3 AgentRegistry 1.43.106 service generated with mypy-boto3-builder 8.12.0

Type annotations for boto3 AgentRegistryControl 1.43.113 service generated with mypy-boto3-builder 8.12.0

Permission-aware RAG: access control enforced in the retrieval query, not after it.

Python client SDK for Vexa AgentWall AI security gateway & firewall

Vigil — 运维 agent harness：记住整个平台，安全地动生产（拓扑表事实层 + runbook 程序层 + 权限矩阵纵深防御）

Plain-English observability for AI agents — live dashboards, replay, and one-line LangGraph auto-instrumentation, metadata-safe by default.

vLLM native KV-transfer adapter backed by kvblockd (KVConnectorBase_V1 + SecondaryTierManager)

Warpscale vLLM telemetry collector

Official Python SDK for Writ — drive the local writ-agentd daemon and Writ Cloud (scrape, map, crawl) from one client

Agent runtime with tool calling and state management

Messaging between concurrent AI coding sessions, across clients, over MCP. Zero infrastructure. (YAAC: Yet Another Agentic Chat.)

Adanos stock and crypto market sentiment tools for Haystack pipelines and agents

The single model seam: budget, tracing, idempotency, adapters. Implemented in S7.

recompute_coverage and the cache-disagreement alarm. Implemented in S4.

Canonical capability manifest schema + 3-step pre-delegation negotiation handshake with HMAC-signed manifests, capability diff, and TTL. Zero runtime dependencies.

Chaos engineering for autonomous AI agents

MCP service for permissioned, structured agent-to-agent communications

Installer for the cmdop CLI — one AI agent that can reach every machine you own

Record Claude Code and Codex work sessions as Markdown or Notion work diaries

FastMCP server that delegates work from Claude Code to OpenAI Codex CLI and Google Gemini CLI as headless subprocesses.

Eval framework for agent skills, across Claude Code, Codex CLI, Copilot CLI and OpenCode

A local-first task, evidence, and independent-review layer for AI coding runtimes

Agent runtime rule engine: tool ACL -> dangerous pattern -> constitution immutability -> identity continuity

Local-first safety scanner and incident report generator for AI coding agent workspaces.

Hierarchical SystemRDL 2.0 authoring reference for coding agents, packaged as an agent skill.

An email-like messaging platform for AI agents

A pre-execution, deterministic policy decision point for tool-using AI agents. Evaluate every proposed tool call against declarative policy and return allow / audit / escalate / deny.

MCP plugin that gives opencode agents tools for visual interaction (HTML forms, dashboards) with users

A modular agent framework with terminal user interface (TUI)

Agent-readiness auditing SDK and MCP server for seo4agent.com

AgentAvow bridge for Microsoft AutoGen (formerly agentgraph-bridge-autogen) — trust-gated tools and agent registration for the AgentAvow trust network

AgentAvow bridge for CrewAI (formerly agentgraph-bridge-crewai) — trust-gated tools and agent registration for the AgentAvow trust network

AgentAvow bridge for LangChain (formerly agentgraph-bridge-langchain) — register agents and graphs with the AgentAvow trust network

Agentic software should feel like software. Build agents, tools and workflows as normal software, and get one execution model you can observe, control and extend.

面向学习者的 AI Agent 执行调试器

AEP 0.1 SDK: emit/consume/control helpers over the schema-generated envelope and payload types

An extensible, security-aware AI agent framework with Skills and Plugins.

Chaos engineering for LLM agents -- assume every agent is going to fail, and prove it.

Zero-configuration auto-instrumentation and guardrails for multi-agent LLM frameworks.

Production-grade agentic code reviewer: multi-step LLM workflow with context retrieval, verification, and reproducible benchmarking.

Stops your coding agent from pushing unverified work. Your agent does the reviewing; a state machine records the result per-commit and gates the push.

Companion intelligence and real-time decision supervision for autonomous AI agents.

An MCP which adds terminal capabilities to an agent.

AgenticAI Plugin SDK

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Provenance-aware runtime security primitives for autonomous AI agents

A firewall for AI agent spending. 9 composable rules evaluated per-transaction in <1ms. Pure Python stdlib — zero dependencies.

Call approved SaaS platforms from any Python agent. Your agent never holds the downstream credential.

AgentVisa credential presentation gateway

Platform-side verification library for AgentVisa v3 authentication

Python SDK for AgentWay - runtime control plane for AI agents

Recoverable provider-neutral Agent Runtime for AIHI

Coding Agent domain runtime built on AIHI Agent

Hermes Agent plugin for Apify, the world's largest marketplace for AI tools — discover, run, and collect results from Actors, all from natural language

A unified LLM wrapper for online APIs and local models

Arkady's standalone agent runtime: hosts Agenton-composed Pydantic AI agent runs behind a FastAPI server, with knowledge, ask-human, and sandboxed shell layers.

CLI RAG tool for local codebases

Reusable Asterisk agent core: ARI websocket events, AMI, CDR database strategies — importable as a library or run as the bundled FastAPI service.

A native-async AI agent harness for tools, MCP, skills, memory, and trajectory generation

AutoGen tool integration for Attestify — governed AI loop execution, receipts, audit trails, and Attestify Trust (no-wallet agent identity + signed evidence)

CrewAI tool integration for Attestify — governed AI loop execution, receipts, audit trails, and Attestify Trust (no-wallet agent identity + signed evidence)