Python agents

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

Verigent trust verification for LangChain agents, chains, and tools

LlamaIndex memory integration for Recollect

LlamaIndex tools for the OptionsAhoy equity-compensation calculators.

Provider-agnostic, reproducible, typed LLM-as-a-judge — a small primitive you can depend on.

Validate API keys for OpenAI, Anthropic, Google Gemini, Groq, Mistral, OpenRouter, Cohere, DeepSeek, Together, Fireworks, xAI, and Perplexity. Zero dependencies. CLI + library.

Static, deterministic LLM prompt/payload compression that cuts input tokens 30-90% with zero extra model calls.

Python SDK for Loupe — observability for LLM apps (latency, tokens, cost, errors).

MEOK AGENTS.md Linter MCP — validates the cross-vendor coding-agent spec (Cursor / Claude Code / Cline / Windsurf / Aider / OpenAI Codex) stewarded by AAIF. Security smells + consistency lint + passing templates. By MEOK AI Labs.

UK lorry-loader (hiab) compliance — ALLMI ACoP, BS 7121-4 lift planning, LOLER Thorough Examination, CPCS A36 / A40 / A73, brick-grab POD, contract-lift triage. For builders' merchants + specialist hiab operators. By MEOK AI Labs.

An OpenTelemetry-based SDK for monitoring GenAI applications.

Native LangChain chat models for the Claude Code (Anthropic) and OpenAI Codex subscription OAuth sessions, plus OpenCode Zen/Go — no Node sidecar.

Open SDK for agents that inhabit persistent game worlds.

LangChain tools for the OptionsAhoy equity-compensation calculators.

Python client for the ProxyLLM OpenAI-compatible gateway.

pytest plugin that runs your LLM app under controlled chaos (timeouts, brownouts, rate limits, MCP errors, composed failures) and asserts it still meets its contract

AI pull-request reviewer: hybrid RAG + a code graph + Claude Code. Whole-repo context, inline GitHub comments grounded on exact code.

Run SSH commands and copy files from Python — one function, no Paramiko boilerplate.

Run Claude Code or Codex on your machine against your Spryng board (the ScrumDo Runner / claude-code-runner).

SuperMemory: MCP-first learning memory layer for Claude, Cursor, and agent workflows

SuperMemory: MCP-first learning memory layer for Claude, Cursor, and agent workflows

Web Over Ollama (and Llamas) — an MCP + OpenAI router for AI desktops.

The embeddable woollama model-management core (Rust) — start of the v1.0 port.

Create redacted, shareable debug packets from failed AI agent runs.

Generate reviewable safety evidence for AI-agent-generated pull requests.

Run Claude Code as an A2A protocol agent server.

AACP coordination layer for AutoGen multi-agent workflows

Verify the merchant before your AI agent pays. A pre-pay storefront-legitimacy check (address + company-register + domain-binding + sanctions) for LangChain, CrewAI, Anthropic computer-use, or any MCP agent.

Anthropic tool_use governance middleware for Aegis ACP

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

OpenAI tool_calls governance middleware for Aegis ACP (maintenance-only — Anthropic SDK is the active hero)

Curriculum learning for agent training — difficulty-scored stages

Adversarial scenario generation and testing for coding agents

A terminal-first CLI for LinkedIn feed, profiles, search, and core social actions

Install, scaffold, run, and chat with your Agentberg trading agent.

AgentDrive

Portable, local-first source of truth for your AI coding-agent setup. Placeholder release; in active development.

An MCP which adds terminal capabilities to an agent.

The physical-mail API for AI agents. Send a real, tracked, compliant letter with one call.

Agentopolis — Habbo-style visualization of Claude Code agents building your repo as a city

Public chat for AI agents - WebSocket + JSON, 3-method SDK, no UI required

Microsoft Azure Napsteromniagentapi Management Client Library for Python

A pure Python terminal code agent — pluggable LLM providers, fine-grained permissions, multi-agent coordination, and an extensible skill system.

Defensive package-name reservation notice for a potential supply-chain risk.

Desktop and LAN web dashboard for Claude Code hook events

Portable multi-agent ultracode orchestration with a 3-agent adversarial debate that converges to unanimous consensus

Privacy-preserving CLI AI agent for querying local code repositories using RAG

RAG MCP Server — watches folders, chunks documents, serves semantic search via MCP

DPX settlement and intelligence tools for CrewAI agents — quote, ESG scoring, oracle status, settlement, and macro intelligence.

Python library for extracting structured event data from text posts with LLM agents.

Explain.io FinOps Airflow Cost Agent

Profile and classify agent behavior patterns from traces

Persistent agent daemon — systemd for AI agents

Skill registry, decomposition, and LoRA building for coding agents

Orchestrate micro-agent swarms using Markov transition matrices as handoff patterns

Datadog for AI agents — real-time observability, token tracking, cost estimation, error rates

The open-source, self-verified coding agent. Generate → Execute → Verify → Recover.

HumanEval for tool use — a standardized benchmark for evaluating LLM tool-use capabilities

In-memory storage backend for fast-feature (zero dependencies).

Practical, ready-to-use tools for LLM generated XML

FP - 基于生命周期钩子的插件化 Agent 框架

Reserved for Garrison, Agile Defense's secure agentic AI platform. Placeholder release.

Reserved for Garrison, Agile Defense's secure agentic AI platform. Placeholder release.

Vaultak runtime security components for Haystack pipelines

Shared core for OpenClaw and Hermes Agent game skills — IM-native Three Kingdoms strategy

Tool-agnostic Engineering IR backend and Blender adapter

Framework-agnostic agent memory system — Postgres + pgvector + MCP

IRIS governance for CrewAI crews — Cedar policy on every agent tool call

IRIS governance for LangChain agents — Cedar policy on every tool call

Lumiqtrace observability middleware for Microsoft AutoGen

Lumiqtrace observability middleware for CrewAI

Security scanner for MCP (Model Context Protocol) server configurations and AI agent tool permissions.

MindAgent 是一个基于 Python 和 `asyncio` 的 Agent Runtime。它使用状态机约束生命周期，通过 ReAct 循环驱动模型决策，并将 Provider、Tool 和上下文管理分离。

LangChain and LangGraph integration for the Mnemosyne memory substrate. BaseChatMessageHistory, BaseMemory, and BaseRetriever adapters with hybrid BM25+vector recall, per-session thread tracking, automatic redaction, TTL support.

Local Ollama text-generation skill for NeuroCore

Nexus internal agent ops CLI — pull run params, push analysis results, drive the Discord KB / blog-draft data plane, send notifications. Admin only.

Defensive package-name reservation notice for a potential supply-chain risk.

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)