#llm

Make AI agents follow instructions reliably and prove what they did. State machine engine with evidence chains, multi-agent delegation, human gates, and auditable execution — via MCP or CLI.

Offline CLI for per-prompt coding-assistant token usage

Cortx — AI Agent runtime | Harness Agent + Agentic Loop | 43 tools | Python + TypeScript

Herrscher Orchestrator plugin: the default conversation-policy port — primes each turn from Memory and records a bounded rolling transcript.

One MCP server for all web data — search, scrape, crawl, proxy, and AI research in a single npx install. Works with Claude, Cursor, and any MCP client.

SNS MyAgent — Lightweight personal AI agent CLI. Forked from Hermes Agent (Nous Research) and OMP (OhMyPi)

Practical RouterBase examples for Node.js, Python, Docker, and modern TypeScript runtimes.

Synthia SDKs (npm + PyPI: synthiaresearch) and the synthia CLI — eval your AI agent against simulated users

Token-budgeted repository maps for LLM context windows — scan, parse, rank, budget, format. Go library + CLI.

Create, evaluate, and deploy workflows from your terminal. Agent-ready.

Unlimited Blade — an interactive coding agent TUI in Go, built for transparent, hands-on software development.

Unified TypeScript AI client with Vercel AI Gateway defaults, provider escape hatches, model tiers, and normalized generation options.

Adaptive JSON-to-agent terminal output with exact token-aware format selection

Free AI inference router for developers - 21 providers, OpenAI-compatible

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Composer plugin that automatically discovers AI Mate extensions on install/update

E2E testing where you write plain language and the LLM plans once — every replay is deterministic, LLM-free and costs $0.

Your agent forgets; nem doesn't. mnemonics encodes a session's decisions, edge-cases and facts into immutable, recallable structure — versioning agent context the way git versions code, shared across Claude & Codex.

Open, generic LLM-driven Extractor for herrscher: distills journal+transcript into memory candidates (facts + skills).

Herrscher — Obsidian memory plugin: a co-edited markdown knowledge graph (Project/Architecture/Production/Session/Decision/User nodes) implementing the contracts.Memory port.

An open source local-first terminal coding agent. Peer programming with any frontier model or local/free models to run agentic development.

A lightweight and elegant AI Agent framework

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Deterministic, LLM-agnostic scaffolding CLI with adapters for Claude Code and GitHub Copilot CLI. Generates boilerplate code while letting AI agents focus only on business logic.

AI agent debugging, collaboration, and trace observability. Built for teams using CrewAI, OpenAI, and more.

P2P multimodal agent orchestration harness and universal automation system

Local MCP daemon that compresses your codebase before sending it to Claude 41-89% token reduction

A deterministic agentic workflow framework

High-performance LLM gateway in Go. 35x less RAM than Node.js version.