New: OpenCode and pi adapters — six supported hosts

LightRSI

A modular runtime for recursive improvement in long-running LLM agents.
Build capabilities once and run them across six agent hosts, without a fork per host.

Featured plugin: TokenPilot — a cache-aware context runtime that reduces long-session token usage and cost.

Quick Start Install GitHub Paper

Fewer input tokens
vs. Vanilla · Claw-Eval continuous

Lower cost
vs. Vanilla · Claw-Eval continuous

Fewer input tokens
vs. Vanilla · PinchBench continuous

Agent hosts
OpenClaw · Codex · Claude Code
OpenCode · pi · DeepSeek Harness

Platform

Plugin platform for long-running AI agents

LightRSI separates improvement capabilities from shared runtime infrastructure and host integration, so each capability can be built once and evaluated consistently.

Platform Architecture

🧩

Plugins

Reusable agent capabilities: context management, memory, and more.

⚙️

Core Runtime

Plugin lifecycle, configuration, and host-independent execution engine.

🔌

Host Adapters

Integration layer for six hosts, through a local proxy or gateway, or fully in-process.

🧭

Products

Shared CLI, browser visual inspector, recovery MCP server, and Context Cleaner.

Hosts

Runs inside your agent

The same TokenPilot preset binds to every host through a thin adapter. OpenClaw, Codex, and Claude Code route through a local proxy or gateway; OpenCode and pi run in-process.

OpenClawproxyBundled plugin with the richest surface: in-host commands, lifecycle eviction controls, and the visual inspector.Codex CLIproxyHooks plus a local Responses proxy, with the standalone lightrsi codex surface.Claude CodegatewayAnthropic-compatible gateway routing with observability hooks and real MCP recovery.OpenCodein-processA v1 plugin plus the shared recovery MCP server. No proxy, and never rewrites your config comments.piin-processAn extension with a native recovery tool, since pi has no MCP. No pi-owned file is touched.DeepSeek HarnesspluginA native Cordis plugin with durable session projection and opt-in canonical-surface eviction.

Full capability matrix →

Plugin Catalog

Available plugins

Each plugin provides a distinct capability. Install what you need, skip what you don't.

Plugin	Capability	Status	Hosts
TokenPilot	Cache-aware context management	Stable	OpenClawCodexClaude CodeOpenCodepiDeepSeek Harness
Context Cleaner	User-approved task-level context cleaning	Stable	OpenClawCodexClaude CodeDeepSeek Harness
Memory Plugin	Long-term memory	Experimental	TBD

Featured Plugin

TokenPilot: cache-efficient context

TokenPilot is the first official LightRSI plugin. It reduces token usage and cost in long-running agent sessions through stable-prefix rewriting, context reduction, and lifecycle-aware eviction.

🔒 Stable Prefix

Rewrites developer-level context into a cache-stable form, dramatically improving cache hit rates across turns.

✂️ Context Reduction

Trims oversized tool output before it pollutes later turns, keeping the context window lean without losing signal.

🗑️ Context Eviction

Limits how much old context is carried forward as sessions grow, preventing unbounded context bloat.

📊 Reports & Visuals

Built-in inspector shows token savings, cache efficiency, and session metrics in real time.

Explore TokenPilot →

Documentation

Browse the docs

🚀Getting StartedWhat is LightRSI · Quick Start · Install · Your first plugin 🔌HostsOpenClaw · Codex · Claude Code · OpenCode · pi · DeepSeek Harness 🧩Plugin CatalogTokenPilot preset · Context Cleaner · configuration and benchmarks 🏗️Platform ConceptsCore Runtime · Plugins · Host Adapters · Lifecycle · Data and permissions 📖User GuideCLI Reference · Sessions · Visual Inspector · Logs · Uninstall 🛠️DevelopmentRepository structure · Local setup · Build and test · Contributing

Ready to reduce your agent costs?

Install LightRSI and TokenPilot in under 5 minutes, on any of the six supported hosts.

Get Started →