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lossless-claw

Lossless Context Management plugin for OpenClaw, based on the LCM paper. Replaces OpenClaw's built-in sliding-window compaction with a DAG-based summarization system that preserves every message while keeping active context within model token limits.

Table of contents

What it does

Two ways to learn: read the below, or check out this super cool animated visualization.

When a conversation grows beyond the model's context window, OpenClaw (just like all of the other agents) normally truncates older messages. LCM instead:

  1. Persists every message in a SQLite database, organized by conversation
  2. Summarizes chunks of older messages into summaries using your configured LLM
  3. Condenses summaries into higher-level nodes as they accumulate, forming a DAG (directed acyclic graph)
  4. Assembles context each turn by combining summaries + recent raw messages
  5. Provides tools (lcm_grep, lcm_describe, lcm_expand) so agents can search and recall details from compacted history

Nothing is lost. Raw messages stay in the database. Summaries link back to their source messages. Agents can drill into any summary to recover the original detail.

It feels like talking to an agent that never forgets. Because it doesn't. In normal operation, you'll never need to think about compaction again.

Quick start

Prerequisites

  • OpenClaw with plugin context engine support
  • Node.js 22+
  • An LLM provider configured in OpenClaw (used for summarization)

Install the plugin

Use OpenClaw's plugin installer (recommended):

openclaw plugins install @martian-engineering/lossless-claw

If you're running from a local OpenClaw checkout, use:

pnpm openclaw plugins install @martian-engineering/lossless-claw

For local plugin development, link your working copy instead of copying files:

openclaw plugins install --link /path/to/lossless-claw
# or from a local OpenClaw checkout:
# pnpm openclaw plugins install --link /path/to/lossless-claw

The install command records the plugin, enables it, and applies compatible slot selection (including contextEngine when applicable).

Configure OpenClaw

In most cases, no manual JSON edits are needed after openclaw plugins install.

If you need to set it manually, ensure the context engine slot points at lossless-claw:

{
  "plugins": {
    "slots": {
      "contextEngine": "lossless-claw"
    }
  }
}

Restart OpenClaw after configuration changes.

Configuration

LCM is configured through a combination of plugin config and environment variables. Environment variables take precedence for backward compatibility.

Plugin config

Add a lossless-claw entry under plugins.entries in your OpenClaw config:

{
  "plugins": {
    "entries": {
      "lossless-claw": {
        "enabled": true,
        "config": {
          "freshTailCount": 32,
          "contextThreshold": 0.75,
          "incrementalMaxDepth": -1
        }
      }
    }
  }
}

Environment variables

Variable Default Description
LCM_ENABLED true Enable/disable the plugin
LCM_DATABASE_PATH ~/.openclaw/lcm.db Path to the SQLite database
LCM_CONTEXT_THRESHOLD 0.75 Fraction of context window that triggers compaction (0.0–1.0)
LCM_FRESH_TAIL_COUNT 32 Number of recent messages protected from compaction
LCM_LEAF_MIN_FANOUT 8 Minimum raw messages per leaf summary
LCM_CONDENSED_MIN_FANOUT 4 Minimum summaries per condensed node
LCM_CONDENSED_MIN_FANOUT_HARD 2 Relaxed fanout for forced compaction sweeps
LCM_INCREMENTAL_MAX_DEPTH 0 How deep incremental compaction goes (0 = leaf only, -1 = unlimited)
LCM_LEAF_CHUNK_TOKENS 20000 Max source tokens per leaf compaction chunk
LCM_LEAF_TARGET_TOKENS 1200 Target token count for leaf summaries
LCM_CONDENSED_TARGET_TOKENS 2000 Target token count for condensed summaries
LCM_MAX_EXPAND_TOKENS 4000 Token cap for sub-agent expansion queries
LCM_LARGE_FILE_TOKEN_THRESHOLD 25000 File blocks above this size are intercepted and stored separately
LCM_LARGE_FILE_SUMMARY_PROVIDER "" Provider override for large-file summarization
LCM_LARGE_FILE_SUMMARY_MODEL "" Model override for large-file summarization
LCM_SUMMARY_MODEL (from OpenClaw) Model for summarization (e.g. anthropic/claude-sonnet-4-20250514)
LCM_SUMMARY_PROVIDER (from OpenClaw) Provider override for summarization
LCM_AUTOCOMPACT_DISABLED false Disable automatic compaction after turns
LCM_PRUNE_HEARTBEAT_OK false Retroactively delete HEARTBEAT_OK turn cycles from LCM storage

Recommended starting configuration

LCM_FRESH_TAIL_COUNT=32
LCM_INCREMENTAL_MAX_DEPTH=-1
LCM_CONTEXT_THRESHOLD=0.75
  • freshTailCount=32 protects the last 32 messages from compaction, giving the model enough recent context for continuity.
  • incrementalMaxDepth=-1 enables unlimited automatic condensation after each compaction pass — the DAG cascades as deep as needed. Set to 0 (default) for leaf-only, or a positive integer for a specific depth cap.
  • contextThreshold=0.75 triggers compaction when context reaches 75% of the model's window, leaving headroom for the model's response.

OpenClaw session reset settings

LCM preserves history through compaction, but it does not change OpenClaw's core session reset policy. If sessions are resetting sooner than you want, increase OpenClaw's session.reset.idleMinutes or use a channel/type-specific override.

{
  "session": {
    "reset": {
      "mode": "idle",
      "idleMinutes": 10080
    }
  }
}
  • session.reset.mode: "idle" keeps a session alive until the idle window expires.
  • session.reset.idleMinutes is the actual reset interval in minutes.
  • OpenClaw does not currently enforce a maximum idleMinutes; in source it is validated only as a positive integer.
  • If you also use daily reset mode, idleMinutes acts as a secondary guard and the session resets when either the daily boundary or the idle window is reached first.
  • Legacy session.idleMinutes still works, but OpenClaw prefers session.reset.idleMinutes.

Useful values:

  • 1440 = 1 day
  • 10080 = 7 days
  • 43200 = 30 days
  • 525600 = 365 days

For most long-lived LCM setups, a good starting point is:

{
  "session": {
    "reset": {
      "mode": "idle",
      "idleMinutes": 10080
    }
  }
}

Documentation

Development

# Run tests
npx vitest

# Type check
npx tsc --noEmit

# Run a specific test file
npx vitest test/engine.test.ts

Project structure

index.ts                    # Plugin entry point and registration
src/
  engine.ts                 # LcmContextEngine — implements ContextEngine interface
  assembler.ts              # Context assembly (summaries + messages → model context)
  compaction.ts             # CompactionEngine — leaf passes, condensation, sweeps
  summarize.ts              # Depth-aware prompt generation and LLM summarization
  retrieval.ts              # RetrievalEngine — grep, describe, expand operations
  expansion.ts              # DAG expansion logic for lcm_expand_query
  expansion-auth.ts         # Delegation grants for sub-agent expansion
  expansion-policy.ts       # Depth/token policy for expansion
  large-files.ts            # File interception, storage, and exploration summaries
  integrity.ts              # DAG integrity checks and repair utilities
  transcript-repair.ts      # Tool-use/result pairing sanitization
  types.ts                  # Core type definitions (dependency injection contracts)
  openclaw-bridge.ts        # Bridge utilities
  db/
    config.ts               # LcmConfig resolution from env vars
    connection.ts           # SQLite connection management
    migration.ts            # Schema migrations
  store/
    conversation-store.ts   # Message persistence and retrieval
    summary-store.ts        # Summary DAG persistence and context item management
    fts5-sanitize.ts        # FTS5 query sanitization
  tools/
    lcm-grep-tool.ts        # lcm_grep tool implementation
    lcm-describe-tool.ts    # lcm_describe tool implementation
    lcm-expand-tool.ts      # lcm_expand tool (sub-agent only)
    lcm-expand-query-tool.ts # lcm_expand_query tool (main agent wrapper)
    lcm-conversation-scope.ts # Conversation scoping utilities
    common.ts               # Shared tool utilities
test/                       # Vitest test suite
specs/                      # Design specifications
openclaw.plugin.json        # Plugin manifest with config schema and UI hints
tui/                        # Interactive terminal UI (Go)
  main.go                   # Entry point and bubbletea app
  data.go                   # Data loading and SQLite queries
  dissolve.go               # Summary dissolution
  repair.go                 # Corrupted summary repair
  rewrite.go                # Summary re-summarization
  transplant.go             # Cross-conversation DAG copy
  prompts/                  # Depth-aware prompt templates
.goreleaser.yml             # GoReleaser config for TUI binary releases

License

MIT

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Lossless Claw — LCM (Lossless Context Management) plugin for OpenClaw

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