Practical Applications

ReclaimLLM Use Cases

Discover how engineering teams and developers leverage ReclaimLLM to solve token waste, audit agentic coding tools, move context between models, and secure AI data.

Active Context Window Compression

Reduce redundant AI tool-result tokens by up to 40% on shell and read-heavy workloads.

Avoid re-sending unchanged files and huge build logs. Diff-on-change read caching, test output compaction, loop breakers, and result deduplication keep your prompts lean.

  • ✓ Diff-on-change read caching for files
  • ✓ Compaction for pytest, Jest, Vitest, Go, and Cargo output
  • ✓ Automatic loop detection for failing agent calls
  • ✓ Read-only MCP replay tools to verify token savings

Agentic Tool & File Diff Session Replay

Reconstruct step-by-step tool executions and code file diffs from AI coding assistants.

Native CLI hooks capture structured sessions from Claude Code, Gemini CLI, Cursor, and Antigravity. Inspect exact file diffs and tool execution inputs/outputs.

  • ✓ Structured paired tool inputs and results
  • ✓ Before-and-after file diff capture per step
  • ✓ Statusline integration showing live context pressure
  • ✓ Exportable transcripts for audit and review

Cross-Model Context Switching

Move complete sessions between frontier models and local tools without re-explaining background.

Start a complex debugging session in Claude Code and transfer context to Gemini CLI, Cursor, or a local open model without losing step history or re-deriving context.

  • ✓ Provider-neutral normalized session format
  • ✓ RCLM MCP server integration for live tool context
  • ✓ Seamless transition between frontier and cheap models
  • ✓ Eliminates vendor lock-in across AI tools

AI Security & DLP Governance

Default-on secret masking and enterprise governance for AI development.

Prevent credentials, API keys, and sensitive data from leaking to third-party LLM APIs. Enforce org-wide DLP, encrypted session blobs, and enterprise gateway keys.

  • ✓ Hook-level secret masking for .env and credentials
  • ✓ Enterprise gateway with model access restrictions
  • ✓ Encrypted raw session blobs with customer recovery key
  • ✓ VPC / On-premise deployment option