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SuperLocalMemory
A Qualixar Open Source Product · v1.0 LIVE

Agent Amplifier

The runtime amplification layer for AI coding agents. Five deterministic Claude Code hooks that don't just block — they amplify.

Hooks for Claude Code, Cursor, GitHub Copilot, LangGraph, CrewAI, AgentScope, and LangChain. Zero extra LLM calls. Zero network. AGPL-3.0. Built to compose with SuperLocalMemory as the default memory provider — runtime amplification meets local-first memory.

1,741
Tests
100%
Branch coverage
7
Host adapters
1.71B
Tokens dogfooded pre-launch
Why it lives on superlocalmemory.com

Agent Amplifier × SuperLocalMemory

Agent Amplifier ships SuperLocalMemory as its default memory provider. Each amplification turn recalls relevant context from SLM before the host agent runs and remembers key facts at session end. Two products, one composable runtime: SLM gives the agent persistent memory, Agent Amplifier shapes how the agent uses that memory at every turn.

Reference integration: examples/slm_provider.py in the Agent Amplifier repository.

The Five Hooks

Five deterministic Python hooks that shape what the host agent does next. No extra LLM calls. Fail-open.

Effort Router (5-Tier Classifier)

Deterministic complexity classifier routes each prompt to one of five effort tiers: minimal, low, medium, high, ultra. Shapes phase budget and model tier suggestion with no extra LLM call.

Goal Anchor (Anti-Drift)

Re-injects the original goal every N tool calls to prevent multi-turn drift. The hook layer answer to the runaway-context problem.

Convergence Detection (LTI Stability)

Detects when agent output is substantially similar to the prior iteration. Stops the loop. Saves tokens and prevents oscillation.

Persona Escalation

Each iteration ramps audit pressure: senior engineer → adversarial reviewer → red-team auditor. Catches what single-pass review misses.

Token Budget Controller

Cost-bounded amplification. Set a session budget and Agent Amplifier shapes phase prompts to stay within it — without truncating mid-task.

Seven Host Adapters at v1.0

One install command per host. agent-amp install <host>

Claude Code
Cursor
GitHub Copilot
LangGraph
CrewAI
AgentScope
LangChain

Install

# Install from PyPI
$ pip install agent-amplifier
# Attach hooks to your AI coding host
$ agent-amp install claude-code
# Inspect live telemetry
$ agent-amp status --watch

Also available on npm: npm install agent-amplifier

Links

Part of the Qualixar AI Reliability Engineering platform · AGPL-3.0-or-later