Qualixar Research Initiative · v1.0

Agent Amplifier

The runtime amplification layer for AI coding agents. Five deterministic Python hooks — effort routing, goal anchoring, convergence detection, persona escalation, token budgeting. No extra LLM calls, no network. Seven host adapters. AGPL-3.0.

AGPL-3.0 v1.0 Live 7 Host Adapters 5 Deterministic Hooks
1,741 Tests
5 Hooks
7 Host Adapters
1.71B Tokens Dogfooded
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.

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
THE FIVE HOOKS

Five deterministic Python hooks.

No extra LLM calls. Fail-open — if any check errors, the host agent proceeds unmodified.

01 · 5-Tier Classifier

Effort Router

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.

02 · Anti-Drift

Goal Anchor

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

03 · LTI Stability

Convergence Detection

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

04 · Audit Ramp

Persona Escalation

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

05 · Cost-Bounded

Token Budget Controller

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

HOST ADAPTERS

Seven host adapters at v1.0.

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

Claude CodeCursorGitHub CopilotLangGraphCrewAIAgentScopeLangChain
LINKS

Find Agent Amplifier.

Part of Qualixar · AGPL-3.0-or-later · Built by Varun Pratap Bhardwaj

COMMON QUESTIONS

Frequently asked questions.