promptolian 2.2.1

Drop-in SDK for Anthropic & OpenAI — compresses prompts transparently. CLI + REST API + Claude Code MCP.

Promptolian — Context Reliability Proxy for AI Agents

Proxy layer for AI agents — keeps context intact across long conversations and eliminates redundant token costs. One line to add, zero changes to your agent logic.

promptolian.com · Pricing · Dashboard · Docs

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Quick Start (dev)

# 1. Setup (run once)
bash ~/promptly/workspace.sh

# 2. Start public API at http://localhost:3001
cd ~/promptly/public/api && python3 api.py

# 3. Start transparent proxy at http://localhost:3002
python -m promptolian.proxy
# or: python -m promptolian.proxy --compress   (+ context history compression)

# 4. Full dev workspace (tmux — API + proxy + website + monitor)
~/promptly/workspace.sh

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Project Structure

~/promptly/
│
├── public/                        ← Public git submodule (promptolian.com)
│   ├── website/
│   │   ├── index.html             ← Landing page
│   │   ├── pricing.html           ← Pricing + ROI calculator
│   │   ├── benchmarks.html        ← Context quality benchmark results
│   │   └── docs.html              ← Integration docs
│   ├── api/
│   │   ├── api.py                 ← Flask REST API (port 3001)
│   │   └── context_engine.py      ← KV-sandwich context compression pipeline
│   └── promptolian/
│       ├── proxy.py               ← Transparent proxy (port 3002)
│       └── __main__.py            ← CLI entry point
│
├── tools/
│   ├── hooks/                     ← Claude Code compression hooks
│   ├── scripts/
│   │   ├── benchmark_compression.py  ← 25-session quality benchmark (Factory.ai methodology)
│   │   ├── build_sessions_50.py      ← Session data builder for benchmarks
│   │   ├── article_draft.md          ← Article: "Your AI Agent Is Forgetting Things"
│   │   ├── gen_article_cover.py      ← Cover image generator (PIL)
│   │   └── article_images/           ← cover_article.png, kv_sandwich.svg, ...
│   ├── audit/
│   │   └── fact_retention_check.py   ← Regex-only fact retention auditor (OSS)
│   ├── dev/                       ← Local dev utilities
│   └── reports/                   ← Roadmap, schemas, onboarding docs
│
├── services/                      ← Production Flask server + dashboard
│
├── tests/
│   ├── test_engine.py             ← Engine tests
│   ├── test_context_engine.py     ← Context engine tests
│   └── test_api.py                ← API endpoint tests
│
└── monitor.py                     ← Live DB stats + fix tracker

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Context Engine

public/api/context_engine.py — KV-sandwich architecture:

• HEAD (first 2 turns): verbatim — session framing preserved
• MIDDLE: entity-encoded + compressed — redundant tokens removed
• TAIL (last 4 turns): verbatim — recent facts + task state intact

Benchmark results (25 sessions, Factory.ai 6-dimension scoring):

	Promptolian	Anthropic built-in	OpenAI built-in
Quality score	4.26 / 5	3.44 / 5	3.35 / 5
Compression	21.8%	98.7%	99.3%

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Tool Schema Caching (proxy)

The transparent proxy adds cache_control to tool schemas and re-injects them on subsequent calls. Anthropic bills cached tokens at 10%.

Without proxy: 500 calls/day × 5 tools × 120 tok × 30 days = 9M tok/mo → $27.00
With proxy:    9M tok × 10% cache rate                       = 900K tok/mo → $2.70

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Tests

# Run all tests
python3 -m pytest tests/ -v

# By module
python3 -m pytest tests/test_context_engine.py
python3 -m pytest tests/test_api.py

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Fact Retention Audit (OSS)

python3 tools/audit/fact_retention_check.py session.json --verbose --threshold 80

Regex-only (no LLM). Extracts numbers, URLs, key=value pairs, hostnames from session messages, checks survival rate after compression. Exit 0 = pass, 1 = below threshold.

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Plans

Plan	Price	Sessions	Keys
Free	$0	SQLite · self-hosted	—
Solo	$9/mo	PostgreSQL · always-on	1
Team	$49/mo	PostgreSQL · always-on	Up to 10

→ promptolian.com/pricing.html

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Tech Stack

Layer	Tool
Context engine	Python (rule-based, no LLM)
Proxy	Python / Flask
Public API	Flask + Flask-CORS
Database (local)	SQLite
Database (prod)	PostgreSQL (Railway)
Payments	Stripe
Website hosting	Vercel

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Last updated: 2026-05-27 · Maurito · Zürich