Skip to main content

OmniCache

PyPI version License: MIT

OmniCache is a lightweight, local caching proxy for Anthropic (Claude), OpenAI (GPT), and Google (Gemini) APIs.

When developing with AI agents (like Claude Code, Cursor, Aider, or custom LLM scripts), repeated prompts, test runs, and static file queries frequently make duplicate upstream API calls. OmniCache sits between your client and upstream providers to intercept matching requests locally in <1ms, saving API costs and eliminating remote network latency.


Installation

pip install omnicache-proxy

Quickstart

1. Start the Proxy Server

omnicache

By default, the proxy runs on http://localhost:8000. You can change the port with --port:

omnicache --port 8080

2. Connect Your Client

Claude Code (Terminal CLI)

Set the Anthropic base URL environment variable before running claude:

export ANTHROPIC_BASE_URL="http://localhost:8000"
claude

Python (OpenAI SDK)

Route the base_url parameter to the local proxy:

from openai import OpenAI

client = OpenAI(
    api_key="your-api-key",
    base_url="http://localhost:8000/v1"
)

response = client.chat.completions.create(
    model="gpt-4o",
    messages=[{"role": "user", "content": "How do I reverse a linked list in Python?"}]
)
print(response.choices[0].message.content)

Cursor / VS Code / Other Tools

In your tool's model settings, set the API Base URL to http://localhost:8000/v1.


Key Features

  • Two-Tier Cache Engine:
    • L1 Exact Match (Trie Hash / Redis): Sub-0.05ms lookup for identical payloads.
    • L2 Semantic Match (Cosine Similarity): Matches semantically equivalent prompts using an in-memory or Redis-clustered 512-dimension vector projection.
  • Horizontal Scaling & Redis Clustering:
    • Pluggable storage adapter architecture supporting both zero-dependency standalone mode and distributed multi-worker/multi-replica clusters.
    • Atomic spend tracking (INCRBYFLOAT) and sliding-window Redis RPM rate limiting across all worker processes.
    • Synchronized cluster-wide Circuit Breaker & upstream model failover state.
  • Agent Stream Replayer: Emulates natural token-streaming for cached responses so interactive CLIs (like Claude Code) stream smoothly without terminal glitches.
  • Request Coalescing (SingleFlight): Deduplicates concurrent in-flight requests for the same prompt, making only one upstream call.
  • Zero Configuration Persistence: Automatically writes cache snapshots to ~/.omnicache/omnicache.db (SQLite WAL mode) or Redis backend.
  • Built-in CLI Utilities:
    • omnicache doctor: Checks database state, port bindings, and embedder health.
    • omnicache benchmark: Measures P50, P95, and P99 cache lookup latencies on your machine.
    • omnicache stats: Prints total tokens and cost savings directly to the console.
  • Observability:
    • Web Dashboard: http://localhost:8000/dashboard
    • Prometheus Metrics: http://localhost:8000/metrics
    • CSV Ledger Export: http://localhost:8000/v1/cache/export

Horizontal Multi-Worker Deployment

To run OmniCache with multiple worker processes or in a clustered container environment, simply provide REDIS_URL:

# Multi-worker deployment with Redis distributed state
REDIS_URL="redis://127.0.0.1:6379/0" uvicorn server.gateway:app --host 127.0.0.1 --port 8000 --workers 4

Configuration

OmniCache can be configured via command-line flags or environment variables (in your shell or a local .env file):

Environment Variable Default Description
HOST 127.0.0.1 Host interface to listen on (local-first by default).
PORT 8000 Port to bind the proxy server to.
REDIS_URL "" Redis connection URL (e.g. redis://127.0.0.1:6379/0) for multi-worker state clustering.
CACHE_STORAGE_BACKEND auto Storage engine backend: auto, redis, or memory.
REQUIRE_AUTH false When true, enforces valid API key registration on all requests.
ADMIN_API_KEY "" Master admin secret for managing /v1/enterprise/quotas and data exports.
PRIVACY_SALT (auto-generated) 256-bit cryptographic salt for anonymized PII tokenization.
SEMANTIC_CACHE_TTL_SECONDS 604800 Default time-to-live for cache entries (7 days).
SEMANTIC_SIMILARITY_THRESHOLD 0.92 Minimum cosine similarity required for an L2 semantic cache hit.
OMNICACHE_DB_PATH ~/.omnicache/omnicache.db Path to SQLite persistence database (WAL mode enabled).
ANTHROPIC_API_KEY (Optional) Default upstream Anthropic API key (if not passed in client headers).
OPENAI_API_KEY (Optional) Default upstream OpenAI API key (if not passed in client headers).
GEMINI_API_KEY (Optional) Default upstream Google Gemini API key.

Running Tests

Run the test suite using pytest:

git clone https://github.com/13manmayarai-hash/omnicache-proxy.git
cd omnicache-proxy
pip install -e .
pytest tests/ -v

Documentation


License

MIT License. See LICENSE for details.

Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

omnicache_proxy-2.3.0.tar.gz (70.2 kB view details)

Uploaded Source

Built Distribution

If you're not sure about the file name format, learn more about wheel file names.

omnicache_proxy-2.3.0-py3-none-any.whl (64.2 kB view details)

Uploaded Python 3

File details

Details for the file omnicache_proxy-2.3.0.tar.gz.

File metadata

  • Download URL: omnicache_proxy-2.3.0.tar.gz
  • Upload date:
  • Size: 70.2 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: python-httpx/0.28.1

File hashes

Hashes for omnicache_proxy-2.3.0.tar.gz
Algorithm Hash digest
SHA256 98a46f2ec1ffd618a26609e34109296c91964945823796f5cd7df359c9e1afd0
MD5 4c6f606c034f27240dcc6a95ce90574c
BLAKE2b-256 ec3be59f1dd01b2af31973486c01b94dfb543a6c08079f02b2ab0956c610ce4b

See more details on using hashes here.

File details

Details for the file omnicache_proxy-2.3.0-py3-none-any.whl.

File metadata

File hashes

Hashes for omnicache_proxy-2.3.0-py3-none-any.whl
Algorithm Hash digest
SHA256 121c007db18c39b1f01a66711154e1cab01f00c94236ee6164b566636fdfc9c3
MD5 2d62eeb505fba04de98c3502a388ff6e
BLAKE2b-256 1f0b37a8b8f27ddae978638be8779e79c69de638483994eafab941b92ff1e0bb

See more details on using hashes here.

Release history Release notifications | RSS feed

2.9.0

2 files

2.8.0

2 files

2.7.2

2 files

2.7.1

2 files

2.7.0

2 files

2.6.8

2 files

2.6.7

2 files

2.6.6

2 files

2.6.5

2 files

2.6.4

2 files

2.6.3

2 files

2.6.2

2 files

2.6.1

2 files

2.6.0

2 files

2.5.9

2 files

2.5.8

2 files

2.5.7

2 files

2.5.6

2 files

2.5.5

2 files

2.5.4

2 files

2.5.3

2 files

2.5.2

2 files

2.5.1

2 files

2.5.0

2 files

This release

2.3.0 This release

2 files

2.2.1

2 files

2.2.0

2 files

2.1.4

2 files

2.1.3

2 files

2.1.2

2 files

2.1.1

2 files

2.1.0

2 files

2.0.5

2 files

2.0.4

2 files

2.0.3

2 files

2.0.2

2 files

2.0.1

2 files

2.0.0

2 files

Anthropic, PBC Visionary sponsor Bloomberg Visionary sponsor Hudson River Trading Visionary sponsor Meta Visionary sponsor NVIDIA Visionary sponsor Microsoft Sustainability sponsor Depot Continuous Integration AWS Cloud computing and Security Sponsor Datadog Monitoring Fastly CDN Google Download Analytics Sentry Error logging StatusPage Status page