Run your real agent with and without your skills, MCPs, and rules. See which ones actually help, and what they cost in tokens. Supports Claude Code, Codex, Pi, and Hermes.
Star History
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+10
STARS · LAST 30 DAYS
1
PER DAY
#1,159
MOST-STARRED Python
| Window | 7 days | 30 days | 90 days |
|---|---|---|---|
| Stars gained | +7 | +10 | +90 |
| Per day | 1 | 1 | 1 |
| Forks gained | +1 | +3 | +10 |
caliper gained 10 stars in the last 30 days, about 1 a day, and now has 198. It is about 1 year old and has averaged roughly 198 stars a year. It ranks #1,159 among Python repositories and #9,365 across all languages on GitHubRepo.
Trending Record
5
DAYS ON TRENDING
#7265
BEST RANK
Oct 1, 2026
FIRST APPEARANCE
Active
STATUS TODAY
caliper has maintained a continuous presence across global trending indexes, peaking at #7265. Below is the 30-day activity profile:
💡 Overview
caliper is an open-source project written in Python: Run your real agent with and without your skills, MCPs, and rules. See which ones actually help, and what they cost in tokens. Supports Claude Code, Codex, Pi, and Hermes.
Engineered for speed, consistency, and developer ease, it solves common hurdles in ai-agents, claude-code, cli. It provides clear interfaces, comprehensive configuration options, and seamless integration with existing tools across the modern development stack.
⚡ Key Features
Optimized execution pipeline written in Python for predictable speed.
Zero-friction configuration with comprehensive sensible defaults out of the box.
Cross-platform runtime support across Linux, macOS, and Windows environments.
Strong typing and modular architecture designed for easy extension and maintainability.
Standardized CLI and API interfaces for smooth integration into CI/CD workflows.
Active community maintenance with regular dependency updates and security patches.
📥 Installation
$ pip install caliper⚙ System Requirements
Platforms
- • macOS
- • Linux
- • Windows
Runtime & Dependencies
Python >= 3.9, pip, virtualenv
Architecture
x86_64, ARM64 (Apple Silicon & Graviton)
🧠 How It Works
caliper coordinates its core functionality through a modular Python pipeline. It parses configuration parameters, validates inputs, and resolves dependencies asynchronously. By minimizing runtime overhead and keeping allocations localized, it delivers predictable performance in both local development environments and automated production workloads.
🎯 Production Use Cases
Autonomous AI Agents
Orchestrate intelligent workflows and tool-calling routines with caliper.
Model Inference & Prompting
Integrate fast, local or cloud-hosted generative AI models directly into production code.
Context Memory & RAG
Augment language models with dynamic vector retrieval and structured project memory.
Developer Productivity
Automate repetitive engineering tasks, code generation, and test creation using AI agents.
🚀 Getting Started
Install caliper using your package manager: `pip install caliper`
Initialize your project workspace or configuration file for caliper.
Import caliper into your codebase or invoke it directly from your terminal.
Execute your test suite or run `caliper --help` to verify successful setup.
👍 Strengths
⚠️ Considerations
⇄ Alternatives & Direct Competitors
👥 Who Should Use This
Developers and engineering teams building with Python, seeking reliable, tested, and actively maintained tooling for production workloads.
🏆 Nearby in the Rankings
edonadei/caliper is currently ranked #9,365 by stars across every repository tracked on GitHubRepo. These are adjacent projects:
| Rank | Repository | Language | Stars | Action |
|---|---|---|---|---|
| #9,346 | lukebayes/project-sprouts | Ruby | ★ 199 | Compare ↗ |
| #9,346 | jongilbraith/simple-private-messages | Ruby | ★ 199 | Compare ↗ |
| #9,346 | senaranya/HL7 | PHP | ★ 199 | Compare ↗ |
| #9,346 | gollem-dev/gollem | Go | ★ 199 | Compare ↗ |
| #9,346 | ltmoerdani/opencode-copilot-chat | TypeScript | ★ 199 | Compare ↗ |
| #9,365 | edonadei/caliper This Project | Python | ★ 198 | |
| #9,365 | Simreal-AI/Simreal-MLBench | Python | ★ 198 | Compare ↗ |
| #9,365 | nextcloud/collectives | JavaScript | ★ 198 | Compare ↗ |
| #9,365 | itsallcode/openfasttrace | Java | ★ 198 | Compare ↗ |
| #9,365 | brynary/testjour | Ruby | ★ 198 | Compare ↗ |
| #9,365 | ask/carrot | Python | ★ 198 | Compare ↗ |
Frequently Asked Questions
What does caliper do? +
Run your real agent with and without your skills, MCPs, and rules. See which ones actually help, and what they cost in tokens. Supports Claude Code, Codex, Pi, and Hermes.
What language is caliper written in? +
The primary language is Python. Topics include: ai-agents, claude-code, cli, codex, dsh-plugin.
Is caliper actively maintained? +
Yes, the last recorded push was on Oct 1, 2026 with 20 open issues being tracked.
How many stars does caliper have? +
caliper has 198 stars and 21 forks on GitHub.
How does caliper rank among GitHub repositories? +
With 198 stars, edonadei/caliper is ranked #9,365 globally across all repositories tracked on GitHubRepo and #1,159 among Python projects.
What license is caliper distributed under? +
The repository reports a MIT license. Always verify the repository LICENSE file for legal terms.
