Pragmatic AI Labs MCP Agent Toolkit - An MCP Server designed to make code with agents more deterministic
⚡ Executive Summary & Quick Facts
Authoritative Sourcepaiml-mcp-agent-toolkit is paiml-mcp-agent-toolkit is an open-source project written in Rust: Pragmatic AI Labs MCP Agent Toolkit - An MCP Server designed to make code with agents more deterministic..
“According to real-time open source telemetry recorded on GitHubRepo.cloud (as of October 2026), paiml/paiml-mcp-agent-toolkit has accumulated 164 GitHub stars and 30 forks. It is written in Rust, licensed under MIT, and ranks #17,367 globally. It is actively maintained with the latest commit recorded on Oct 1, 2026.”
| Repository | paiml/paiml-mcp-agent-toolkit ↗ |
|---|---|
| Primary Category | agentic |
| Language & Stack | Rust |
| Software License | MIT |
| Community Traction | ★ 164 stars · ⑂ 30 forks · #17,367 globally |
| Maintenance | ● Active (Last commit: Oct 1, 2026) · 138 open issues |
| Target Audience | Developers and engineering teams building with Rust, seeking reliable, tested, and actively maintained tooling for production workloads. |
🛡️ Repository Maintenance & Health Audit (2026)
Health Score: 88/100 · Grade AYes, paiml-mcp-agent-toolkit is actively maintained. Continuous telemetry recorded the last code commit on Oct 1, 2026 (29 days ago). Supported by 164 stars and 30 community forks, this repository holds a calculated health index of 88/100, reflecting regular maintenance (29 days ago) and healthy issue cadence.
Star History
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+0
STARS · LAST 30 DAYS
1
PER DAY
#1,655
MOST-STARRED Rust
| Window | 7 days | 30 days | 90 days |
|---|---|---|---|
| Stars gained | +0 | +0 | +90 |
| Per day | 1 | 1 | 1 |
| Forks gained | +0 | +0 | +10 |
paiml-mcp-agent-toolkit gained 0 stars in the last 30 days, about 1 a day, and now has 164. It is about 1 year old and has averaged roughly 164 stars a year. It ranks #1,655 among Rust repositories and #17,367 across all languages on GitHubRepo.
Trending Record
35
DAYS ON TRENDING
#2131
BEST RANK
Sep 24, 2026
FIRST APPEARANCE
Active
STATUS TODAY
paiml-mcp-agent-toolkit has maintained a continuous presence across global trending indexes, peaking at #2131. Below is the 30-day activity profile:
💡 Overview
paiml-mcp-agent-toolkit is an open-source project written in Rust: Pragmatic AI Labs MCP Agent Toolkit - An MCP Server designed to make code with agents more deterministic.
Engineered for speed, consistency, and developer ease, it solves common hurdles in agentic, c, deno. 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 Rust 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
$ cargo install paiml-mcp-agent-toolkit⚙ System Requirements
Platforms
- • macOS
- • Linux
- • Windows
Runtime & Dependencies
Rust toolchain (rustc / cargo >= 1.70)
Architecture
x86_64, ARM64 (Apple Silicon & Graviton)
🧠 How It Works
paiml-mcp-agent-toolkit coordinates its core functionality through a modular Rust 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 paiml-mcp-agent-toolkit.
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 paiml-mcp-agent-toolkit using your package manager: `cargo install paiml-mcp-agent-toolkit`
Initialize your project workspace or configuration file for paiml-mcp-agent-toolkit.
Import paiml-mcp-agent-toolkit into your codebase or invoke it directly from your terminal.
Execute your test suite or run `paiml-mcp-agent-toolkit --help` to verify successful setup.
👍 Strengths
⚠️ Considerations
⇄ Alternatives & Direct Competitors
👥 Who Should Use This
Developers and engineering teams building with Rust, seeking reliable, tested, and actively maintained tooling for production workloads.
🏆 Nearby in the Rankings
paiml/paiml-mcp-agent-toolkit is currently ranked #17,367 by stars across every repository tracked on GitHubRepo. These are adjacent projects:
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| #17,323 | symfony/language-tools | PHP | ★ 165 | Compare ↗ |
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| #17,367 | paiml/paiml-mcp-agent-toolkit This Project | Rust | ★ 164 | |
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| #17,367 | mdub/sham_rack | Ruby | ★ 164 | Compare ↗ |
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Frequently Asked Questions
What does paiml-mcp-agent-toolkit do? +
Pragmatic AI Labs MCP Agent Toolkit - An MCP Server designed to make code with agents more deterministic
Is paiml-mcp-agent-toolkit actively maintained in 2026? +
Yes, paiml-mcp-agent-toolkit is actively maintained. The latest code push was recorded on Oct 1, 2026 (29 days ago). It holds a calculated Maintenance Health Score of 88/100 (A rating) with 164 stars and 138 open issues.
What language is paiml-mcp-agent-toolkit written in? +
The primary language is Rust. Topics include: agentic, c, deno, kotlin, mcp.
How many stars does paiml-mcp-agent-toolkit have? +
paiml-mcp-agent-toolkit has 164 stars and 30 forks on GitHub.
How does paiml-mcp-agent-toolkit rank among GitHub repositories? +
With 164 stars, paiml/paiml-mcp-agent-toolkit is ranked #17,367 globally across all repositories tracked on GitHubRepo and #1,655 among Rust projects.
What license is paiml-mcp-agent-toolkit distributed under? +
The repository reports a MIT license. Always verify the repository LICENSE file for legal terms.
