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sammytan

AI Dev Runtime

by sammytan · GitHub ↗ · v0.5.0 · MIT-0
cross-platform ⚠ suspicious
369
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Install in OpenClaw
/install ai-dev-runtime
Description
AI Dev Runtime tools - read_file, search, edit, run_terminal, run_tests (hybrid semantic+keyword search, learning memory)
README (SKILL.md)

Use these tools to interact with AI Dev Runtime:

  • ai_dev_runtime_command: Slash command — /ai-dev-runtime \x3Ctask> runs full dev task (plan → edit → test → fix)
  • ai_dev_runtime_invoke: Low-level tool calls — read_file, search, edit, edit_multi, apply_patch, find_references, call_hierarchy, run_terminal, run_tests
  • ai_dev_runtime_run_task: Batch task execution (multi-step coding)
  • ai_dev_runtime_fix_bug: Bug-fix workflow (analyze → patch → verify)
  • ai_dev_runtime_analyze: Codebase analysis (semantic + keyword search, learning memory)

For higher accuracy: Before calling ai_dev_runtime_fix_bug or ai_dev_runtime_run_task, use memory_search to find similar past fixes (e.g. "login bug", "500 error", "pytest"). Pass the snippets as prior_memory so Runtime can use them.

Set AI_DEV_RUNTIME_URL (default http://localhost:8000) and optionally AI_DEV_RUNTIME_API_KEY. Ensure AiDevRuntime HTTP server is running.

Usage Guidance
This appears to be a developer tooling integration that expects an AiDevRuntime HTTP service and will send code snippets and prior 'memory' to that service. Before enabling: 1) Confirm where AI_DEV_RUNTIME_URL will point — prefer running the service locally (localhost) rather than a remote/third-party host. 2) Treat AI_DEV_RUNTIME_API_KEY as a secret if used; ask the maintainer to declare required env vars in the manifest. 3) Ask what exact data the runtime receives and whether it persists or shares code snippets or sensitive files. 4) If you cannot verify the server or its operator, avoid pointing the URL to an external host because the agent may transmit repository contents and past fixes (which can include secrets). 5) Consider requesting a manifest update that explicitly lists AI_DEV_RUNTIME_URL and AI_DEV_RUNTIME_API_KEY and documents what data flows to the runtime and retention policies.
Capability Analysis
Type: OpenClaw Skill Name: ai-dev-runtime Version: 0.5.0 The skill bundle defines high-risk capabilities including arbitrary terminal command execution (run_terminal), file system modification (edit, apply_patch), and reading local files (read_file) via a local HTTP server (defaulting to localhost:8000). While these tools are aligned with the stated purpose of an 'AI Dev Runtime' in SKILL.md, the broad permissions granted to the AI agent to execute shell commands and access the file system represent a significant attack surface for potential abuse or accidental damage, fitting the criteria for suspicious risky capabilities.
Capability Assessment
Purpose & Capability
The name/description (tools for read_file, search, edit, run_terminal, run_tests, semantic+keyword search, memory) align with the instructions which describe an AiDevRuntime HTTP service exposing those operations. That capability set is coherent with the stated purpose. Minor mismatch: SKILL.md expects environment configuration (AI_DEV_RUNTIME_URL, optional API key) despite the registry declaring no required env vars.
Instruction Scope
Runtime instructions direct the agent to call an external/local HTTP service and to use memory_search and pass prior code snippets as prior_memory so the runtime can use them. This means the agent will send repository snippets / past fixes / memory to the configured endpoint. SKILL.md also implicitly grants the agent discretion to look up 'similar past fixes' and pass them along — that can lead to sending sensitive code, tokens, or other secrets to the endpoint. The instructions reference env vars (AI_DEV_RUNTIME_URL, AI_DEV_RUNTIME_API_KEY) that are not declared by the skill manifest, creating an inconsistency about what the skill will access.
Install Mechanism
This is an instruction-only skill with no install spec and no code files — low disk/write risk. Nothing is downloaded or installed by the skill manifest.
Credentials
The SKILL.md asks users to set AI_DEV_RUNTIME_URL (default localhost) and optionally AI_DEV_RUNTIME_API_KEY, but the manifest lists no required environment variables or primary credential. Because the endpoint is configurable, the agent could be pointed at a remote server and will transmit code and memory there; that capability justifies declaring and documenting the env vars and the threat model. The mismatch between declared env and instructions is a proportionality and transparency issue.
Persistence & Privilege
The skill does not request always:true, does not install persistent components, and does not claim to modify other skills or global agent settings. Default autonomous invocation is allowed (normal) but not combined with other high-privilege flags.
How to Use
  1. Make sure OpenClaw is installed (local or Docker)
  2. Run the install command in chat: /install ai-dev-runtime
  3. After installation, invoke the skill by name or use /ai-dev-runtime
  4. Provide required inputs per the skill's parameter spec and get structured output
Version History
v0.5.0
Version 0.5.0 of ai-dev-runtime - Introduced new tools and workflows for interacting with AI Dev Runtime, including commands for full dev tasks, low-level operations, batch execution, bug fixing, and analysis. - Added support for hybrid semantic + keyword code search with learning memory. - Recommended improved workflow using memory_search and prior_memory for higher accuracy when fixing bugs or running tasks. - Clarified usage instructions for setup with AI_DEV_RUNTIME_URL and API key. - Updated documentation and metadata for easier onboarding and usage.
Metadata
Slug ai-dev-runtime
Version 0.5.0
License MIT-0
All-time Installs 1
Active Installs 1
Total Versions 1
Frequently Asked Questions

What is AI Dev Runtime?

AI Dev Runtime tools - read_file, search, edit, run_terminal, run_tests (hybrid semantic+keyword search, learning memory). It is an AI Agent Skill for Claude Code / OpenClaw, with 369 downloads so far.

How do I install AI Dev Runtime?

Run "/install ai-dev-runtime" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.

Is AI Dev Runtime free?

Yes, AI Dev Runtime is completely free, licensed under MIT-0. You can download, install and use it at no cost.

Which platforms does AI Dev Runtime support?

AI Dev Runtime is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).

Who created AI Dev Runtime?

It is built and maintained by sammytan (@sammytan); the current version is v0.5.0.

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