lets developers interact with Claude directly from the terminal to write, edit, debug, and reviewcode. Unlike IDE plugins, it has full filesystem access, can run shell commands, and works
doctor`. No network calls, no telemetry, no AI API calls, no code generation.
Persist OS writes structured, reviewable memory (product intent, architecture decisions, module
ownership, testing and security expectations
through structured "Contracts" and "Cognitive Archetypes."
This project provides a professional alternative to "Vibe Coding" by treating LLM interactions as governed system architecture. It includes foundational theory, structured contract layers
sentence summary
IntentProbe is a local scanner for MCP servers, AI agent tools, Claude Code
skills, packages, and runtime tool events. It runs a tool description or prompt
through
batch`, `runtime`. GitHub Action: `mcpware/IntentProbe@main`. Runtime hook for Claude Code PreToolUse.
- Research preview, a local registration-time review signal, NOT a hard security boundary.
## Install
```
pip install intentprobe
intentprobe
channel gets the next route, never a verdict on the idea.
- [Security Review of Agent-Written Code](https://jules-prompts.wecanuseai.com/.well-known/agent-skills/security-review-agent-code/SKILL.md): To review a change an agent wrote for the security
returned together. Accepts array of agent specs with individual model/thinking/context settings. Great for parallel codereviews, getting multiple opinions, or distributing subtasks.
### reply
Continue a conversation with a spawned agent
contacted and with what payloads.
- Compliance evidence: signed, verifiable record of AI-assisted code changes.
- Incident review: replay any past session from the local ledger.
## Links
- Website: https://useoccasio.com
protocol to save tokens.
Primary use cases (EN):
- Multi-file refactors and batch operations
- Codereviews or long-running tasks via subagent
Keywords (EN): claude-code, opencode, acp-protocol, json
invocation spend cap in major currency units.
- `currency` (string, optional): ISO 4217 currency code.
- `requires_human_approval` | `boolean` | `false` | When true, pauses evaluation only if `onApprovalRequired` is configured; otherwise
review schema drift without rewriting the policy: `npx actionfence pin-schemas guard-policy.json "node server.js" --diff`. This read-only mode prints field-level changes and returns exit code `2` when drift
authors a contract's evals does not implement it; the counterpart implements; the author reviews.
- Model-agnostic: one unmodified protocol has run across Claude Opus 4.6, Fable 5, Opus
Third-Party Code](https://derob98.github.io/ailmanac/docs/security/reviewing-third-party-code): Plugins, skills and MCP servers can ship executable code — review before you trust.
- [Responsible Use, Ethics & Verification](https://derob98.github.io/ailmanac/docs/security/responsible-use): The autonomy ladder
signal "I'm done, please review"
- Orchestrator has no visibility into agent state without polling files
- Agents re-read each other's code from disk — inefficient and error-prone
**With