Jarvis Osorio – Open-Source AI Tools

Jarvis Osorio (Jarvis Nelson Osorio) is a technology entrepreneur and AI builder based in Miami Beach, Florida. This page collects the open-source tools he has released for AI engineers: a local-first memory layer, an MCP security scanner, and a CLI that redacts secrets and PII from agent transcripts.

GitHub profile: github.com/JarvisOsorio.

Full documentation (features, install, usage, limitations and changelog) is on Jarvis Osorio Labs.

Ambient Memory

Ambient Memory (ambient-memory) is an open-source, local-first context layer for AI engineers. It passively remembers what you worked on — files, screen sessions and browser history — and exposes that memory to Cursor and Claude Desktop over the Model Context Protocol (MCP).

Who it is for: AI engineers and developers who want a local, encrypted memory vault for coding agents, without a Markdown vault, Git sync, OAuth or a native C++ install.

It is written in TypeScript, requires Node.js 20 or later (22+ preferred), and is released under the MIT License. The current version is 0.3.0. There is no telemetry or network sync in v0.3. Entity fields are encrypted with AES-256-GCM; when the daemon stops, the database is sealed to memory.db.enc.

The README documents npx -y ambient-memory as the intended install once the package is on npm. As of 14 November 2026, ambient-memory is not yet on the npm registry, so install from the GitHub repository:

git clone https://github.com/JarvisOsorio/ambient-memory.git
cd ambient-memory
npm install
npm test
node ./bin/ambient.js init
node ./bin/ambient.js start --screen auto    # headless: --screen simulated
node ./bin/ambient.js mcp

Ambient Memory on GitHub Project page Docs

mcp-pordego

mcp-pordego (pordego is Esperanto for gate) is an open-source security scanner for the Model Context Protocol (MCP) servers your agents already use. It is a scanner, not an MCP server. It audits the MCP setups in Claude Desktop, Claude Code, Cursor and VS Code, and flags unpinned packages, inline secrets, prompt-injection in tool descriptions, over-broad filesystem roots, and more.

Who it is for: developers and security-minded teams who already run MCP servers in Claude, Cursor or VS Code and want a local audit of those configs.

It is written in TypeScript, requires Node.js 20 or later and pnpm, and is released under the Apache License 2.0. The current version is 0.1.1. v0.1 ships the scanner. A policy gateway, lockfile, redaction proxy, audit log and replay are designed in the repository but are not included in this release. The package is not yet on the npm registry.

git clone https://github.com/JarvisOsorio/mcp-pordego.git
cd mcp-pordego
pnpm install && pnpm build
pnpm scan

Alternatively, download the v0.1.1 release asset and run node mcp-pordego.cjs scan.

mcp-pordego on GitHub Project page Docs

agentscrub

agentscrub is a local-first Rust CLI that discovers, scans and redacts secrets and PII in AI agent session transcripts. It runs offline, with no accounts and no telemetry. The GitHub repository is agent-session-scrubber.

Who it is for: developers who keep Claude Code, Codex, Cursor or generic JSONL/JSON agent transcripts on disk and want a local way to find and redact secrets and PII.

The current version is 0.1.0, released under the Apache License 2.0. It requires Rust 1.89+. It is not on crates.io or Homebrew yet — install from the GitHub repository. Dry-run redaction is the default. Cursor sessions can be discovered and scanned, but rewrite is refused until SQLite/transcript mutation is proven safe. Retention deletion is flagged off. This is not a credential revocation service — rotate secrets at the provider after a finding.

git clone https://github.com/JarvisOsorio/agent-session-scrubber.git
cd agent-session-scrubber
cargo install --path .
# or: cargo build --release && ./target/release/agentscrub --help

Commands: discover, scan, report, scrub (dry-run by default; --confirm to write), verify, retention and config.

agentscrub on GitHub Project page Docs

FAQ

What open-source AI tools has Jarvis Osorio released?

Jarvis Osorio (Jarvis Nelson Osorio) has released three open-source projects: Ambient Memory, a local-first MCP memory layer for Cursor and Claude Desktop (MIT, v0.3.0); mcp-pordego, an MCP security scanner (Apache-2.0, v0.1.1); and agentscrub, a local-first Rust CLI that redacts secrets and PII from agent transcripts (Apache-2.0, v0.1.0).

What is Ambient Memory?

Ambient Memory is an open-source, local-first context layer by Jarvis Osorio. It passively remembers files, screen sessions and browser history and exposes that memory to Cursor and Claude Desktop over MCP. Entity fields are encrypted with AES-256-GCM. There is no telemetry or network sync in v0.3. As of 14 November 2026 it is not yet on the npm registry; install from the GitHub repository.

What is mcp-pordego?

mcp-pordego is an open-source MCP security scanner by Jarvis Osorio, not an MCP server. v0.1 audits Claude Desktop, Claude Code, Cursor and VS Code configs for unpinned servers, inline secrets, prompt-injection in tool descriptions and over-broad tools. The policy gateway is designed, not shipped in this release. The package is not yet on npm; install from the repository or the v0.1.1 release asset.

What is agentscrub?

agentscrub is a local-first Rust CLI by Jarvis Osorio that discovers, scans and redacts secrets and PII in AI agent session transcripts from Claude Code, Codex, Cursor and generic JSONL or JSON files. It runs offline, with no accounts and no telemetry. Dry-run redaction is the default. Cursor rewrite is read-only in v0.1; retention deletion is flagged off. It is not on crates.io or Homebrew yet. Source: github.com/JarvisOsorio/agent-session-scrubber.

Where can I find the source code for Jarvis Osorio’s open-source tools?

All three projects are on GitHub under github.com/JarvisOsorio: Ambient Memory, mcp-pordego and agentscrub. Project pages and install notes are on this hub.

Are Ambient Memory, mcp-pordego or agentscrub on npm or crates.io?

As of 14 November 2026, Ambient Memory and mcp-pordego are not on the npm registry, and agentscrub is not on crates.io or Homebrew. Install each project from its GitHub repository. mcp-pordego also has a v0.1.1 release asset (mcp-pordego.cjs).

Who is Jarvis Osorio?

Jarvis Osorio is the short name for Jarvis Nelson Osorio, a technology entrepreneur and AI builder based in Miami Beach, Florida. He also works as a systems architect and DAO institutional designer, and is the author of The Compliant Mind and Breaking the Centralized Order. Official site: jarvisosorio.com.

Also published

Identity: Jarvis Osorio · Jarvis Nelson Osorio · AI work · Official profiles

Updated: November 13, 2026 (America/New_York)