Self-healing, local-first AI systems and data tools that run themselves.

The Panda Federation is a family of small, dependable AI agents and data tools. Each module has one job, a name and a crest, and the job of keeping itself running. Agents watch other agents, failures get caught and repaired, and a human checks anything that matters before it ships.

Spirit thinks. Watchdog watches. Steel acts.

Use them now:

• In Claude, Cursor or Copilot: uvx panda-federation-tools (setup for each app, or the latest Release with a one-click Claude Desktop file)
• In your browser, no install: any tool below on the Apify Store
• Free: Hidden AI Instructions Scanner and its public watch log
• Small scripts: Watchdog Panda (restarts a process when it stops) and Steel Panda (runs a folder of tasks), one-command installs
• Manual Remake: Apify Store · GitHub — rewrite a confusing manual (PDF or photos) into a clear English print PDF; free sample on the Store

Panda Federation Tools: an open-source MCP server that gives Claude, Cursor, VS Code or any MCP client 23 research and public-data tools. Pay per result on Apify, with a hard spending cap on every call.

Official, free data sources only (Crossref, OpenAlex, PubMed, Grants.gov, USAspending, NPI, FMCSA, OpenStreetMap, public DNS, SEC EDGAR, ClinicalTrials.gov, IRS, Federal Register, FDA, CPSC, NHTSA). Publishing-soon tools go live a few a day; their links work once each is public. No logins, no paywalls, no LinkedIn scraping.

_{Sean — Founder of the Panda Federation}

• Self-healing systems: services that detect their own failures, restart, roll back and report.
• Agents that monitor agents: watchdogs, heartbeats and supervisors that keep other AI agents honest and online.
• Data tools: clean, verifiable data pipelines, from citation checks to tidy spreadsheets.
• Local-first and private: runs on your own hardware where it can, with you in control.

Identity-driven, memory-aware and grounded.

Monitors processes and agents, and brings them back when they fall.

Runs tasks, maintains systems and carries out command workflows.

              ┌──────────────────────┐
              │    Watchdog Panda    │
              │  (uptime guardian)   │
              └──────────┬───────────┘
                         │ monitors
                         ▼
              ┌──────────────────────┐
              │     Spirit Panda     │
              │     (companion)      │
              └──────────┬───────────┘
                         │ triggers tasks
                         ▼
              ┌──────────────────────┐
              │     Steel Panda      │
              │      (executor)      │
              └──────────────────────┘

• More research-integrity and data tools on the Apify Store
• Citation formatting and verification services, human-checked
• Federation heartbeat: one dashboard where every Panda agent reports its health
• Open templates for self-healing agents and watchdogs

• PandaMom
• PandaLily
• Teen Boy Panda
• Teen Girl Panda
• Child Pandas

• Sovereignty: local-first, private, human-controlled.
• Reliability: tools that keep running and tell you when they can't.
• Balance: calm, grounded, intentional.

Technology should strengthen families.

“Build slow. Build steady. Build sovereign.”
_{The Panda Oath · Sean, founder of the Panda Federation}

PandaDad (Founder)
│
┌────────────────────┼────────────────────┐
│                    │                    │
PandaMom            Teen Boy Panda       Teen Girl Panda
│                    │                    │
├──────────────┬────┘          ┌─────────┘
│              │               │
Child Boy      Child Girl 1     Child Girl 2
│
Samurai Panda (Legacy Line)