An OpenClaw agent that scans your connected workspace tools — Slack, Gmail, Notion, and Google Calendar — via Hyperspell to detect conflicting information across sources and helps you reconcile it.
Teams spread information across Slack, email, docs, and calendars. Over time, facts drift: Slack says the launch is March 28, Notion says April 5, and the Calendar has it on March 25. Nobody notices until it's too late.
Contradiction Finder scans all your sources at once, finds conflicts, and gives you one-click actions to fix them.
- Connects to your Slack, Gmail, Notion, and Calendar via Hyperspell memory layer
- Extracts factual claims from each source (dates, budgets, ownership, status)
- Cross-references claims across tools to find contradictions
- Presents conflicts with severity, impact, and suggested resolution
- Takes action — draft emails, copy Slack messages, download reports, reconcile via Hyperspell
- OpenClaw — open-source AI agent platform
- Hyperspell — context & memory layer for AI agents (YC F25)
- OpenAI GPT — LLM reasoning via OpenClaw gateway
- Instant Demo — pre-cached scan results for fast presentation
- Live Scan — real-time scan through OpenClaw + Hyperspell
- Time Saved Calculator — shows measurable time saved vs. manual cross-referencing
- One-Click Actions:
- Draft Email — opens Gmail compose with pre-filled conflict summary
- Copy for Slack — copies formatted team update to clipboard
- Download Report — generates markdown report of all contradictions
- Reconcile — saves corrected fact to Hyperspell memory
# Install dependencies
npm install
# Configure environment
cp .env.example .env
# Add your OpenClaw gateway URL and token
# Install OpenClaw + Hyperspell plugin
npm install -g openclaw@latest
openclaw plugins install @hyperspell/openclaw-hyperspell
openclaw openclaw-hyperspell setup
# Connect your sources in Hyperspell dashboard
# (Slack, Gmail, Notion, Google Calendar)
# Start the demo server
npm run dev
# Open http://localhost:3000contradiction-finder/
├── skills/contradiction-finder/SKILL.md — OpenClaw skill definition
├── src/
│ ├── index.ts — Express server, proxies to OpenClaw gateway
│ └── types.ts — TypeScript interfaces
├── public/
│ └── index.html — Demo web UI
├── package.json
└── tsconfig.json
The agent found real contradictions across a connected workspace:
| Topic | Slack | Notion | Severity |
|---|---|---|---|
| Launch Date | March 28 | April 5 | Critical |
| Q2 Budget | $50,000 | $55,000 | Moderate |
| Project Owner | Sarah | Mike | Moderate |
| API Migration | 60% done | 85% done | Minor |
| Standup Time | 10am | 9am | Minor |
Plus it discovered a real contradiction in Gmail (Modal spend limit: $5 vs $30) from actual workspace data — not seeded.
Built for the OpenClaw Hackathon: Eragon x Hyperspell (March 21, 2026, San Francisco).
Judging Criteria:
- 40% Context quality — pulls from 4+ real sources via Hyperspell
- 30% Depth of action — draft emails, Slack messages, reports, memory reconciliation
- 30% Workflow usefulness — would a team run this Monday? Yes.