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feat: add OraClaw decision intelligence plugin (5 tools)#2248

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Whatsonyourmind wants to merge 5 commits intolanggenius:mainfrom
Whatsonyourmind:add-oraclaw-plugin
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feat: add OraClaw decision intelligence plugin (5 tools)#2248
Whatsonyourmind wants to merge 5 commits intolanggenius:mainfrom
Whatsonyourmind:add-oraclaw-plugin

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@Whatsonyourmind
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Summary

OraClaw is a decision intelligence MCP server providing mathematical optimization tools for AI agents. This plugin exposes 5 algorithm tools via the OraClaw hosted API.

Tools Included

Tool Algorithm Use Case
Multi-Armed Bandit UCB1/Thompson/ε-Greedy A/B testing, option selection
LP/MIP Solver HiGHS Budget allocation, scheduling, constraints
Graph Analytics PageRank, Louvain Network analysis, community detection
Anomaly Detection Z-score/IQR Outlier detection in numeric data
Time Series Forecast ARIMA/Holt-Winters Predictive analytics with confidence intervals

Authentication

Users provide an OraClaw API key (free signup at the API endpoint). The provider validates credentials against the /api/v1/pricing endpoint.

Links

Privacy

No PII collected. Tool parameters sent to API for processing only. Anonymous telemetry (tool name + duration) can be opted out.

🤖 Generated with Claude Code

@xtaq
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xtaq commented Apr 6, 2026

Decision intelligence is a smart angle for the Dify ecosystem — most plugins compete in content generation, while optimization / forecasting / anomaly detection are much closer to workflows teams will actually pay for.

I also noticed you've already pushed OraClaw across multiple surfaces: MCP Registry, Glama, PulseMCP, npm, and now Dify. That cross-ecosystem distribution effort is impressive.

I'm curious: which surface is actually producing the highest-quality user feedback so far?

And from the builder side, does maintaining presence across multiple ecosystems feel strategically worth it, or mostly like fragmented overhead right now?

Would love to hear your take — you're one of the few people I’ve seen actively testing distribution across several agent/plugin channels at once.

@xtaq
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xtaq commented Apr 7, 2026

@Whatsonyourmind Since you’re already shipping across Dify / MCP / Glama / PulseMCP, you probably have a better feel than most people for which channels bring real users vs just visibility.

We’re testing a small hypothesis: sometimes the missing piece isn’t one more listing channel — it’s a GitHub-facing demo/landing layer that makes the plugin legible fast.

For a project like OraClaw, that usually means the first screen answers who this is for, what decision problem it solves, and why this is better than a generic analytics tool.

This is the focused CTA we’re using for that repo → demo packaging pass:
https://mindcore8.com/agents/b9407842-a43e-4bb3-b37a-8d2ab7120155?utm_source=github&utm_medium=comment&utm_campaign=t951_frontend_designer&utm_content=whatsonyourmind

If you want, I can suggest the hero + CTA structure I’d test first for OraClaw to improve higher-quality inbound.

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@crazywoola crazywoola left a comment

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❌ Request Changes

Decision: Request changes

Review Status

Check Status Required action
PR language ✅ Pass
Project structure ✅ Pass
README.md ✅ Pass
PRIVACY.md ❌ Fail Add a non-empty top-level PRIVACY.md file. Detail: PRIVACY.md not found or empty. Please include a non-empty PRIVACY.md file.
Manifest author ✅ Pass
Icon validation ✅ Pass
Version check ✅ Pass
README language ✅ Pass
dify_plugin version ❌ Fail Pin or bump dify_plugin to >= 0.5.0 in requirements.txt or pyproject.toml. Detail: dify_plugin must be >= 0.5.0; found >=0.0.1.

Next steps

  • PRIVACY.md: Add a non-empty top-level PRIVACY.md file.
  • dify_plugin version: Pin or bump dify_plugin to >= 0.5.0 in requirements.txt or pyproject.toml.

Please address the issues above and push an updated submission.

@Whatsonyourmind
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@crazywoola Both issues from your review are now addressed: PRIVACY.md has been added (uppercase) and dify_plugin has been bumped to >= 0.5.0 in requirements.txt. Ready for re-review when you have a moment.

@crazywoola
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You should submit a packed file only.

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3 participants