OrgX — skill deviation reporting
SkillFiles & storageRecord a skill deviation with OrgX so it feeds tomorrow's Daily Brief. Use whenever an OrgX skill fires locally on a file edit, commit, PR, chat turn, or task output.
Use OrgX — skill deviation reporting in Claude, ChatGPT or Ahel Desktop
Free. Sign in, add OrgX — skill deviation reporting and connect your AI. About a minute.
Also: Claude Code · Cursor · Codex
Then ask your AI: use the OrgX skill
Details
Instructions available. Your AI can read the instructions. Execution depends on the setup they require.
Account requirements not reviewed. Check the skill instructions before use; ahel provides instructions and does not run this skill.
No other account needed.
Add ahel to your AI once: Claude, ChatGPT, Cursor, Claude Code or Codex. Then ask it to use this.
What this skill tells your AI
The instructions your AI receives, as published by hashgraph-online/awesome-codex-plugins in plugins/useorgx/orgx-codex-plugin/skills/orgx-deviation-reporting/SKILL.md and read by ahel’s review.
Every time an OrgX skill catches a deviation during your work, record it with OrgX so the evidence shows up in tomorrow's Daily Brief and drives the confidence trajectory for that skill.
When to record
You should record a deviation when:
- A rule from an OrgX skill triggered on code or content you touched.
- You accepted or rejected a skill's suggestion (pass
outcome: confirmedoroutcome: rejected). - A skill surfaced a pattern in output you produced.
Do not record the same deviation more than once per 10-minute window —
the server dedupes on dedupe_key automatically; duplicate POSTs waste
tokens.
How to record
Direct HTTP POST through the OpenClaw bridge or via orgx.post_skill_deviation
MCP tool:
POST /api/v1/skills/{skill_id}/deviations
Authorization: Bearer <OrgX API key>
Content-Type: application/json
{
"evidence_kind": "file_edit" | "commit" | "pr" | "chat_turn" | "task_output",
"evidence_ref": "<repo>#<pr>" | "<path>:<line>" | "<commit_sha>",
"summary": "<one-line description>",
"application_source": "plugin_codex",
"confidence": 0.0..1.0,
"outcome": "pending" | "confirmed" | "rejected" | "ignored",
"trigger_context": { "file_path": "...", "rule_matched": "..." },
"dedupe_key": "<sha1(skill_id | evidence_kind | evidence_ref | floor(epoch/600))>",
"captured_at": "2026-04-17T10:00:00Z"
}
Computing dedupe_key
import { createHash } from "node:crypto";
const bucket = Math.floor(Date.now() / 1000 / 600);
const material = [skillId, evidenceKind, evidenceRef, String(bucket)].join("|");
const dedupe_key = createHash("sha1").update(material).digest("hex");
10-minute bucketing handles save-happy editors without losing legitimate re-fires beyond that window.
What happens next
Your deviation lands in skill_deviations. The nightly rollup feeds it
into the Daily Brief proof strip's "Deviations caught" tile + updates
the skill's confidence sparkline. Agents whose loadout doesn't include
the skill may get a cross-pollination proposal surfaced.
Links
- Full contract: https://github.com/hopeatina/orgx/blob/main/orgx/docs/api-contracts/daily-brief-schema.md#04
- SDK reference implementation (Node): https://github.com/useorgx/openclaw-plugin/blob/main/src/deviations-sdk.ts
- Daily Brief surface: https://useorgx.com/today
Signals
- GitHub stars
- 1k
- Forks
- 316
- Last commit
- Oct 2026
Advanced
- Item type
- skill
- Key
orgx-deviation-reporting- Source
- github.com/hashgraph-online/awesome-codex-plugins
github.com/hashgraph-online/awesome-codex-plugins
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