convergence-monitoring SKILL.md skillA

convergence-monitoring from kanevry/session-orchestrator is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add kanevry/session-orchestrator/convergence-monitoring@git:20260919.d92c2ca

Pins git:20260919.d92c2ca in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
kanevry/session-orchestrator
Path
skills/convergence-monitoring/SKILL.md
Versions recorded
5
Latest version
git:20260919.d92c2ca, committed Sep 19, 2026
First version recorded
Apr 30, 2026
Size
14,288 bytes
Repository stars
53
License
MIT

Monitor iterative improvement loops for convergence. Three signals — shrinking diff, pass-rate plateau, velocity — drive a Stop/Continue/Investigate decision at each inter-wave checkpoint. Distinct from /evolve (retrospective) and session-reviewer (wave output review): convergence-monitoring answers "are we making progress?" not "was the last wave correct?". Primary consumer: /autoresearch loops and wave-executor inter-wave checkpoints.

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

> **Platform Note:** State files use the platform's native directory: `.claude/` (Claude Code),
> `.codex/` (Codex CLI), or `.cursor/` (Cursor IDE). Shared metrics live in
> `.orchestrator/metrics/`. See `skills/_shared/platform-tools.md`.

# Convergence-Monitoring Skill

## Platform-native (CC 2.1.105+)

This skill's watcher is registered as a plugin monitor via `.claude-plugin/plugin.json`'s `experimental.monitors` reference to `monitors/monitors.json`. Each session that loads this plugin auto-starts the watcher in the background (see `scripts/lib/convergence-monitor.mjs`). Each NDJSON stdout line from the watcher becomes a `<task_notification>` event Claude sees mid-session.

For harness < 2.1.105 (no monitor support), the skill's manual probes documented below serve as the fallback path.

## When to Invoke

This skill is `user-invocable: false` — there is no `/convergence-monitoring` slash
command. It is reached two ways:

**Platform-native monitor (primary path, CC 2.1.105+):** the background watcher below
auto-starts on `wave-executor` invocation and streams verdicts as it tails
`events.jsonl` — no explicit call needed.
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add kanevry/session-orchestrator/convergence-monitoring@sha256:323312d5f84c3097

The line at the top of this page pins the label git:20260919.d92c2ca, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_lroxdgfq6vm23auj.svg)](https://markdownregistry.com/a/art_lroxdgfq6vm23auj)

4 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 5 versions of this file, between Apr 30, 2026 and Sep 19, 2026, about one every 35 days.

versioncommittedcommitsizeaudit
git:20260919.d92c2ca latest2026-09-19 d92c2ca 14,288 BA view · diff
git:20260919.8f6ac022026-09-19 8f6ac02 13,878 BA view · diff
git:20260627.eea01682026-06-27 eea0168 13,877 BA view · diff
git:20260517.a84eba82026-05-17 a84eba8 14,063 BA view · diff
git:20260430.90ef3412026-04-30 90ef341 13,519 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (14288 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

kanevry/session-orchestrator · 53 stars · license MIT · pushed 2026-11-01 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_lroxdgfq6vm23auj
GET https://markdownregistry.com/api/v1/resolve?ref=kanevry/session-orchestrator/convergence-monitoring
GET https://markdownregistry.com/api/v1/blob/323312d5f84c30970f17ed07cacd5a02145b1a90636d0a6dcea8ae00be0db5e1

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

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Every file in kanevry/session-orchestrator

Other files named convergence-monitoring

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convergence-monitoring SKILL.md skill
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