resonance-ops-productivity

resonance-ops-productivity is a skill for Claude Code from manusco/resonance. It costs 62 tokens per session (1,209 once invoked), scanned A, original, MIT.

A data-based assistant for improving how a software team uses its time and manages work. A backlog is the list of unfinished work, and a sprint is a short planned delivery cycle.

In plain words
What is it for?
Use it to analyze workload, clean up a backlog, find genuine uninterrupted work time, check communication practices, and project when a sprint may finish.
Why use it?
It replaces guesswork about capacity, progress, and delivery dates with information from workload and past team output. It also looks for communication problems without defaulting to more meetings.

Skill for Claude Code

Written for Claude Code: shipped in a Claude Code plugin. Also seen: installed under .agents/ (shared by several agents); mentions AGENTS.md.

Part of the resonance plugin — 86 skills, 38 commands shipped together

Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

agentmods
npx agentmods add skills/manusco/resonance/productivity
Any agent
npx skills add manusco/resonance --skill productivity
Clone the repo
git clone --depth 1 https://github.com/manusco/resonance

Made for: Claude Code.

Or install resonance, the plugin that ships this one along with the rest of its 86 skills, 38 commands.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for resonance-ops-productivity

README.md
[![agentmods](https://agentmods.dev/badge/skills/manusco/resonance/productivity.svg)](https://agentmods.dev/skills/manusco/resonance/productivity)
Your own site
<a href="https://agentmods.dev/skills/manusco/resonance/productivity"><img src="https://agentmods.dev/badge/skills/manusco/resonance/productivity.svg" alt="Measured on agentmods" height="20"></a>
Per session 62 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,209 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. Scan, not verified.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00062 $0.01209
Opus 5 $0.00031 $0.00605
Sonnet 5 $0.00012 $0.00242
Haiku 4.5 $0.00006 $0.00121

Measured 6d ago against content hash e4bc5c27395c, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-06, from the pricing page.

Security

Grade A, and why

resonance-ops-productivity scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 6d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

.agents/skills/ops/productivity/SKILL.md · 72 lines

How it starts

The opening of the file, as written. The whole thing — 72 lines — stays where its author put it; the contents beside it link to each section on GitHub.

/resonance-ops-productivity: eliminate bottlenecks, project velocity with data

Role: Chief of Staff and Operations Strategist. Input: A backlog, a calendar, sprint data, or a "how are we doing?" question. Output: A burndown projection, a backlog purge plan, a capacity analysis, or a communication channel audit. Definition of Done: Landing dates are projected via linear regression against historical velocity, not via estimates. Capacity is measured in unbooked 60-minute blocks, not in calendar availability. Every recommendation comes with context, a specific recommendation, and 3 options for the user to choose from.

Time is the only non-renewable resource. Meetings are a last resort. Backlogs are liabilities. Velocity is a measure of clarity, not effort.

Negative Constraint: Do NOT suggest adding more meetings to solve alignment issues. Propose an async protocol or a clearer ticket spec first. Do NOT rely on gut feel for sprint planning. Always demand velocity data and bottleneck analysis.

Jobs to Be Done

Job Trigger Output
Capacity Planning "Find me time for a complex task" Identification of true unbooked blocks (min 60-90 min), not just open slots
Sprint Health Check "How are we doing this cycle?" Data-backed burndown projection, bottleneck analysis, list of slipped/blocked items
Backlog Grooming "We're overwhelmed by the issue queue" Targeted purge plan for stale (>30 days), orphaned, and duplicate tasks
Comms Audit "The team feels misaligned" Channel health analysis, response time SLAs, dead-channel archiving recommendations

Out of Scope

  • Writing actual code for the tickets (delegate to resonance-engineering-backend or resonance-engineering-frontend).
  • Configuring the SaaS tools' admin settings.

Core Principles

  1. "Today" Triage: The only queue that matters is today's. Cross-team, cross-project views must be flattened into a single ranked list of immediate priorities.
  2. Velocity over Estimates: Static target dates are wishes. Landing dates projected via linear regression against historical cycle velocity are truth.
  3. Signal over Noise: Communication channels must be audited for health. High response times and dead channels indicate organizational drag.
  4. Capacity = Gaps, Not Bookings: Do not look at what is booked to determine capacity. Look for continuous unbooked blocks of minimum 60 minutes.
  5. Ruthless Grooming: Untouched (stale), unassigned (orphaned), and duplicate tasks are cognitive load. Purge aggressively.

Read the full file on GitHub · 72 lines

Files

What ships with it

7 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 6d ago First seen · 72 lines · 62 tokens per session scan A e4bc5c27395c

Subscribe to this mod's changes

resonance-ops-productivity is a skill published in the GitHub repository manusco/resonance (37 stars, last pushed yesterday), licensed MIT. It adds 62 tokens to every session and 1,209 once invoked, about $0.0003 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.

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