Pynchy Ops

Pynchy Ops is a skill for Claude Code, Codex from crypdick/pynchy. It costs 110 tokens per session (4,574 once invoked), scanned B, original, MIT.

An operations guide for running the live Pynchy service, including deployment, logs, service status, authentication, containers, and the LiteLLM proxy. LiteLLM is a proxy that routes requests to language models.

In plain words
What is it for?
Deploying changes, observing logs, checking status, restarting services, setting up GitHub authentication, rebuilding agent containers, and investigating failed model requests.
Why use it?
It provides the deployment-specific checks and commands needed to operate Pynchy safely across server and Kubernetes environments.

Skill for Claude CodeCodex

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/crypdick/pynchy/pynchy-ops
Any agent
npx skills add crypdick/pynchy --skill pynchy-ops
Clone the repo
git clone --depth 1 https://github.com/crypdick/pynchy

Made for: Claude Code, Codex.

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 Pynchy Ops

README.md
[![agentmods](https://agentmods.dev/badge/skills/crypdick/pynchy/pynchy-ops.svg)](https://agentmods.dev/skills/crypdick/pynchy/pynchy-ops)
Your own site
<a href="https://agentmods.dev/skills/crypdick/pynchy/pynchy-ops"><img src="https://agentmods.dev/badge/skills/crypdick/pynchy/pynchy-ops.svg" alt="Measured on agentmods" height="20"></a>
Per session 110 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 4,574 The whole file, excluding the scripts and references it only reads on demand.
Security scan B 1 finding. 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 $0.00110 $0.04574
Opus 5 $0.00055 $0.02287
Sonnet 5 $0.00022 $0.00915
Haiku 4.5 $0.00011 $0.00457

Measured 4d ago against content hash f85d6e7a2e3c, method: parsed. Prices are Anthropic first-party input rates as of 2026-08-30, from the pricing page.

Security

Grade B, and why

Pynchy Ops scanned grade B with 1 finding 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 4d 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.

Asks for rootmediumPrivilege escalation

A mod that escalates privileges can change anything on the machine, not only the project.

ssh "$PYNCHY_HOST" 'sudo k3s kubectl get namespace pynchy'
.claude/skills/pynchy-ops/SKILL.md · 399 lines

How it starts

The opening of the file, as written. The whole thing — 399 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Pynchy Ops

The live Pynchy host and checkout path are deployment-specific. Public repo instructions must not assume a private hostname or home-directory layout. Set PYNCHY_HOST and PYNCHY_REMOTE_ROOT from local memory, environment, or the operator before running remote commands.

Deployment Mode Gate

Identify the live deployment before running an operational command. A pynchy Kubernetes namespace means the Kubernetes path applies:

PYNCHY_HOST="${PYNCHY_HOST:?set the live host}"
ssh "$PYNCHY_HOST" 'sudo k3s kubectl get namespace pynchy'

For Kubernetes deployments:

  • Read Kubernetes installation and operations.
  • Treat SCHEDULER__AUTO_DEPLOY=false as authoritative. A Git pull updates the persistent checkout but does not replace the running image.
  • Use sudo k3s kubectl -n pynchy; do not use pynchy deploy, LaunchAgent commands, standalone systemd commands, or direct container deletion.
  • A successful push to main publishes immutable images. The namespace-scoped pynchy-release-monitor CronJob preflights and releases them.
  • Do not manually patch the Deployment or delete a Pod for a normal release. Observe the monitor Job, rollout, exact release annotation, and application status.
  • Apply Kubernetes manifest, storage, Secret, RBAC, Pocket TTS, and private MCP image changes manually after review; the application release monitor does not apply infrastructure.
  • Keep unrelated Docker Compose and Dockge services outside Kubernetes.

The standalone sections below apply only when the live host has no Kubernetes Pynchy Deployment.

Standalone Auto-deploy: Never Restart Manually

Pynchy self-manages. Two mechanisms trigger automatic restarts:

  1. Git changes on main — the polling mechanism detects new commits, pulls, and restarts (with container rebuild if source files changed).
  2. Config file changes — editing config.toml, litellm_config.yaml, or other settings files triggers an automatic deploy on the next host git-sync poll. The default interval is 300 seconds; check [scheduler].git_sync_interval_seconds before deciding it was missed.

Read the full file on GitHub · 399 lines

Files

What ships with it

3 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. 4d ago First seen · 399 lines · 110 tokens per session scan B f85d6e7a2e3c

Subscribe to this mod's changes

Pynchy Ops is a skill published in the GitHub repository crypdick/pynchy (10 stars, last pushed 2d ago), licensed MIT. It adds 110 tokens to every session and 4,574 once invoked, about $0.0006 per session on Opus 5. A static security scan graded it B with 1 finding (asks for root). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.