contextpilot-savings

A read-only reporting skill that shows how many tokens or how much context ContextPilot has saved. ContextPilot is a tool that reduces the amount of text an AI agent needs to process.

In plain words
What is it for?
Checking recent or all-time savings, viewing status, or retrieving the raw savings data.
Why use it?
It provides savings and status information without changing ContextPilot, the repository, or its settings.

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/efficientcontext/contextpilot/contextpilot-savings
Any agent
npx skills add EfficientContext/ContextPilot --skill contextpilot-savings
Clone the repo
git clone --depth 1 https://github.com/EfficientContext/ContextPilot

Made for: Claude Code, Codex.

Per session 164 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,303 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 $0.00164 $0.01303
Opus 5 $0.00082 $0.00651
Sonnet 5 $0.00033 $0.00261
Haiku 4.5 $0.00016 $0.00130

Measured 2d ago against content hash 9f0b83ecc19f, method: parsed. Prices are Anthropic first-party input rates as of 2026-08-30, from the pricing page.

Security

Grade A, and why

contextpilot-savings 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 2d 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.

skills/contextpilot-savings/SKILL.md · 141 lines

How it starts

The opening of the file, as written. The whole thing — 141 lines — stays where its author put it; the contents beside it link to each section on GitHub.

ContextPilot Savings (Hermes)

This is a small, read-only skill: when a user wants to know how many tokens ContextPilot has saved, run the lightweight savings reporter and explain the result in plain language. That is the entire job — measure and report, nothing else.

Scope: show savings/status only. This skill never modifies ContextPilot code or config, never enables context routing/dropping/summarization, never schedules background jobs, and never edits the repository or opens code-change requests. If a user wants any of that, this is the wrong tool — stop and tell them so.

When to use this skill

  • "How many tokens did ContextPilot save?"
  • "Show me ContextPilot token savings" / "ContextPilot status".
  • "Savings in the last 24 hours" / "savings all time".
  • "Give me the raw savings data / JSON."

Privacy boundary (read this first)

The only thing this skill is allowed to read is the metadata-only telemetry file (~/.hermes/contextpilot/telemetry.jsonl), and it reads it only through scripts/contextpilot_savings.py. That file contains nothing but numeric counters (timestamps, chars saved, tokens saved).

Do not, under any circumstances:

  • read ~/.hermes/state.db, conversation messages, or message content,
  • read system prompts, skill prompts, or reasoning fields,
  • read raw tool-call payloads or tool outputs,
  • read or print raw session ids.

If you are ever tempted to inspect any of the above to "explain" the savings, don't — the script's metadata summary is the complete, safe answer.

How to run it

Step 1 — Locate the script

Use whichever of these exists (check in this order):

  1. scripts/contextpilot_savings.py — when you are in a ContextPilot repo or plugin checkout (current working directory).
  2. ~/.hermes/plugins/ContextPilot/scripts/contextpilot_savings.py — when ContextPilot was installed as a Hermes plugin.

Pick the first one that exists and use that path as <script> below.

Step 2 — Run the reporter

Read the full file on GitHub · 141 lines

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. 2d ago First seen · 141 lines · 164 tokens per session scan A 9f0b83ecc19f

Subscribe to this mod's changes

contextpilot-savings is a skill published in the GitHub repository EfficientContext/ContextPilot (131 stars, last pushed 14d ago), licensed Apache-2.0. It adds 164 tokens to every session and 1,303 once invoked, about $0.0008 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.

Related

Other skills, from other repositories

apm-review-panel

Use this skill to run a multi-persona expert advisory review on a labelled pull request in microsoft/apm. The panel fans out to five mandatory specialists plus a test-coverage specialist (active on every PR that touches src/) plus three conditional specialists (auth, doc-writer, performance-expert), all running in…

microsoft/apm · 178 tokens

apm-issue-autopilot

Use this skill to drive any open microsoft/apm issue (bug, feature, docs, refactor, perf) from raw intake to a mergeable PR with triage as the central, paramount gate. Run the apm-triage-panel rubric per issue first, then present ONE consolidated triage review for the whole batch and escalate to the maintainer BY…

microsoft/apm · 238 tokens

apm-spec-guardian

Use this skill to run a four-panel adversarial advisory review on any pull request that touches the OpenAPM specification artifact (docs/src/content/docs/specs/openapm-.md), its inline / sidecar JSON Schemas (docs/src/content/docs/specs/schemas/.schema.json), or the conformance fixture seed…

microsoft/apm · 215 tokens

apm-triage-panel

Use this skill to triage one microsoft/apm issue selected by the daily sweep, the status/needs-triage fast path, or manual dispatch. Emit one synthesized comment with a decision, label set, exact milestone, and suggested next action.

microsoft/apm · 59 tokens

batch-bug-shepherd

Use this skill to drive a batch of suspected bugs in microsoft/apm from raw issue list to mergeable PR queue. Fan out one triage subagent per issue (LEGIT / UNCLEAR / FIXED-AT-HEAD), gate every legit bug against PRINCIPLES.md via an apm-ceo strategic-alignment pass, cross-reference legit issues against open PRs, then…

microsoft/apm · 227 tokens

cli-logging-ux

Use this skill when editing or creating CLI output, logging, warnings, error messages, progress indicators, or diagnostic summaries in the APM codebase. Activate whenever code touches console helpers (richsuccess, richwarning, richerror, richinfo, richecho), DiagnosticCollector, STATUSSYMBOLS, CommandLogger, or any…

microsoft/apm · 94 tokens