input-token-analysis SKILL.md skillA
input-token-analysis from moonlight-lupin/agent-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add moonlight-lupin/agent-skills/input-token-analysis@v1.2.0Pins v1.2.0 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- moonlight-lupin/agent-skills
- Path
agent-ops/input-token-analysis/SKILL.md- Versions recorded
- 1
- Latest version
- v1.2.0, committed Sep 2, 2026
- Size
- 11,740 bytes
- Repository stars
- 108
- License
- MIT
Use when input token spend needs explaining and fixing.
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
# Input Token Analysis Explain aggregate input token consumption. Answer three questions with numbers: where did the tokens go, which consumers dominate, what config or prompt change reduces them. Distinct from `input-token-overheads`, which audits per-turn system-prompt blocks. This skill audits total volume across sessions, cron fires, and tool traffic. ## When to Use - Monthly/weekly input token bill is large and unexplained (e.g. "2.4B tokens in 30 days") - After applying token-saving changes — measure the delta against a baseline - A cron job is suspected of runaway token use For per-turn context-window health, use `input-token-overheads`. For API billing disputes, use the provider's usage dashboard — local telemetry cannot see provider-side caching. ## Quick Start Run the audit script (read-only, pure stdlib): ```bash python3 ~/.hermes/skills/agent-ops/input-token-analysis/scripts/audit.py --days 30 # other profiles: --db ~/.hermes/profiles/<name>/state.db # custom cron ledger: --cron-audit /path/to/usage_audit.jsonl --jobs /path/to/jobs.json ``` …
Read the whole file at its exact version.
How to install
mdr add moonlight-lupin/agent-skills/input-token-analysis@sha256:4df92ee0c269cf34The line at the top of this page pins the label v1.2.0, 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.
[](https://markdownregistry.com/a/art_b53vynj6dp56mzz5)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Sep 2, 2026.
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (11740 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
moonlight-lupin/agent-skills · 108 stars · license MIT · pushed 2026-10-18 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_b53vynj6dp56mzz5 GET https://markdownregistry.com/api/v1/resolve?ref=moonlight-lupin/agent-skills/input-token-analysis GET https://markdownregistry.com/api/v1/blob/4df92ee0c269cf34a0ca3bf43fb6227de321c7660b6ec24f1cdb21c5b4b874c6
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.