Getting it into your agent
This one installs as part of its plugin. Adding the marketplace and installing the plugin brings it with everything else the plugin ships.
/plugin marketplace add odere-pro/claude-calibration/plugin install claude-calibrationWrote 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.
[](https://agentmods.dev/skills/odere-pro/claude-calibration/calibrate-hooks)<a href="https://agentmods.dev/skills/odere-pro/claude-calibration/calibrate-hooks"><img src="https://agentmods.dev/badge/skills/odere-pro/claude-calibration/calibrate-hooks/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/odere-pro/claude-calibration/calibrate-hooks"><img src="https://agentmods.dev/badge/skills/odere-pro/claude-calibration/calibrate-hooks.svg" alt="Reviewed on agentmods" width="80" height="20"></a>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.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00243 | $0.01694 |
| Opus 5 | $0.00121 | $0.00847 |
| Sonnet 5 | $0.00049 | $0.00339 |
| Haiku 4.5 | $0.00024 | $0.00169 |
Grade C, and why
calibrate-hooks scanned grade C with 2 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 10d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Downloads and executes remote codehighSupply chain
curl | sh runs whatever the server returns today, which is not necessarily what it returned when this was reviewed.
or `${CLAUDE_PLUGIN_ROOT}/hooks/`. Hooks that `curl | sh` re-fetch on every fire and are a Makes network callslowCapability
Not a fault in itself. Listed so you know the mod talks to something, and to what.
commands that `curl`/`wget`/`npx` remote payloads, heavy work (`build`/`test`/`tsc`/`webpack`) How it starts
The opening of the file, as written. The whole thing — 117 lines — stays where its author put it; the contents beside it link to each section on GitHub.
calibrate-hooks — per-feature bundle
You audit and tune hook configurations and hook scripts. Two entry points:
- Direct invocation (
/claude-calibration:calibrate-hooks) — audit everything, report findings, propose fixes inline. - Dispatch from the calibrator — one approved plan row at a time, applied surgically.
The workflow is the same; only the framing differs.
1. Enumerate
bash <BUNDLE>/scripts/enumerate.sh "$PROJECT_DIR"
Yields TSV scope\tpath. Scope is settings (a settings.json with a hooks block — user or
project), script (a project-local hook script under .claude/hooks/), script-user (user
hook script under ~/.claude/hooks/), or plugin-self (when the project is itself a plugin and
ships hooks at <plugin-root>/hooks/).
2. Lint
bash <BUNDLE>/scripts/lint.sh <path …>
Yields TSV path\tsignature\tseverity\tdetail. The signatures this bundle owns
(see reference.md):
hook:matcher-bare-star(MEDIUM)hook:exit-1-non-blocking(HIGH)hook:remote-untrusted(HIGH)hook:duplicate-across-layers(LOW) — only fires when multiple settings files are passedhook:not-locally-sourced(LOW)hook:heavy-on-pretooluse-heuristic(MEDIUM)hook:invalid-json(HIGH)
3. Fix — kind: edit rows
For each finding, the remediation pattern lives in examples/<case>/:
hook:matcher-bare-star→examples/matcher-bare-star/{before,after}.md. Narrow the matcher to the specific tool(s) (Edit|Write|MultiEdit) plus a path pattern. Bare*on a hot event fires on every tool call.hook:exit-1-non-blocking→examples/exit-1-non-blocking/{before,after}.md. Replaceexit 1withexit 2when the intent is to block; keepexit 1only for non-blocking warnings. The semantics:exit 0= pass,exit 1= non-blocking warning surfaced to the user,exit 2= block the tool call and surface stderr to Claude.hook:remote-untrusted→ vendor the script locally under${CLAUDE_PROJECT_DIR}/.claude/hooks/or${CLAUDE_PLUGIN_ROOT}/hooks/. Hooks thatcurl | shre-fetch on every fire and are a supply-chain risk.hook:heavy-on-pretooluse-heuristic→ move the heavy work to aStophook (runs at session end) or a manual command.PreToolUse/PostToolUsemust stay sub-second.hook:not-locally-sourced→ point the command at${CLAUDE_PROJECT_DIR}/...or${CLAUDE_PLUGIN_ROOT}/...rather than relying on systemPATH.hook:duplicate-across-layers→ delete the duplicate from one layer (usually the user layer defers to project, or vice versa — keep the one closer to the change).hook:invalid-json→ fix the JSON. Runpython3 -m json.tool <settings.json>to find the parse error.
What ships with it
8 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.
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.
- 10d ago First seen · 117 lines · 243 tokens per session scan C f66b12b0345e
calibrate-hooks is a skill published in the GitHub repository odere-pro/claude-calibration (1 stars, last pushed 1mo ago), licensed MIT. It adds 243 tokens to every session and 1,694 once invoked, about $0.0012 per session on Opus 5. A static security scan graded it C with 2 findings (downloads and executes remote code, makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.
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