Borrowing it
Nothing to install: this file belongs to sattyamjjain/proofloop. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/sattyamjjain/proofloop/main/CLAUDE.mdgit clone --depth 1 https://github.com/sattyamjjain/proofloopWrote 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/instructions/sattyamjjain/proofloop/claude-md)<a href="https://agentmods.dev/instructions/sattyamjjain/proofloop/claude-md"><img src="https://agentmods.dev/badge/instructions/sattyamjjain/proofloop/claude-md/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/instructions/sattyamjjain/proofloop/claude-md"><img src="https://agentmods.dev/badge/instructions/sattyamjjain/proofloop/claude-md.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 | $0.04440 | $0.04440 |
| Opus 5.5 | $0.01776 | $0.01776 |
| Sonnet 5.5 | $0.00888 | $0.00888 |
| Haiku 4.5 | $0.00444 | $0.00444 |
Grade A, and why
proofloop CLAUDE.md scanned grade A 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 2mo 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.
Makes network callslowCapability
Not a fault in itself. Listed so you know the mod talks to something, and to what.
This project has no build step or package manager. Python scripts use stdlib only (Python 3.9+); the optional LLM second-opinion analyzer uses `urllib.request` rather than pulling in the `anthropic` SDK. How it starts
The opening of the file, as written. The whole thing — 240 lines — stays where its author put it; the contents beside it link to each section on GitHub.
CLAUDE.md
This file provides guidance to Claude Code (claude.ai/code) when working with code in this repository.
Overview
Proofloop is a Claude Code plugin that auto-evaluates skill and agent execution quality. It provides 7-dimension scoring (correctness, completeness, adherence, actionability, efficiency, safety, consistency), configurable rubrics, persistent scorecards, and dual-mode operation (auto via hooks + manual via /judge command). Works on both Claude Code and Claude Cowork.
- Author: Sattyam Jain
- License: MIT
- Platforms:
claude-code,claude-cowork
v4.3 Scope Contract (2026-05-03)
Proofloop is a Claude Code / Cowork plugin only. Per the 2026-05-03 v4.3 scope reset (runbook §scope-reset), the rubric and adapter inventory is pinned to plugin-domain quality scoring. Frontier-lab eval-bench scope (SWE-bench, Terminal-Bench, GAIA, OSWorld, MCP attack benches, etc.) is explicitly out of scope and will not be re-added without a runbook spec change.
In-scope rubrics (11): code-review, security, devops, data-analysis, frontend-design, testing, documentation, content-writing, research, default, custom-template.
Out-of-scope, queued for v2.0.0 trim (16): agentic-sast-confidence, browser-agent, clinical-agentic-workflow, code-review-aider-polyglot, eu-ai-act-audit-trail, function-hijacking-robustness, gpt-5-5-differential, model-spec-compliance, owasp-mcp-top-10-beta, project-deal-commerce, routine-execution, ship-readiness, skill-compliance, swe-bench-pro, terminal-bench, tool-output-rewrite.
In-scope adapters (4): claude_code, cowork, openai_compatible, codex. Cross-ecosystem adapters (Gemini, MLflow, Inspect-AI, Terminal-Bench, browser-harness) are out of scope.
Core surfaces (do not regress): 7-dimension scoring (correctness, completeness, adherence, actionability, efficiency, safety, consistency); auto-hooks (Stop, SubagentStop, StopFailure); /judge, /scorecard, /benchmark, /judge-config, /against, /compare slash commands; per-rubric <name>.weights.json sidecar overrides; threshold blocking via judge-config.json.
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.
- 2mo ago First seen · 240 lines · 4,440 tokens per session scan A e2d61ecea01c
proofloop CLAUDE.md is an instructions file published in the GitHub repository sattyamjjain/proofloop (5 stars, last pushed 4mo ago), licensed MIT. It adds 4,440 tokens to every session, about $0.0178 per session on Opus 5.5. A static security scan graded it A with 1 finding (makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.
Other instructions, from other repositories
vscode buildNext.instructions.md
Working notes and architecture documentation for the new esbuild-based build system in build/next. Use when making changes to the new build pipeline (transpile/bundle commands, NLS plugin, source-map handling, resource copying, or self-hosting watch tasks).
next.js AGENTS.md
AGENTS.md instructions for vercel/next.js, covering next.js development guide, codebase structure, monorepo overview, core package: packages/next and other important packages.
vscode oss-third-party-notices.instructions.md
Instructions for microsoft/vscode, covering vs code oss third-party-notices pipeline, architecture, pipeline flow in ci, cache eligibility and rollout and applying the notice (cutover).
langchain AGENTS.md
AGENTS.md instructions for langchain-ai/langchain, covering global development guidelines for the langchain monorepo, corridor security analysis, project architecture and context, monorepo structure and development tools & commands.
vscode copilot-instructions.md
Copilot instructions for microsoft/vscode, covering vs code copilot instructions, project overview, root folders, core architecture (src/ folder) and built-in extensions (extensions/ folder).
deno copilot-instructions.md
Copilot instructions for denoland/deno, covering deno development guide for github copilot, network access, high level overview, key directories and key files to understand first.