Borrowing it
Nothing to install: this file belongs to yakew7/Fair-Code. 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/yakew7/Fair-Code/main/CLAUDE.mdgit clone --depth 1 https://github.com/yakew7/Fair-CodeWrote 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/yakew7/fair-code/claude-md)<a href="https://agentmods.dev/instructions/yakew7/fair-code/claude-md"><img src="https://agentmods.dev/badge/instructions/yakew7/fair-code/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/yakew7/fair-code/claude-md"><img src="https://agentmods.dev/badge/instructions/yakew7/fair-code/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 | $0.00477 | $0.00477 |
| Opus 5.5 | $0.00191 | $0.00191 |
| Sonnet 5.5 | $0.00095 | $0.00095 |
| Haiku 4.5 | $0.00048 | $0.00048 |
Grade A, and why
Fair-Code CLAUDE.md 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 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.
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.
How it starts
The opening of the file, as written. The whole thing — 35 lines — stays where its author put it; the contents beside it link to each section on GitHub.
CLAUDE.md - Standing Instructions
Read this before making changes to this repo. It applies to AI agents and human contributors alike.
Paper freeze - lifted
This repo was previously under a paper freeze, on the assumption that a research paper citing its
benchmark results was in peer review. That paper was never actually submitted this cycle - the real
paper, with a fresh run of results, is now planned for next year. Freezing analysis code and
results against a paper that doesn't exist yet was premature, so the freeze is lifted: faircode/
core, results/, audit.yaml manifests, dataset CSVs, requirements-lock.txt, and the reproducibility
parameters (random_state, split ratio, iteration counts, the fairness constraint, the six metrics)
are all open to normal development again. New audits merge to main like anything else. Dependabot's
version-bump PRs against requirements-lock.txt no longer need to be reverted on sight - use normal
judgment.
paper/results-frozen/ stays, as a reference
paper/results-frozen/ is kept in the repo, but it is no longer under any special protection - it's
a snapshot of an earlier analysis pass, useful as a point of comparison while building toward next
year's real paper run, not the evidence backing a live citation. Nothing stops it from being read,
compared against, or eventually superseded; there's just no active enforcement requiring results/
to keep matching it, since results/ is expected to move again as development resumes. The
v1.0-paper git tag is left in place as a historical marker of what that snapshot was.
If an explainer or piece of documentation quotes a Fair Code benchmark result, say which source it's
quoting - results/ (current) or paper/results-frozen/ (the earlier reference snapshot) - so a
reader isn't left guessing which numbers are live.
Next freeze
When the real paper submission is actually ready (expected next year), expect a new freeze to be established at that point, covering whatever fresh results back that submission - this file will be updated again when that happens. Until then, treat this repo as under normal, fully open development.
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 · 35 lines · 477 tokens per session scan A 58bfa04ae39b
Fair-Code CLAUDE.md is an instructions file published in the GitHub repository yakew7/Fair-Code (71 stars, last pushed today), licensed MIT. It adds 477 tokens to every session, about $0.0019 per session on Opus 5.5. 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.
Fair-Code CLAUDE.md compared with instructions from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| Fair-Code CLAUDE.mdyakew7/Fair-Code | Instructions file | 71 | today | MIT | A | 477 | Claude Code |
| vscode buildNext.instructions.mdmicrosoft/vscode | Instructions file | 195k | today | MIT | A | 9,719 | GitHub Copilot |
| vscode oss-third-party-notices.instructions.mdmicrosoft/vscode | Instructions file | 195k | today | MIT | A | 5,516 | GitHub Copilot |
| next.js AGENTS.mdvercel/next.js | Instructions file | 143k | today | MIT | A | 7,461 | Codex, OpenCode |
| langchain AGENTS.mdlangchain-ai/langchain | Instructions file | 149k | today | MIT | A | 4,680 | Codex, OpenCode |
| vscode copilot-instructions.mdmicrosoft/vscode | Instructions file | 195k | today | MIT | A | 3,093 | GitHub Copilot |
| vscode model-prompts.instructions.mdmicrosoft/vscode | Instructions file | 195k | today | MIT | A | 2,022 | GitHub Copilot |