Borrowing it
Nothing to install: this file belongs to sebastienrousseau/inclusio. 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/sebastienrousseau/inclusio/main/AGENTS.mdgit clone --depth 1 https://github.com/sebastienrousseau/inclusioWrote 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/sebastienrousseau/inclusio/agents-md)<a href="https://agentmods.dev/instructions/sebastienrousseau/inclusio/agents-md"><img src="https://agentmods.dev/badge/instructions/sebastienrousseau/inclusio/agents-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/sebastienrousseau/inclusio/agents-md"><img src="https://agentmods.dev/badge/instructions/sebastienrousseau/inclusio/agents-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 | $0.00522 | $0.00522 |
| Opus 5.5 | $0.00209 | $0.00209 |
| Sonnet 5.5 | $0.00104 | $0.00104 |
| Haiku 4.5 | $0.00052 | $0.00052 |
Grade A, and why
inclusio AGENTS.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 19d 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 — 32 lines — stays where its author put it; the contents beside it link to each section on GitHub.
AGENTS.md
Invariants for AI-assisted contributions to inclusio. Read this before changing anything.
Everything here applies equally to humans and automated agents. It is addressed to agents because agents can make breaking changes across multiple files before anyone notices.
1. Core Invariants
- Strict SemVer sequencing policy: Public releases stay on the
0.0.xline and increment strictly by0.0.1. Never manually edit version numbers outside the active release branchfeat/v<next-version>.v0.1.0is forbidden untilv0.0.999exists. - Single Active Release PR Invariant: Across all repositories, there MUST be at most ONE active pull request targeting
main, which MUST be the release iteration branchfeat/v<next-version>. - Dual licensing: The repository is dual-licensed under Apache-2.0 OR MIT. All files must declare an SPDX license header.
- Single source of truth: The version in
pyproject.toml([project] version) is the single source of truth. It must agree withglama.json,server.json,CITATION.cff, andCHANGELOG.md(verified byscripts/verify_versions.py). - Deterministic accessibility: All MCP and engine tools (
list_docs,audit_pdf,render,doc_count) must preserve accessibility conformance standards (PDF/UA-2, WTPDF, PDF/A-4f) and remain side-effect-safe.
2. Before You Claim To Be Done (Verification Gates)
Before concluding any task or preparing a commit, run:
pytest tests/test_mcp_server.py tests/test_adapters.py
ruff check inclusio/
python3 scripts/verify_versions.py
3. Things That Look Like Bugs and Are Not
- MCP extra is optional:
inclusioworks as a standalone CLI withoutmcp.create_server()raises a clearRuntimeErrorprompting the caller to installinclusio[mcp]. - Framework adapters are lazy:
inclusio.mcp.adaptersexports tools for LangChain, CrewAI, and LlamaIndex without making those heavy packages mandatory dependencies.
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.
- 19d ago First seen · 32 lines · 522 tokens per session scan A baf2a613c65b
inclusio AGENTS.md is an instructions file published in the GitHub repository sebastienrousseau/inclusio (0 stars, last pushed 5d ago), licensed Apache-2.0. It adds 522 tokens to every session, about $0.0021 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 2026-10-05.
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.
deepseek-harness AGENTS.md
AGENTS.md instructions for deepseek-ai/deepseek-harness, covering agents.md, pre-stable apis and released session data, repository layout, commands and host sandbox failures.
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).