Borrowing it
Nothing to install: this file belongs to ayhammouda/python-docs-mcp-server. 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/ayhammouda/python-docs-mcp-server/main/AGENTS.mdgit clone --depth 1 https://github.com/ayhammouda/python-docs-mcp-serverWrote 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/ayhammouda/python-docs-mcp-server/agents-md)<a href="https://agentmods.dev/instructions/ayhammouda/python-docs-mcp-server/agents-md"><img src="https://agentmods.dev/badge/instructions/ayhammouda/python-docs-mcp-server/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/ayhammouda/python-docs-mcp-server/agents-md"><img src="https://agentmods.dev/badge/instructions/ayhammouda/python-docs-mcp-server/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 | $0.01207 | $0.01207 |
| Opus 5.5 | $0.00483 | $0.00483 |
| Sonnet 5.5 | $0.00241 | $0.00241 |
| Haiku 4.5 | $0.00121 | $0.00121 |
Grade A, and why
python-docs-mcp-server 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 yesterday.
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 — 131 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Repository Guidance
Project
python-docs-mcp-server is a read-only MCP server for the official Python
standard library documentation. It is built for end users who want precise,
version-aware stdlib answers inside MCP clients such as Claude, Cursor, and
Codex without relying on an external hosted docs API at query time.
The repo's public credibility matters. Prefer changes that make the project easier to trust, easier to verify, and easier to contribute to over changes that merely add more AI or MCP setup.
Autonomous Agent Execution
A portion of this project is executed by autonomous coding agents working
unattended against GitHub issues. If you are such an agent — or are scoping
work for one — AGENT-EXECUTION-PIPELINE.md is mandatory reading before you
touch anything. It defines the forbidden territory (don't-touch paths), the
required issue structure, the canonical validation gate, the supervisor-review
triggers, and the recovery procedure. The what and why lives in
STRATEGIC-ROADMAP-2026-05-29.md; the how, with what guardrails lives in the
pipeline doc. Read its 2026-10-30 ownership amendment first: Aymen cancelled
Vision's authority and transferred project ownership to a Claude Code owner
session that works for him under his GitHub account. The owner decides the
roadmap and architecture, triages and replies to issues, repairs CI, upgrades
dependencies, and merges and releases. No routine human approval is required.
For v0.5.0, read the 2026-11-04 delegation alongside that amendment. Codex
holds the owner role through release verification. Vision, its
workers, the pdctl broker and the Vision GitHub Apps have no authority;
ops/vision/ is kept for reference only.
Implementers work on branches in isolated
worktrees, and never verify their own change. The owner merges only when the
required checks are green on the current PR head, the newest owner record for
that head is PASS (a separate Fable-model review, a Codex peer review and a
ponytail-review pass), review conversations are resolved, and the merge is a
squash merge bound to the head. Existing human-led, maintainer-only, or
needs-human-review labels route to the owner; they do not require Aymen's
approval. Context can live in the issue itself or a linked file that actually
exists. The ownership amendment takes precedence over older conflicting
approval, scheduling, and context-file requirements.
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.
- yesterday Changed · +1 lines · +16 tokens per session f8d97abfa01f
- 6d ago Changed · +7 lines · +111 tokens per session 9004e625c1dd
- 1mo ago Changed · +9 lines · +178 tokens per session 8e91038cf5d6
- 2mo ago First seen · 114 lines · 902 tokens per session scan A 96c98ce358cb
python-docs-mcp-server AGENTS.md is an instructions file published in the GitHub repository ayhammouda/python-docs-mcp-server (9 stars, last pushed yesterday), licensed MIT. It adds 1,207 tokens to every session, about $0.0048 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 2026-08-31.
python-docs-mcp-server AGENTS.md compared with instructions from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| python-docs-mcp-server AGENTS.mdayhammouda/python-docs-mcp-server | Instructions file | 9 | yesterday | MIT | A | 1,207 | Codex, OpenCode |
| vscode buildNext.instructions.mdmicrosoft/vscode | Instructions file | 195k | yesterday | MIT | A | 9,719 | GitHub Copilot |
| next.js AGENTS.mdvercel/next.js | Instructions file | 143k | yesterday | MIT | A | 7,461 | Codex, OpenCode |
| langchain AGENTS.mdlangchain-ai/langchain | Instructions file | 149k | yesterday | MIT | A | 4,680 | Codex, OpenCode |
| vscode oss-third-party-notices.instructions.mdmicrosoft/vscode | Instructions file | 195k | yesterday | MIT | A | 5,516 | GitHub Copilot |
| vscode copilot-instructions.mdmicrosoft/vscode | Instructions file | 195k | yesterday | MIT | A | 3,093 | GitHub Copilot |
| deepseek-harness AGENTS.mddeepseek-ai/deepseek-harness | Instructions file | 274k | 2d ago | MIT | A | 4,313 | Codex, OpenCode |