Borrowing it
Nothing to install: this file belongs to SharkyND/mcp-atlassian. 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/SharkyND/mcp-atlassian/main/AGENTS.mdgit clone --depth 1 https://github.com/SharkyND/mcp-atlassianWrote 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/sharkynd/mcp-atlassian/agents-md)<a href="https://agentmods.dev/instructions/sharkynd/mcp-atlassian/agents-md"><img src="https://agentmods.dev/badge/instructions/sharkynd/mcp-atlassian/agents-md.svg" alt="Measured on agentmods" 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 | $0.00733 | $0.00733 |
| Opus 5 | $0.00367 | $0.00367 |
| Sonnet 5 | $0.00147 | $0.00147 |
| Haiku 4.5 | $0.00073 | $0.00073 |
Grade A, and why
mcp-atlassian 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 7d 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.
Copies of this mod
8 near-identical copies found in the catalogue:
- mcp-atlassian-main AGENTS.md — 100% identical, 0 lines differ
- mcp-atlassian AGENTS.md — 95% identical, 1 lines differ
- JIRA-MCP AGENTS.md — 95% identical, 1 lines differ
- mcp-atlassian AGENTS.md — 95% identical, 1 lines differ
- mcp-atlassian-onpremdc AGENTS.md — 95% identical, 1 lines differ
- mcp-atlassian AGENTS.md — 95% identical, 1 lines differ
- jira-account-mcp AGENTS.md — 95% identical, 1 lines differ
- mcp-server--atlassian AGENTS.md — 95% identical, 17 lines differ
How it starts
The opening of the file, as written. The whole thing — 95 lines — stays where its author put it; the contents beside it link to each section on GitHub.
AGENTS
Audience: LLM-driven engineering agents
This file provides guidance for autonomous coding agents working inside the MCP Atlassian repository.
Repository map
| Path | Purpose |
|---|---|
src/mcp_atlassian/ |
Library source code (Python ≥ 3.10) |
├─ jira/ |
Jira client, mixins, and operations |
├─ confluence/ |
Confluence client, mixins, and operations |
├─ bitbucket/ |
Bitbucket client, mixins, and operations |
├─ models/ |
Pydantic data models for API responses |
├─ servers/ |
FastMCP server implementations |
└─ utils/ |
Shared utilities (auth, logging, SSL) |
tests/ |
Pytest test suite with fixtures |
scripts/ |
OAuth setup and testing scripts |
Mandatory dev workflow
uv sync --frozen --all-extras --dev # install dependencies
pre-commit install # setup hooks
pre-commit run --all-files # Ruff + Prettier + Pyright
uv run pytest # run full test suite
Tests must pass and lint/typing must be clean before committing.
Core MCP patterns
Tool naming: {service}_{action} (e.g., jira_create_issue)
Architecture:
- Mixins: Functionality split into focused mixins extending base clients
- Models: All data structures extend
ApiModelbase class - Auth: Supports API tokens, PAT tokens, and OAuth 2.0
Development rules
- Package management: ONLY use
uv, NEVERpip - Branching: NEVER work on
main, always create feature branches - Type safety: All functions require type hints
- Testing: New features need tests, bug fixes need regression tests
- Commits: Use trailers for attribution, never mention tools/AI
Code conventions
- Language: Python ≥ 3.10
- Line length: 88 characters maximum
- Imports: Absolute imports, sorted by ruff
- Naming:
snake_casefunctions,PascalCaseclasses - Docstrings: Google-style for all public APIs
- Error handling: Specific exceptions only
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.
- 7d ago First seen · 95 lines · 733 tokens per session scan A 6bdee51548a4
mcp-atlassian AGENTS.md is an instructions file published in the GitHub repository SharkyND/mcp-atlassian (27 stars, last pushed 24d ago), licensed MIT. It adds 733 tokens to every session, about $0.0037 per session on Opus 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.
Other instructions, from other repositories
vibe-coding-prompt-template backend.instructions.md
Instructions for KhazP/vibe-coding-prompt-template: Read AGENTS.md, agentdocs/techstack.md, and agentdocs/codepatterns.md.
codex AGENTS.md
AGENTS.md instructions for openai/codex, covering rust/codex-rs, the codex-core crate, code review rules, crate api surface and model visible context.
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.
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 oss-third-party-notices.instructions.md
Instructions for microsoft/vscode, covering vs code oss third-party-notices pipeline, architecture, pipeline flow in ci, applying the notice (cutover) and fallback chain (never fail the build).