Borrowing it
Nothing to install: this file belongs to hassanvfx/mcp-data-analysis-agent. 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/hassanvfx/mcp-data-analysis-agent/main/.github/copilot-instructions.mdgit clone --depth 1 https://github.com/hassanvfx/mcp-data-analysis-agentWrote 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/hassanvfx/mcp-data-analysis-agent/copilot-instructions)<a href="https://agentmods.dev/instructions/hassanvfx/mcp-data-analysis-agent/copilot-instructions"><img src="https://agentmods.dev/badge/instructions/hassanvfx/mcp-data-analysis-agent/copilot-instructions.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 | $0.00505 | $0.00505 |
| Opus 5 | $0.00253 | $0.00253 |
| Sonnet 5 | $0.00101 | $0.00101 |
| Haiku 4.5 | $0.00051 | $0.00051 |
Grade A, and why
mcp-data-analysis-agent copilot-instructions.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 5d 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 — 36 lines — stays where its author put it; the contents beside it link to each section on GitHub.
ClineFlow: OKF Knowledge Workflow
This project keeps persistent engineering context in the knowledge/ Open Knowledge Format (OKF) v0.2 bundle.
ChatGPT Codex and compatible agents
AGENTS.md is the shared instruction entry point for ChatGPT Codex, Cursor, and other compatible coding agents. Read clineflow/WORKING_WITH_CODEX.md for the Codex workflow; the same OKF knowledge contract also applies to Cline, Copilot, and Windsurf.
Task knowledge rules
- For each substantial task, create or resume
knowledge/journals/<task-name>.mdusingknowledge/journals/TASK_TEMPLATE.md. - Every task journal is an OKF concept. Keep its YAML frontmatter valid, retain
type: Engineering Journal, and updategenerated.atafter meaningful changes. - Use
status: draftwhile work is active andstatus: stablewhen it is complete. Do not addverifiedorsourcesunless they are factual. - Before starting or resuming work, search
knowledge/first. Ifdocs/journals/exists, search it too as read-only legacy context. Never create or update new work there. - Link related concepts with normal Markdown links. Update
knowledge/log.mdfor material knowledge changes.
Commit workflow
When the user asks to commit:
- Update the active
knowledge/journals/concept with the implementation summary, decisions, tests, and next steps. - Update
knowledge/log.mdif the change added or materially changed knowledge. - Run
./validate-okfand resolve validation failures. When the project has optional PyYAML available, prefer./validate-okf --strictbefore committing. - Stage the code and updated knowledge artifacts together, then create a descriptive commit.
Knowledge navigation
- Start with
knowledge/index.mdand descend throughindex.mdfiles for progressive disclosure. docs/journals/is optional legacy history; it is not part of the OKF bundle and must not be passed tovalidate-okf.- The reference-repository system under
clineflow/remains optional and unchanged.
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.
- 5d ago First seen · 36 lines · 505 tokens per session scan A 3bf0d3e0a948
mcp-data-analysis-agent copilot-instructions.md is an instructions file published in the GitHub repository hassanvfx/mcp-data-analysis-agent (0 stars, last pushed 10d ago), licensed MIT. It adds 505 tokens to every session, about $0.0025 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 2026-08-31.
Other instructions, from other repositories
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.
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).
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).
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.
spec-kit AGENTS.md
AGENTS.md instructions for github/spec-kit, covering agents.md, about spec kit and specify, quickstart — add a new integration in 5 steps, integration architecture and integrationmanifest — file tracking.