Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx agentmods add skills/alifanov/darkflow/openpanelnpx skills add alifanov/darkflow --skill openpanelgit clone --depth 1 https://github.com/alifanov/darkflowWrote 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/skills/alifanov/darkflow/openpanel)<a href="https://agentmods.dev/skills/alifanov/darkflow/openpanel"><img src="https://agentmods.dev/badge/skills/alifanov/darkflow/openpanel.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 | $0.00086 | $0.01952 |
| Opus 5 | $0.00043 | $0.00976 |
| Sonnet 5 | $0.00017 | $0.00390 |
| Haiku 4.5 | $0.00009 | $0.00195 |
Grade A, and why
openpanel 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 6d 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 — 138 lines — stays where its author put it; the contents beside it link to each section on GitHub.
OpenPanel CLI
openpanel is the only supported way to read OpenPanel here. Do not use or try to
reconnect the openpanel MCP server — [email protected] never answers the
MCP initialize handshake, so every client times out after 30 s. It has been removed
from project .mcp.json files. Nothing about that is fixable from this side.
~/.darkflow/openpanel <command> [options]
Installed and versioned by Dark Flow (install.sh → ~/.darkflow/openpanel), so every
project on this machine runs the same script. ~/.claude/skills/openpanel/openpanel is a
symlink to it, kept so this skill stays self-contained — both paths are the same file.
Commands
| Command | What it gives |
|---|---|
funnel --events a,b,c |
one row per event: total, unique devices, unique profiles |
breakdown --event X --by os|browser|country|city|path |
that event grouped |
events --event X |
raw event JSON (escape hatch) |
selftest |
asserts the pagination walk still holds — run after editing the script |
Shared options: --start/--end (YYYY-MM-DD), --days N (default 7), --paths a,b
(client-side path allowlist), --json, --project. funnel also takes --prev for the
preceding equal-length window and a Δ events column.
OP=~/.darkflow/openpanel
# canonical funnel, last full 7 days, with period-over-period delta
$OP funnel --prev --end 2026-08-16 --days 7 \
--events session_start,user_signed_up,scan_created,checkout_initiated,payment_succeeded
# where the biggest drop happens, by platform
$OP breakdown --event user_signed_up --by os --days 7
# top-of-funnel restricted to landing paths
$OP funnel --events session_start --paths /,/visualping-alternative --days 7
Credentials and project
Per project, first non-empty wins. Run it from the project directory — the search for
.env starts at the CWD, so the CWD is what picks the project.
- the real environment
- the nearest
.envat or above the CWD .claude/settings.local.json→envat the git root (where Claude Code keeps them)~/.darkflow/env— machine-wide fallback, in practice only the API URL
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.
- 6d ago First seen · 138 lines · 0 tokens per session scan A 3bcf9df49894
openpanel is a skill published in the GitHub repository alifanov/darkflow (2 stars, last pushed 7d ago), licensed MIT. It adds 86 tokens to every session and 1,952 once invoked, about $0.0004 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.
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