Agent skill · Audited from source
using-n8n-mcp-skills
skill · czlonkowski/n8n-skillsMIT licenceAudited 31 Oct 2026 · source e25b729cc88a
Is it safe? Yes — SAFE, grade B (89/100). We read this skill's source at commit e25b729cc88a and found no filesystem, network or shell access and no hard-coded secrets. What it does: Use when building, editing, validating, testing, or debugging an n8n workflow through the n8n-mcp MCP server — designing a flow, configuring a node, writing an expression or Code node, wiring credentials, or fixing one…
Cite
Cite this page
ModelsAtlas. “using-n8n-mcp-skills (czlonkowski/n8n-skills)”. Retrieved 31 Oct 2026. https://modelsatlas.com/skills/czlonkowski/using-n8n-mcp-skills
Trust audit
Audit 0.4.1 · source read 31 Oct 2026
SAFE means nothing in the source contradicts what the skill says it does. Grade B is shared by 16,667 of 17,602 audited skills.
What the source does
- FilesystemNone observedNo reads or writes in the source
- NetworkNone observedNo outbound calls in the source
- ShellNone observedNo commands run in the source
- DependenciesPinnedNothing floats
- SecretsNone foundNo keys in source
Five audit layers
| Layer | What we check | Result | Findings |
|---|---|---|---|
L0 Provenance | Repo owner, licence, archive status, activity | PASS | 0 |
L1 Static source | Secrets, path traversal, supply chain, hidden code | NA | 0 |
L2 Instructions | Prompt injection, authority framing, hidden directives | PASS | 0 |
L3 Inventory | The files and declarations match the source | PASS | 0 |
L4 Sandbox | Run in isolation and watch behaviour | SKIPPED why | 0 |
Gates applied: no behavioural pass.
Findings (0)
No findings at any severity. We re-audit when the source changes.
Audit 0.4.1 · source sha e25b729cc88a · 31 Oct 2026Report an issue or request a re-scan
Provenance
Who published it, and what the verdict is pinned to
- Publisherczlonkowski GitHub userOwner of the repository this skill is read from
- Source folderczlonkowski/n8n-skills/skills/using-n8n-mcp-skillsThe exact folder we audited
- LicenceMITAs the repository states it
- Commit pinned for this verdicte25b729cc88aA new audit runs when the source changes
- Repository statusNot archivedLast push 6 days ago
- Sandboxed runNot runSkills are read, not executed; layer L4 is skipped
What it tells the agent
Full source on GitHub ↗Its description: Use when building, editing, validating, testing, or debugging an n8n workflow through the n8n-mcp MCP server — designing a flow, configuring a node, writing an expression or Code node, wiring credentials, or fixing one…
---
name: using-n8n-mcp-skills
description: "Use when building, editing, validating, testing, or debugging an n8n workflow through the n8n-mcp MCP server — designing a flow, configuring a node, writing an expression or Code node, wiring credentials, or fixing one that misbehaves. The entry-point skill for the n8n-mcp-skills pack: it routes you to the right specialist skill, gives working knowledge of every n8n-mcp tool from turn one, and states the rules that keep workflows from breaking in production. Always consult it first on any n8n, workflow, node, or automation task — even a quick one-off, and even when the user names no skill — because n8n's surface drifts between versions and the specialist skills prevent silent failures."
---
# Using the n8n-mcp Skills
This is a **router**, not a reference. It tells you which skill owns the rules for what
you're about to do. The skill bodies hold the actual guidance — invoke them with the
Skill tool. When in doubt, load more skills rather than fewer.
The community **n8n-mcp** server and n8n itself move faster than any model's training
cutoff. Tool names, parameters, node `typeVersion`s, and default behaviors drift between
releases. When you spot drift — a tool a skill names doesn't exist, a parameter shape
doesn't match what `get_node` returns, behavior differs from what a skill describes —
trust the **live tool**, tell the user, and suggest updating the pack and the instance.
## Non-negotiables
Three rules with no exceptions. Each one prevents a class of workflow that looks correct
but breaks in production.
1. **Invoke the relevant skill before any n8n action** — not just before MCP calls.
Before writing an expression, configuring a node, designing a workflow, wiring a
connection, or writing Code, invoke the matching skill. PreToolUse hooks remind you on
the highest-impact tool calls, but they exist **only in the Claude Code plugin
install**. Everywhere else — Claude.ai skill uploads, and any client that loads this
pack as an Agent Plugin (Codex, Cursor, Copilot and the rest) — nothing nudges you and
it's on you. Assume you are un-hooked unless you have seen a
hook fire this session.
2. **Validate AND verify before activating.** Run `validate_workflow` (or
`n8n_validate_workflow` by id) before you activate, and call `n8n_get_workflow` after
every create or update to inspect the `connections` object. Validation alone misses
silently dropped wires, Merge index off-by-one, and error outputs that were never
wired. Validation passing means the JSON is well-formed — not that the workflow is
correct. A green test run isn't proof either: JS errors inside `{{ }}` resolve silently to
`null` (a Filter with a broken condition drops every item and still shows success), so
inspect the output values. See `n8n-expression-syntax`.
3. **Secrets never go in text fields.** Tokens, API keys, and passwords always go through
the n8n credential system. If no native node exists, use the HTTP Request node with
the official credential type. A Set node holding a token referenced via `{{ $json.token }}`
is a leak with extra steps. See `n8n-mcp-tools-expert`.
## Lean on skills, not training data
n8n changes constantly. "Remembered" parameter names are often silently wrong — they
validate as plain strings and then do nothing at runtime. If a skill contradicts your
memory, trust the skill. If `get_node` contradicts a skill, trust the
tool and flag the drift.
## Strong defaults
These are the defaults; the Code exceptions below are a closed list.
**Native node first, Code last.** Pick in this order: the service's own node (HTTP Request
only when no node covers the operation), then a native node for the job, then a short
expression inside that node, then Code. A function body or several statements inside
`{{ }}` is code: it belongs in a Code node.
| Job | Use |
|---|---|
| Flag that only picks a route; dropping items | conditions in IF / Switch / Filter |
| Constant, error or return item | Edit Fields (Set) |
| Restore earlier context | `$('Node').item` |
| Pick rows after a Data Table get | the get's order by + limit |
| Group and sum | Summarize |
| Items to one array / array to items | Aggregate / Split Out |
| Join two lists | Merge (combine by fields) |
| Diff or sync two lists | Compare Datasets |
| Dedupe, also across runs | Remove Duplicates |
| Top-N | Sort + Limit |
| Dates | Date & Time, or a Luxon one-liner |
| XML / HTML / Markdown / CSV / XLSX | XML, HTML, Markdown, Extract From File / Convert To File |
| Paging an API (no service node) | HTTP Request's pagination option |
| Throttle calls | HTTP Request's batching option, or Loop + Wait |
| Hash, HMAC, UUID | Crypto (+ Webhook raw body) |
Code is right only for: loops or recursion no node expresses, state across runs, parsing no
node handles, libraries, heavy all-items work on queue-mode workers (thousands of items,
stated or measured), or one short Code node (~15 lines) replacing 4+ glue nodes that only
reshape data. Every Code or HTTP Request node that stays gets the note
`Why Code: <native node considered> — <reason>` (or `Why HTTP:`). See
`n8n-node-configuration` and `n8n-code-javascript`.
- **A Set that only re-maps fields for the next node is the antipattern.** Put those
expressions in the next node. Edit Fields as a named step is fine. See `n8n-expression-syntax`.
- **Per-item iteration is automatic.** Don't add a Loop Over Items node to "make it loop"
when default per-item execution already handles the case.
- **Configure from the live schema, never from memory.** `get_node` before you set
parameters. See `n8n-node-configuration`.
## Red flags: "about to ___" → invoke ___
If you catch yourself thinking any of these, stop and invoke the named skill first.
| Thought | Invoke |
|---|---|
| "This workflow is simple, I'll just build it" | `n8n-workflow-patterns` — most "simple" flows ship at 10+ nodes |
| "I'll add a Set node to map theseExcerpt, first 6,000 characters of SKILL.md, verbatim from the audited commit. It is text from someone else’s repository, quoted so you can judge it before your agent reads it.
Install
Pinned to the audited commit e25b729
git clone https://github.com/czlonkowski/n8n-skills git -C n8n-skills checkout e25b729cc88a
The author documents no install command, so this uses the repository directly. Our verdict covers commit e25b729cc88a only.
Works in which agents?
What its own text says, not a test
| Agent | Status | More |
|---|---|---|
| Claude Code | Mentioned in its text, not tested | Skills for Claude Code · About Claude Code |
| Codex | Mentioned in its text, not tested | Skills for Codex · About Codex |
| GitHub Copilot | Mentioned in its text, not tested | Skills for GitHub Copilot · About GitHub Copilot |
| Cursor | Mentioned in its text, not tested | Skills for Cursor · About Cursor |
Audit history
Every audit, every source change
- ✓SAFE B 89 / 100
first audit · source
e25b729cc88a
README badge
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Sources
- github.com/czlonkowski/n8n-skills/tree/main/skills/using-n8n-mcp — the audited source at commit e25b729cc88a and every finding aboveObserved · 31 Oct 2026
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