Overview
Not suitable for cryptographic purposes - use for data structures, deduplication, consistent hashing, and other performance-critical applications.
Live Test MurmurHash Skill Skill →
The tool
Once your client is connected to the VerveKit server, this appears in its tool list as MurmurHashSkill. It is read-only and open-world — it fetches and never mutates anything on your side — so most clients call it without asking you to confirm.
{
"name": "MurmurHashSkill",
"arguments": {
"text": "hello world"
}
}You do not name the tool yourself; the model picks it. Asking about hello world in the terms this skill covers is enough for it to reach for MurmurHashSkill on its own — naming it explicitly also works, and is the way to force the call.
Connecting
One server URL covers every skill in the catalog, including this one. Authorization is OAuth: the client opens a browser once, and there is no key to paste into a config file.
{
"mcpServers": {
"vervekit": {
"url": "https://api.vervekit.com/v1/mcp"
}
}
}https://api.vervekit.com/v1/mcpPer-client setup — Claude, Cursor, VS Code, ChatGPT — is on the MCP setup page.
Arguments
These are the properties on the tool's inputSchema, so a well-behaved client validates them before the call is made. Premium arguments are accepted on every plan but only take effect on plans that include them.
| Argument | Type | Description |
|---|---|---|
textRequired | string | The text to hash |
seedOptional | integer | Seed value for the hash function range 0–∞ |
variantOptional | string | Hash variant: 32 (32-bit) or 128 (128-bit)32128default 32 |
What the model gets back
The result carries a structuredContent object matching the tool's declared outputSchema, so a client reads fields without parsing prose. status is "ok" and error is null on success; a null field means the value was not available for that input, not that the call failed.
{
"status": "ok",
"error": null,
"data": {
"hash": 1586663183,
"hashHex": "5e928f0f",
"variant": "murmur3_32",
"seed": 0
}
}
Response fields
Paths are relative to data. Premium fields are absent rather than zeroed on plans that do not include them, so check for presence instead of comparing to 0.
| Field | Type | Example | Description |
|---|---|---|---|
hash | number | 1586663183 | Generated MurmurHash3 hash value as an unsigned integer. Use hashHex for the hexadecimal string form |
hashHex | string | 5e928f0f | The hash rendered as a lowercase hexadecimal string |
variant | string | murmur3_32 | Hash variant that was used (32 or 128) |
seed | number | 0 | Seed value used for hash generation |
Failure modes
Errors come back as tool errors carrying a sentence the model can act on, not a bare status code. Error handling covers the full list.
| Status | What it means |
|---|---|
400 / 422 | The arguments did not validate. The message names the offending one. |
401 | The OAuth session is invalid or expired — reconnect the server. |
403 | Blocked by a key restriction or an IP allow-list. Never a bad identity. |
404 | This skill is not part of VerveKit. Check the catalog. |
429 | Out of credits, or a brief rate limit. The message tells them apart. |
A call costs 2 credits each time the tool actually runs; a model that reasons about the tool without calling it costs nothing.
Use cases
- Hash Tables
- Generate keys for hash-based data structures
- Data Partitioning
- Consistently distribute data across shards
- Bloom Filters
- Fast hashing for probabilistic data structures
- Deduplication
- Quickly identify duplicate records
Other ways to use MurmurHash Skill
Set up MurmurHash Skill on VerveKit, or reach the same source a different way. Your VerveKit account and credits work on all of them — one key, one balance.
Related
More in Data Processing: