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By mrmps
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| # | Skill | Repository | Stars | Used in | Tokens | Auto-check | Licence | Updated |
|---|---|---|---|---|---|---|---|---|
| 1 | Sort many texts into your own categories without reading them, using a keyless HTTP API that returns a calibrated confidence per answer. | mrmps/ | 424 | — | ~3.1k | Automated safety check: Pass | MIT | yesterday |
| 2 | Pick a browser or desktop agent's next action by choosing among the actions actually on screen instead of inventing one. | mrmps/ | 424 | — | ~1.5k | Automated safety check: Pass | MIT | yesterday |
| 3 | Check user-generated text against a written policy before it is published. | mrmps/ | 424 | — | ~1.5k | Automated safety check: Pass | MIT | yesterday |
| 4 | Label each context chunk keep, drop or replace-with-a-pointer and pass the survivors through byte for byte instead of summarising, with key-shaped chunks decided locally and never sent, and a… | mrmps/ | 424 | — | ~1.5k | Automated safety check: Pass | MIT | yesterday |
| 5 | Label each page of an intake packet with a document type and a page role before extraction runs, so only confident pages reach an extractor and the rest reach a person. | mrmps/ | 424 | — | ~1.5k | Automated safety check: Pass | MIT | yesterday |
| 6 | Filter hundreds or thousands of headlines, search results or feed items against a written brief before opening any of them, using a two-stage cascade that spends a fast model on everything and a… | mrmps/ | 424 | — | ~1.5k | Automated safety check: Pass | MIT | yesterday |
| 7 | Type candidate (subject, sentence, object) triples against a fixed relation schema and flag triples that contradict each other, batched, with a calibrated confidence per edge so only confident edges… | mrmps/ | 424 | — | ~1.5k | Automated safety check: Pass | MIT | yesterday |
| 8 | Turn a stream of log lines or error messages into a histogram of causes — timeouts, auth, quota, bad input, upstream, unknown — by deduplicating to templates, redacting, and classifying one exemplar… | mrmps/ | 424 | — | ~1.5k | Automated safety check: Pass | MIT | yesterday |
| 9 | Classify an incoming task by intent, difficulty and risk in three parallel calls to a keyless classifier, then route it to a cheap model, a strong model, a named skill or the user, from a routing… | mrmps/ | 424 | — | ~1.5k | Automated safety check: Pass | MIT | yesterday |
| 10 | 10.RAG Reranker Rerank retrieved passages by whether each one answers the question, drop the near-misses before they reach the prompt, and check every citation in the answer against the passage it points at. | mrmps/ | 424 | — | ~1.5k | Automated safety check: Pass | MIT | yesterday |
| 11 | Check every changed hunk of a pull request against conventions written in prose (naming, error handling, logging, docs) with a keyless classifier, and comment only on findings above a confidence… | mrmps/ | 424 | — | ~1.5k | Automated safety check: Pass | MIT | yesterday |
| 12 | A second opinion on every shell, file and MCP call a coding agent proposes: classify what it would do, refuse the confidently destructive ones, and attach the reason to the confirmation the person… | mrmps/ | 424 | — | ~1.5k | Automated safety check: Pass | MIT | yesterday |
| 13 | Decide whether a speech transcript line is aimed at the assistant or at the other people in the room. | mrmps/ | 424 | — | ~1.4k | Automated safety check: Pass | MIT | yesterday |
| 14 | File a downloads or scanned-mail folder by classifying each file from its name plus the first 2,000 characters of text into invoice, receipt, contract, identity document, screenshot, installer or… | mrmps/ | 424 | — | ~1.5k | Automated safety check: Pass | MIT | yesterday |
| 15 | Qualify inbound form submissions against your own ICP with a keyless classification API: one pass for ICP fit, one for buyer intent, then a route (sales, nurture, drop) gated on calibrated confidence. | mrmps/ | 424 | — | ~1.5k | Automated safety check: Pass | MIT | yesterday |
| 16 | Sweep a marketplace or catalogue with a keyless classification API: one pass for category, one multi-label pass for prohibited, counterfeit and misstated-condition signals, one for review-abuse… | mrmps/ | 424 | — | ~1.5k | Automated safety check: Pass | MIT | yesterday |
| 17 | Screen fetched web pages, tool results, emails and file contents for instructions aimed at the agent before they enter context, using a keyless multi-label classifier over chunks. | mrmps/ | 424 | — | ~1.5k | Automated safety check: Pass | MIT | yesterday |
| 18 | Score resumes against a job description one explicit competency at a time, with a keyless classification API, ordered labels (no evidence, mentions, demonstrated, strong) and an expected value taken… | mrmps/ | 424 | — | ~1.5k | Automated safety check: Pass | MIT | yesterday |
| 19 | Rank a SIEM or EDR alert queue before a human opens it. An agent skill from mrmps/classifier-dev. | mrmps/ | 424 | — | ~1.5k | Automated safety check: Pass | MIT | yesterday |
| 20 | Check an artifact against a written spec one requirement at a time. | mrmps/ | 424 | — | ~1.5k | Automated safety check: Pass | MIT | yesterday |
| 21 | Triage support tickets, emails or contact-form posts into an owning team, an urgency and a refund-or-cancellation flag with three batched calls to a keyless classification API, gate the answers on… | mrmps/ | 424 | — | ~1.5k | Automated safety check: Pass | MIT | yesterday |
