Agent skills for Claude Desktop

When to activate: NLP, text classification, NER, spaCy, NLTK, sentence-transformers, embeddings, text similarity, tokenization

Choose and configure NLWeb retrieval backends — Qdrant (local + remote), Azure AI Search, Elasticsearch, OpenSearch (with/without k-NN)…

Bootstrap a local NLWeb development environment from scratch — clone the repo, configure .env, install Python deps via `nlweb…

Use as the entry point for any New Media & Society (NM&S) manuscript.

Enforce clean human-only authorship on everything git and GitHub — no AI/agent attribution anywhere.

Edit drafts into sharper, more human writing while preserving the writer's personal voice, or detect AI-slop patterns without rewriting.

Use when requirements, KPI definitions, permissions, financial treatment, statuses, date semantics, exception handling, or acceptance…

Guides reliable software deployment for environments lacking automated CI/CD pipelines using a robust script-based framework.

Framework-less PHP knowledge base. Provides pure PHP project architecture, DDD integration, PSR-7/PSR-15 HTTP, standalone persistence, DI…

Use when reporting findings, progress, or asking for approval to someone who owns the product but does not read the code, when the reader…

Use when product or application logic may contain contradictory states, mixed date or filter scopes, KPI/card mismatches, misleading…

Validate your code changes through the no-mistakes pipeline - automated code review, tests, lint, docs, push, PR, and CI - before they…

This skill should be used when the user is configuring SSO, setting up CI/CD authentication, designing OIDC federation, eliminating SSH…

Use when reviewing a product artifact or implementation handoff that contains proposed or implied screens, navigation, roles, workflows…

Use when reporting task status, completion, blockers, percentages, ETAs, test results, deployment readiness, or handoff progress where…

Use when fixing bugs, refactoring, changing shared state, or reviewing a patch where behavior that already works could regress; triggers…

Use when planning, implementing, debugging, or reviewing work where the solution could expand beyond the user's requested outcome…

Sketch types, signatures, and module structure before code, then stay in the loop while implementation fills in.

Spawn N parallel candidates at the same task, pick a base, graft the strongest parts of the losers into it.

Generate a project-local verification skill that drives your app the way a user does — any language, framework, or platform.

Design an auditable playbook when no narrower one fits: a large migration, an ambitious multi-part change, or work a human reviews after…