Research & Knowledge
Research, retrieval, summarization, and knowledge work
Skills List

nano-banana-2
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runcomfy-com
novel-architect
Stepwise scaffolding, brainstorming, and draft-generation for literary novels using interactive interviews. TRIGGERS - Use this skill when user says: - "create a novel project" / "start a new novel" - "help me brainstorm my novel" / "plan my story" - "/novel-architect [language] novel named [name] [core idea]" - "set up novel structure" / "initialize my book project" - Any request about creating fiction writing projects or story planning Creates full novel directory with foundation files, character sheets, and chapter scaffolding. Uses gentle, reflective interview process to discover emotional truth before structure.
junaid18183
reddapi
The original reddapi.dev Reddit search skill (vector search, semantic search, trends, subreddit discovery), no Reddit OAuth or app registration needed. This is the same engine now packaged as reddit-research with added market-research playbooks and a fuller pitch on semantic vs keyword search; reddapi is kept live under its original name for existing installs and works standalone. Use when the user says 'reddapi' by name, or wants a minimal drop-in Reddit search skill without the extra research-workflow guidance. For the expanded research-oriented version with query playbooks, see reddit-research. For B2B lead scoring, see reddit-leads. For a bare API reference, see reddit-search-api.
lignertys
open-knowledge
Authoritative agent-runtime contract for working inside an OpenKnowledge project — a markdown-CRDT knowledge base exposed over MCP. Use whenever reading, listing, searching, editing, or linting any `.md` or `.mdx` file in the project, and before any `mcp__open-knowledge__*` tool call (`exec`, `search`, `write`, `edit`, `lint`, and the rest). Installed by `ok init`, so its presence means this is an OpenKnowledge project and it governs every markdown file here. Covers the read/write tool surface, grounding and linking rules, folder/template conventions, the live browser preview, and the rule that OK's MCP tools — never native file tools — handle in-scope markdown.
inkeep
domain-context
Progressive Domain Crystallization (PDC) — a skill for building and maintaining a living domain knowledge base for any custom business application. Use this skill whenever the user is developing a business application and wants the AI to accumulate understanding of internal terminology, entities, relationships, and business rules over time — especially when that knowledge is not fully defined upfront and grows across sessions. Trigger on any of: "remember how our system works", "learn our domain", "track business entities", "build domain knowledge", "understand our terminology", "grow AI context over time", "domain model", "business rules documentation", or whenever a user says the AI doesn't understand their business-specific language or data model. Also use at the start of any session where a .tasks/domain.md file exists in the project — always read it before doing any work.
customware-ai
fusion-developer-app
Guides feature development in Fusion Framework React apps, including app-scoped framework research, test authoring, and test-time mocking needed to choose and verify the right integration patterns. USE FOR: building features, components, pages, hooks, services, API integrations, module configuration, and their tests. DO NOT USE FOR: issue authoring, skill authoring, CI/CD configuration, backend service changes, or general Fusion documentation unrelated to app implementation.
equinor
implement-review-pr
GitHub PR の CI ステータス (`gh pr checks`)・コード品質・セキュリティ (OWASP Top 10)・Conventional Commits 準拠をレビューする。`gh pr review --approve/--request-changes/--comment` でレビュー投稿も可能。「PR #N をレビュー」「PR レビューして」などで使用。ローカル diff のレビューには implement-review を使用。
fandhe-ai
devrel-hiring
Employer-side DevRel hiring - writes the job posting and outcome-based scorecard, designs the interview loop and question bank across the field's formats (presentation round, take-homes, DevRel-opinion round), scores a portfolio against the six-signal rubric, designs a paid work sample instead of unpaid spec work, and builds a 30-60-90 ramp anchored on a friction log. Splits by company type and funding driver. Use when the user asks how to hire a developer advocate, write a DevRel job posting, design a loop for a community manager or educator, evaluate a candidate's portfolio, or plan a ramp. Do NOT use for candidate-side prep (samber/developer-relations-skills@devrel-career) or org design (samber/developer-relations-skills@devrel-team-structure).
samber
devrel-career
Plans, lands and advances a developer relations career from the candidate side - developer advocate, developer evangelist, DevRel engineer, community manager, developer educator, DX engineer. Covers portfolio audits against real hiring signals, a zero-to-hireable artefact curriculum, the six-rung IC ladder, the interview formats DevRel loops use (talk round, content and coding take-homes, DevRel-opinion round), gatekeeper and pit-trap patterns in postings, and offer evaluation weighing reporting line before pay. Use whenever someone asks how to break into DevRel, prep a developer advocate interview, build a DevRel portfolio, choose a track, plan the next rung, or weigh a DevRel offer - even if they only say "should I take this advocate job". Not a job-search tool.
samber
devrel-strategy
Designs a company's developer relations program from the top - the business driver that funds it, the two goals it is allowed to serve, the pillar mix (advocacy, marketing, enablement, community) for its stage, audience priority, build-vs-buy per bet, staffing sequence, and a written refused list. Use whenever someone asks whether to start doing DevRel, what a new devrel program should do first, why devrel work is busy but not landing, how to justify the program to an exec, which pillar deserves the next investment, who to hire next, or whether to outsource content, events or community - even if they never say "strategy". Not the first-90-days plan - use samber/developer-relations-skills@developer-relations-kickoff. Not metrics, org chart or budget math.
samber
developer-education-strategy
Decides whether and how to invest in structured developer education, such as learning paths, a developer academy, hands-on labs, badges or a full certification program - instead of more ad-hoc content, then designs its operating model, staffing, refresh cadence, measurement and kill rules. Use whenever someone mentions a developer academy, certification, a developer curriculum, training for developers, learning paths, skill badges or credentials, "should we certify our users", partner or SI enablement training, or scaling developer onboarding beyond docs - even if they only say "we need more training content". Covers B2B, partner and bottom-up motions. Never writes the courses themselves. Use samber/developer-relations-skills@developer-tutorial for a lesson.
samber
oss-launch
Plans and runs an open-source project launch end to end - name and license clearance, the readiness gate, positioning and one-liner, channel sequencing, the launch-day war room, star-velocity and GitHub Trending mechanics, and post-launch measurement. Use whenever someone is about to release, announce, open-source or "Show HN" a repository, asks how to reach GitHub Trending, wants the first real users or stars for a new library, is planning a Product Hunt post or a multi-day launch week, or asks why a launch fell flat (even if they only say they are pushing a repo public). Covers individual-developer and company adoption. Not ongoing distribution afterwards - use samber/developer-relations-skills@oss-distribution-strategy instead.
samber
oss-distribution-strategy
Designs an open-source project's ongoing distribution mix after the launch window - registry metadata, code-host discovery surfaces, curated lists, downstream packaging, extension and connector marketplaces, the release stream, dependency-graph position, creator seeding, and procurement trust signals - ranked against real maintainer capacity. Use whenever a maintainer asks how people will keep finding the project, which registries or awesome lists to target, why adoption flattened after launch, how often to release for visibility, or how to spend limited maintainer hours on distribution - even if they only say nobody is using it. Not the launch itself - use samber/developer-relations-skills@oss-launch. Not the build-in-public practice.
samber
devtools-pricing-strategy
Designs the pricing and packaging architecture of a developer tool - the value metric (seats, consumption, capacity, outcome, or a hybrid), free-tier limits, the tier ladder up to enterprise gating, price points bounded by a margin floor and the self-host and build-it ceilings, and a plan to change prices without a backlash. Use whenever someone asks what to charge for a developer tool, how to package tiers, where free ends and paid begins, whether to bill per seat or per usage, how to price against their own open-source edition, or how to raise prices safely - even if they only say the pricing page feels wrong. Not which business model to run - use samber/developer-relations-skills@devtools-business-model. Not pricing-page copy.
samber
developer-relations-kickoff
Before starting any developer-relations work - and again at the start of each new session on an existing DevRel project - routes the current task to the right skill of the samber/developer-relations-skills collection, or says plainly that none fits, then bootstraps or resumes the project's shared devrel-context.md artifact. Covers documentation, open source, community, events, technical content, program strategy, devtools business strategy, employer brand and measurement; the output is a routing short-list plus an ordered skill chain. Run it at every project start even when the collection's skills are already in daily use elsewhere, at each periodic DevRel check-in, and whenever routing is unclear - a devrel kickoff, a new developer-relations project, "which devrel skill do I need", devrel, docs or open-source skill routing, or a recurring developer-program review - even if the user only describes a devrel problem and never asks which skill to use.
samber
oss-contributor-onboarding
Designs and verifies the path a stranger walks to their first merged contribution on an open-source project - the CONTRIBUTING file, the good-first-issue queue, a clone-to-passing-tests command that works cold, and the first-pull-request review and recognition loop, scored against a blocking-plus-weighted rubric. Use whenever someone says "nobody contributes to my project", "write a CONTRIBUTING.md", "our good first issues get no takers", "first-time contributors disappear", "contributor onboarding", "first pull request experience", or "how do we get more open-source contributors" - even if they only complain about a lonely repo. Not triage-system design - use samber/developer-relations-skills@oss-issue-triage. Not governance or CLA choice.
samber
developer-community-moderation
Writes a developer community's code of conduct and the moderation playbook behind it - scope, enforcement ladder, reporting channels, incident-response runbook, moderator roster, platform controls. Use whenever the user mentions a code of conduct, CODE_OF_CONDUCT.md, community moderation, moderator recruitment, an escalation ladder, banning or suspending a member, harassment, trolls, brigading, spam or AI-slop floods, or a conduct report they need to handle - including vaguer phrasings like "our Discord is getting out of hand", "we need community rules", or "someone reported a maintainer". Covers company-run and volunteer open-source communities. Do NOT use to pick the platform - use samber/developer-relations-skills@developer-community-launch.
samber
developer-segmentation
Cuts a developer audience into a few named, sized and ranked segments - the two dimensions worth cutting on, a size range with a confidence tier, the user/champion/approver/buyer split inside each, a weighted score, one primary and one secondary segment, and a written anti-segment. Use whenever someone asks who their developers actually are, which developer audience to serve first, how big a language ecosystem or persona is, whether to target hobbyists or enterprise platform teams, who signs when the developer is not the buyer, or why content reaches everyone and converts nobody - even if they only say "who is this for". Not the journey map - use samber/developer-relations-skills@developer-journey-map.
samber
developer-case-study
Turns a customer's real production deployment into a technical case study engineers believe - measured numbers tied to how they were measured, before-and-after architecture, published limitations, and cleared naming and quote approval. Use whenever the user mentions a customer case study, a technical case study, a developer adoption or success story, a reference customer, or wants to turn a user interview, migration or production rollout into published proof - even if they only say "a post about how Acme uses us". Do NOT use for a post about your own system - use samber/developer-relations-skills@engineering-blog-post; for your own project's ongoing progress use samber/developer-relations-skills@build-in-public.
samber
devrel-competitor-analysis
Benchmarks a competitor's developer relations motion from publicly observable signals - documentation and quickstart quality, open-source repository health, community size and responsiveness, Q&A tag activity, content cadence by format, event presence, hiring signals - and returns a gap plan with a close, ignore or counter verdict per row. Use whenever the user asks for a devrel competitive benchmark, a developer experience comparison, "how do we compare to <competitor> for developers", "what is <competitor> doing in devrel", a community size or content cadence comparison, or a docs comparison against rivals - even if they only say "why do they get more developers". Not for measuring your own program alone - use samber/developer-relations-skills@devrel-metrics.
samber
developer-docs-structure-audit
Audits an existing developer documentation set's structure - a page-by-page inventory classified against the Diátaxis modes (tutorial, how-to, reference, explanation), mixed-mode and misplaced pages, coverage gaps per product surface, navigation drift against the file tree, a CNCF TechDocs rubric score, and a prioritized remediation queue. Use whenever the user mentions a docs structure or content audit, docs information architecture, Diátaxis, "our documentation is a mess", a docs gap analysis, what docs are missing, where a page should live, or reorganizing a documentation site - even if they only say "our docs are hard to navigate". Not for writing pages. Do NOT use for docs search ranking - use samber/developer-relations-skills@docs-seo.
samber
version-migration-guide
Writes or audits the migration guide for a breaking change - what breaks, ordered by blast radius, with a detection signal and before/after code per entry, a deprecation timeline, the codemod's coverage boundary, and verification by a cold upgrade of a real project. Use whenever someone mentions a migration guide, an upgrade guide, a breaking-changes page, a major version bump, "how do we tell users about v3", an API version cutover, a deprecation or sunset notice, or a codemod or compat build - even if they only say they are shipping v2. Covers libraries, SDKs, CLIs, frameworks, hosted APIs and schema runbooks. Not release notes - use samber/developer-relations-skills@changelog-writing.
samber
developer-troubleshooting-docs
Turns support tickets, issue history and error telemetry into troubleshooting and error-reference pages a developer finds by pasting the error string - symptom, conditions, cause, fix and verification entries, an error-code catalog generated from one source of truth, and fixes wired back into the product's own error output. Use whenever the user mentions troubleshooting docs, documenting error codes, error message pages, a known-issues page, building an FAQ from support tickets, or "we answer the same question every week" - even if they only say "users keep hitting this error". Not for debugging a live incident. Do NOT use for docs search ranking - use samber/developer-relations-skills@docs-seo.
samber
developer-keyword-research
Builds a prioritized keyword list for technical search queries (error strings, "how to X in Y" tasks, integration intents, comparisons, migrations) mined from docs search logs, support tickets, issue trackers and first-party query data rather than keyword-tool volume. Use whenever the user asks what developers actually search for, wants keywords for a developer tool, API, SDK or docs site, an error-message keyword list, demand sizing for a technical topic, or which docs pages to create from search demand - even if they never say "keyword". Does not write the pages. Do NOT use for on-page or docs-site SEO - use samber/developer-relations-skills@docs-seo.
samber