研究与知识
研究、检索、摘要和知识工作
Skills 列表
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.
samberdeveloper-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.
sambeross-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.
sambeross-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.
samberdevtools-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.
samberdeveloper-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.
sambeross-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.
samberdeveloper-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.
samberdeveloper-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.
samberdeveloper-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.
samberdevrel-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.
samberdeveloper-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.
samberversion-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.
samberdeveloper-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.
samberdeveloper-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.
sambertech-talk-outline
Turns an accepted conference talk abstract into a rehearsable outline - the one-sentence takeaway, a narrative arc, a minute-by-minute time budget, demo placement, and a slide skeleton with cut checkpoints. Use whenever someone says "talk outline", "technical talk structure", "slide skeleton", "my talk got accepted, now what", "how do I structure this conference talk", "my talk runs over time", "what do I cut from my talk", or "where should the demo go" - even if they only say they are preparing a conference session. Structures what the talk says. Not the CFP abstract - use samber/developer-relations-skills@conference-cfp-submission. Not slide files, not stage-delivery coaching.
sambercoding-agent-docs-optimization
Makes SDK, API or protocol documentation something a coding agent can integrate from unattended - crawler access, machine-readable entry points (llms.txt, markdown endpoints, OpenAPI and JSON Schema files), self-contained copy-paste-safe pages, and a measured first-attempt agent success rate. Use whenever the user mentions agent-readable or AI-ready docs, agent experience or AX, llms.txt or llms-full.txt, docs for coding agents, agents inventing API calls that do not exist, or asks whether an agent could wire up their SDK from the docs alone - even if they never say "agent". Not for AI-search citation, nor a repo's own contributor-facing agent instructions. For human docs architecture use samber/developer-relations-skills@developer-docs-structure-audit.
sambertech-press-relations
Runs press and light analyst relations for a developer-facing product - news qualification, the angle, a reporter-to-beat media map, the pitch, embargo and exclusive handling, the press page and briefing pack, and what coverage is honestly worth. Use whenever someone raises tech press relations, getting press coverage, pitching a journalist, a tech media pitch, building a media list, a press kit, an embargo briefing, announcing a funding round, a launch coverage plan, an analyst briefing, or "how do we get written about" - even if they only say they want to be in the news. Nothing to do with pull requests. Not the announcement post itself - use samber/developer-relations-skills@engineering-blog-post.
sambertech-podcast-interview-prep
Prepares a guest for someone else's technical podcast, YouTube interview, livestream or panel - show reconnaissance, the angle, an ABT message spine backed by evidence and stories, a self-contained opening answer, clip-safe sound bites, depth calibration, recording-day mechanics, and the post-publication promotion loop. Use whenever someone says "podcast guest prep", "I'm going on a podcast next week", "youtube interview prep", "devrel media training", "prep my talking points", "sound bites", "I'm on a panel", or "what do I say when they ask about competitors" - even if they only mention an upcoming recording. Not running your own show - use samber/dev-event-organizer-skills@tech-podcast-youtube-channel.
sambertech-employer-branding
Designs an employer-brand strategy for attracting software engineers - the engineering EVP, the channel plan (engineering blog, OSS presence, referrals, conference talks, compensation-transparency artifacts), a verification-surface audit (employer-review sites, compensation databases, anonymous forums), and the measurement baseline. Use whenever someone raises "engineering employer brand", "why can't we attract engineers", "developer hiring content strategy", "should we publish salary bands", "tech recruiting brand", or engineering offer-acceptance dropping - even if they frame it as a recruiting problem. Covers early-stage through big-company stages, junior through staff-level targeting. Not DevRel program strategy - use samber/developer-relations-skills@devrel-strategy.
samberchangelog-writing
Turns raw commits, pull requests and tickets into release notes developers actually read - a scannable record of what shipped, what it means in practice, and what breaks. Use whenever the user mentions a changelog, CHANGELOG.md, release notes, a GitHub release body for a tag, a hosted "what's new" page, app-store release notes, Keep a Changelog, or Common Changelog, or asks what to write for a release they just cut - even when the commit history is messy and follows no commit convention. Not for version bumping, tagging or publishing pipelines. Do NOT use for a full breaking-change upgrade guide - use samber/developer-relations-skills@version-migration-guide; for a narrative release post use samber/developer-relations-skills@engineering-blog-post.
sambeross-sponsors-fundraising
Designs a maintainer-side open-source sponsorship program - the tier ladder and its pricing for individual and corporate sponsors, rewards that stay deliverable at ten times the sponsor count, funding-goal and sustainability framing, and the invoice-and-entity path a company needs before it can pay. Use whenever a maintainer asks how to get sponsors or funding for a project, sets up or fixes GitHub Sponsors, Open Collective or FUNDING.yml, writes sponsor tiers, rewards or a sponsorship page, wonders why nobody sponsors a widely used project, considers sponsorware, or wants a company to fund maintenance work - even if they only say the project is unsustainable. Not the company side - use samber/developer-relations-skills@oss-sponsors-brand-strategy.
samberapp-marketplace-monetization-model
Design how a B2B SaaS app/connector marketplace makes money, operator side - merchant-of-record posture (marketplace-billed vs developer-billed), billing rails and account configuration, the fee stack (revenue share collected at source, program fees, processing pass-through), fee waivers and incentive tiers, payout cadence and hold windows, and the marketplace-facilitator/VAT tax layer. Use whenever the user mentions charging for apps, rev-share collection, paid-app billing or billing APIs, developer payouts, fee waivers, or merchant of record - even if they never say "marketplace monetization". Mechanics layer only. Do NOT use for take-rate level and tiers - use samber/developer-platform-skills@connector-marketplace-strategy instead.
samberconnector-marketplace-strategy
Decide whether and when a SaaS should build its own app/connector marketplace, versus joining others' marketplaces or buying embedded iPaaS, and design its operating model - curation level, partner mix, governance rules, take-rate, and seeding sequence. Use whenever the user mentions building an app store or integration marketplace, ecosystem readiness, marketplace revenue share or take-rate, curated vs open admission, third-party app governance, or seeding a two-sided developer ecosystem - even if they never say "marketplace strategy". Strategy layer only. Do NOT use for billing and payout mechanics (samber/developer-platform-skills@app-marketplace-monetization-model) or for being a connector on others' data platforms (samber/developer-platform-skills@etl-connector-strategy).
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