By selamy-labs
Selamy Labs public engineering-discipline skills plus four bundled MCP servers (laneq, reddit, dispatch, memory). Single versioned unit; pin by tag/SHA for reproducible installs. See docs/INSTALL.md.
Use when tracking a slowly-varying latent quantity from noisy measurements with quantifiable uncertainty — a drifting metric, capacity, latency trend, or confidence. Prefer a Kalman-style adaptive estimator over fixed moving averages or static thresholds.
Use when adopting a shared module, library, chart, or service, or doing any consolidation, migration, or refactor that supersedes existing code. The change that adds the replacement must REMOVE what it replaced, in the same atomic change.
Use when an agent operates a UI on the user's behalf through conversation, navigating, filling forms, updating live views, with real-time bi-directional state sync. Activates on conversational app control, agent drives the front end, agentic UX, or choosing an agent-to-app protocol.
Emit OpenTelemetry trajectory spans (tool-call, latency, token usage) as an agent works — vendor-neutral, via otel-cli wrapping shell tool-calls, exported to any OTLP backend.
Use when onboarding, scaling, decommissioning, or auditing autonomous agents (or any "software employee") in a fleet. Model each agent as a reusable infrastructure-as-code module whose inputs are its facets, so its whole configuration is declarative, reviewable, and reproducible.
External network access
Connects to servers outside your machine
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Sign in to claimBased on adoption, maintenance, documentation, and repository signals. Not a security audit or endorsement.
Reusable, public SKILL.md workflows for AI coding and operations agents.
Part of Patrick Selamy's public agent-systems work: selamy.dev · GitHub profile · laneq · resume
This repository is intentionally generic. It contains durable engineering practices that can be used in any organization without depending on customer names, local filesystem paths, credentials, or product-specific context.
Third-party public skills may be consumed from their upstream projects with their own license terms; they should not be republished in this repository.
process-aware-done: require artifact verification and process evidence
before accepting completion claims.verify-real-artifact: verify the real user/system artifact instead of a
proxy such as logs or CI alone.grounded-generation: generate from verified inputs with explicit source
lineage.lean-on-oss-standards: choose idiomatic open standards before custom
machinery.iac-not-ad-hoc: keep infrastructure and runtime configuration
reproducible from source.data-connector-building: build source-backed, observable, fixture-tested
data connectors.instrumented-service-scaffold: create long-running services with
observability, runtime flags, tests, coverage gates, and release controls
from the first commit.reddit-research: collect Reddit discussion signals with source lineage,
rate-limit discipline, and terms-aware access choices.yield-on-wait: checkpoint long waits, switch to other queued work, and
resume from durable state instead of watching spinners.early-return-over-else: reduce nesting with guard clauses and tests.map-dispatch-over-conditionals: replace stable conditional chains with
explicit dispatch tables.enums-codify-behavior: make behavior modes explicit and exhaustively
handled.complexity-budgets: enforce branching, nesting, and function-size limits
with standard linters.single-responsibility: when a unit is hard to reason about, decompose it
into single-responsibility units that collaborate through clear interfaces.feature-coverage-not-just-line-coverage: pair coverage percentages with
named behavior checks and anti-overfit evidence.authoring-html-email: compose and verify client-safe HTML email with
correct multipart MIME and render checks.colocated-pod-tolerations: when pinning a pod to a node via affinity, carry
that node's tolerations or it is permanently unschedulable.batched-ssh-enumeration: run host-enumeration loops with non-interactive
bounded SSH and heartbeat-based wedged detection.resilient-pool-refresh: isolate per-item failures, classify terminal vs
transient, and alert clearly when refreshing a pool of credentials.rwo-volume-maintenance: prefer snapshot/offline processing and bound
single-writer maintenance jobs so they cannot starve themselves.docs/code-style-foundation.md: language-agnostic code-style baseline and
current open-source toolchain bindings.Consumers should pin this repository by semantic version tag, not by a raw
commit SHA. The first release is v0.1.0; later releases follow
conventional-commit semantics:
feat: creates a minor release.fix:, perf:, and refactor: create a patch release.! in the commit header or BREAKING CHANGE in the body creates a major
release.The release workflow validates all skills, creates the next vX.Y.Z tag, and
publishes a GitHub release from main. IaC consumers should upgrade by changing
the pinned tag in a reviewable PR.
Treat each skill directory name and frontmatter name as a public API.
Additions are cheap; removals and renames are disruptive for consumers that pin
and invoke skills by name.
! in the conventional-commit header or include BREAKING CHANGE
in the body.CI enforces the major-release part of this policy with
scripts/public_api_stability.py.
Everything in this repository must be safe for a public internet audience. Do not add customer names, product-specific project names, non-public hostnames, local filesystem paths, IP addresses, credentials, tokens, subscription or billing details, or any organization-specific operating model.
npx claudepluginhub selamy-labs/agent-skills --plugin selamy-skillsSelamy Labs public MCP marketplace-aggregator. Bundles the per-server MCP packages (laneq, reddit, dispatch, memory, telemetry) by pinned tag for reproducible installs; each server is maintained in its own repo.
Upstash Context7 MCP server for up-to-date documentation lookup. Pull version-specific documentation and code examples directly from source repositories into your LLM context.
Upstash Context7 MCP server for up-to-date documentation lookup. Pull version-specific documentation and code examples directly from source repositories into your LLM context.
Permanent coding companion for Claude Code — survives any update. MCP-based terminal pet with ASCII art, stats, reactions, and personality.
Production-grade vibe coding suite. Structured workflows from discovery to deployment: start, build, ship, fix, refactor.