← ClaudeAtlas

tech-selectorlisted

Choose a library, framework, or tool by verifying the CURRENT best option from live sources — not from training data. Use whenever picking a dependency, starting a project, or the user asks "what's the best X for Y", "latest", "which library", or wants an unbiased/current recommendation.
CodeWithJuber/forgekit · ★ 2 · AI & Automation · score 66
Install: claude install-skill CodeWithJuber/forgekit
# Tech selector Training data is stale and biased toward what was popular at cutoff. For any "what should I use" decision, verify against live sources before recommending. ## Verify before recommending (don't skip) 1. **Docs (Context7 MCP)** — `resolve-library-id` then `get-library-docs` for the candidates. Confirms the API is current and the library still exists. 2. **Web search** — "<use-case> best library <current year>", release notes, "X vs Y". Look for recency; ignore posts older than ~18 months unless canonical. 3. **GitHub health** (via `gh` or GitHub MCP) — for each finalist check: last commit date, release cadence, open-vs-closed issue ratio, maintainer count, and license. A popular-but-abandoned repo is a trap. ## Decision rubric (fit first, not stars) Score finalists on: **fit** to the actual use case > **maintenance** (active, recent releases) > **license** compatibility > **DX / docs quality** > **bundle / runtime cost** > **ecosystem & types** > popularity. Popularity breaks ties, it doesn't win them. ## Anti-bias rules - Don't default to the framework you "know" — name ≥2 real alternatives and say why the pick wins for *this* case. - Prefer what the project already uses over introducing a new dependency. - State the date of the evidence and the version you verified. If you couldn't verify, say so — don't assert currency from memory. ## Output A short table: option · fit · maintenance (last release) · license · why/why-not, then a one-line