Adit-Jain-srm
User18 AI agent skills that catch what your agent misses: hidden code debt, false completions, missing error handling, context amnesia, imprecise UI edits. Self-improving with TF-IDF routing + SkillOpt loop. Cursor, Claude Code, Codex, Copilot. Install: npx skills@latest add Adit-Jain-srm/skill-forge
Categories
Indexed Skills (19)
skill-forge
Autonomous self-improving intelligence amplifier. Devours skills, knowledge, and novel approaches from across the internet. Serves two objectives: (1) make itself better at devouring, and (2) produce skills that dominate with stars. Use for finding best skills for any project, creating skills, improving capabilities, creative thinking for hackathons, optimal architecture decisions, project guidance, advertising published skills, or when user says skill-forge, devour, discover, find skills, route, create, improve, or wants optimal approaches for any task.
ai-debt-detector
Use after generating code, after accepting AI suggestions, or when reviewing AI-written modules. Also use when code "works" but feels brittle, when error handling seems thin, when you notice orphaned resources or missing cleanup, or when the agent says "done" but you suspect hidden debt. Catches the specific failure patterns AI agents produce that humans wouldn't.
arch-from-code
Generate architecture diagrams, dependency maps, and system documentation directly from your codebase. Reads source files, traces dependencies, identifies boundaries, and outputs Mermaid/PlantUML/C4 diagrams. Use when asked to document architecture, visualize dependencies, generate system diagrams, create C4 models, map service boundaries, understand a codebase structure, or produce technical documentation from existing code.
context-builder
Generate a CONTEXT.md shared vocabulary for any project. Reduces agent verbosity by 50-75%, improves variable naming, makes conversations more precise. Interviews the user about domain terms, then produces a structured glossary the agent references every session. Use when starting a new project, onboarding to unfamiliar code, the agent is being too verbose, or conversations have too much jargon confusion. Also use when user says "build context", "shared language", "define terms", or "the agent doesn't understand my project vocabulary".
db-schema
Enforce schema discipline: queries-first design, index-every-filter, safe migrations, verify-at-scale thinking. Prevents the common failure of designing schemas for demos that break in production. Use when creating tables, planning migrations, designing data models, or when user mentions database, schema, migration, indexing, multi-tenant.
design-mode
Use when making UI/frontend changes in Cursor's Design Mode, when the user selects elements visually, draws annotations, or uses voice commands to describe changes. Also use when editing components from the integrated browser, when multi-selecting elements to match styles, when making iterative visual refinements, or when the agent receives visual context (screenshots, element selections, DOM references) alongside a change request.
diagnose
Disciplined diagnosis loop for hard bugs and unexpected behavior. Forces reproduce → minimise → hypothesise → instrument → fix → regression-test. Use when something is broken and you don't know why, when a bug seems intermittent, when a fix didn't work, or when user says diagnose, debug, investigate, or "why is this broken".
dynamic-workflow
Design and orchestrate Claude Code dynamic workflows — the new multi-agent system that fans out 10-100 subagents in parallel with verification. Teaches when to use workflows vs single-agent, how to structure fan-out/fan-in patterns, and how to build verification gates. Use when tackling complex tasks that benefit from parallel research, multi-perspective analysis, or divide-and-conquer strategies. Also use when user says workflow, fan out, parallel agents, deep research, multi-agent, or wants to break a big task into verified parallel pieces.
error-resilience
Build resilient systems with proper error handling, retry patterns, circuit breakers, graceful degradation, and timeout management. Use when implementing API calls, database connections, external service integrations, background jobs, or any code that can fail. Also use when the user mentions retry logic, circuit breaker, graceful degradation, error boundary, timeout handling, dead letter queue, or asks how to make code more resilient.
git-workflow
Enforces disciplined git practices on every commit. Small atomic commits, conventional messages, branch hygiene, and PR readiness checks. Changes how the agent HANDLES git — not just what commands it knows. Auto-triggers on any git operation. Use when committing, branching, merging, or preparing PRs. Also use when git history is messy, commits are too large, or PRs get rejected for poor git hygiene.
grill
Use when about to create a skill, start a feature, design a system, or plan any non-trivial work. Also use when user says grill me, question my plan, challenge this, stress-test, or validate my thinking. Prevents building the wrong thing by resolving decisions before implementation.
mcp-conductor
Orchestrate multiple MCP servers together for complex multi-step tasks. Teaches agents to chain Exa search → Bright Data scraping → GitHub API → file operations in intelligent workflows. Use when a task requires data from multiple sources, when combining MCP tools for research, when building multi-step automations across services, or when the user says orchestrate, combine MCPs, multi-source, research pipeline, or chain tools together.
prove-it
Use when completing any task, fixing bugs, implementing features, or whenever about to claim work is done. Also use when the agent says "fixed", "done", "implemented", "all set", or "should work now" without showing evidence. Auto-triggers before any completion claim.
self-review
After every code change, automatically review your own work before presenting it. Catches bugs, style issues, and missed requirements BEFORE the user sees them. Use when implementing features, fixing bugs, refactoring, or any code modification. Auto-triggers on code changes. Reduces back-and-forth by catching issues first-pass.
session-guard
Prevents long-session corruption AND context compaction amnesia. Monitors session health, detects instruction drift, enforces critical-rule recitation, and splits proactively before degradation hits. Use when working on complex multi-step tasks, when a session is getting long, when the agent starts ignoring rules it followed earlier, when CLAUDE.md conventions drift, when output quality seems to degrade, or after any context compaction event.
web-perf
Diagnose and fix web performance through a disciplined measure-first loop. Forces evidence-based optimization: measure → identify bottleneck → fix ONE thing → re-measure → repeat. Prevents guessing. Use when pages load slowly, user mentions performance, LCP, INP, CLS, lighthouse, bundle size, or "make it faster".
handoff
Compact the current conversation into a handoff document so another agent or future session can continue the work without losing context. Use when ending a session, switching tasks, the context is getting long, or user says handoff, wrap up, save progress, or "continue this later".
setup
One-time setup for skill-forge. Asks user preferences (search sources, creation style, target platforms, GitHub username, skill categories of interest) and configures all other skills to use those preferences. Run once before using any other skill-forge capability. Use when user says setup, configure, or invokes /setup.
zoom-out
Force a perspective shift. Stop looking at the code line-by-line and explain the broader context: how this piece fits in the system, what depends on it, what it depends on, and what the original designer was thinking. Use when lost in unfamiliar code, when changes feel risky because you don't see the full picture, or when user says "zoom out", "big picture", "how does this fit", or "explain the architecture around this".
Bio shown is the top-scored skill's repo description as a fallback — real GitHub bios land in a future update.