Io.Github.Agent Polis/Impact Preview

Impact preview for AI agents - see what changes before any action executes.

technical-seo-audit

Comprehensive technical SEO audit skill that analyses crawl data to identify issues, prioritise actions by business impact, and produce a detailed report plus actionable spreadsheet. Use this skill whenever the user wants to: run a technical SEO audit, analyse a website's technical health, review crawl data from Screaming Frog or Sitebulb, crawl a site via API (Firecrawl or similar), find indexability or crawlability issues, check Core Web Vitals, audit structured data or schema markup, detect cannibalisation or thin content, review redirect chains, find orphan pages, assess site architecture, or produce a prioritised list of SEO fixes. Also trigger when the user uploads a CSV from any crawl tool and asks for analysis, mentions "technical SEO", "site audit", "crawl audit", "SEO health check", or wants to understand why pages are not ranking from a technical perspective. This skill handles everything from data ingestion through to a business-impact-prioritised action plan.

requirements-test-coverage-mapper

Map requirements (PRD/user stories/AC) to comprehensive test coverage using a traceability matrix (RTM). Outputs coverage gaps, risks, test levels, prioritization, automation candidates, and change-impact notes. Designed for QA/Test Architect workflows.

phased-prd-red-green

Create or update a phased PRD and then execute delivery using a strict red/green workflow. Use when a task spans multiple steps, has cross-cutting impact, needs explicit exit criteria, or requires reliable test-driven implementation sequencing.

fii-dii-flow-tracker

Track and analyze FII/DII daily buy/sell flows in Indian markets. Use when user asks about institutional flows, FII selling/buying trends, DII activity, or institutional impact on Nifty/market direction.

algorand-ecosystem

Catalog of major projects, protocols, and tools in the Algorand ecosystem. Use when the user asks about Algorand ecosystem projects, DeFi protocols (Folks Finance, Tinyman, Pact, Haystack, Vestige, AlphaArcade), wallets (Pera, Lute, Defly), bridges and cross-chain swaps (XO Swap, SimpleSwap, Allbridge, Wormhole NTT), blockchain explorers and dashboards (Allo, Algo Surf, Lora, Pera Explorer, Nodely, DeFi Llama), NFT marketplaces and tools (Downbad, Rand Gallery, Wen Tools, Minthol, NFDomains, GoPlausible), impact projects (AID Tech, HesabPay, Wholechain), or real world assets / RWA (Meld Gold, Lofty). Also use when the user wants to find relevant integrations, community projects, SDKs, or APIs available in the Algorand ecosystem.

Context & Impact — Context-to-Execution Pipeline (OpenClaw版)

adopt

Brownfield onboarding — audits existing project artifacts for template format compliance (not just existence), classifies gaps by impact, and produces a numbered migration plan. Run this when joining an in-progress project or upgrading from an older template version. Distinct from /project-stage-detect (which checks what exists) — this checks whether what exists will actually work with the template's skills.

breaking-change-analysis

Assesses the impact of API changes before implementation to understand what code would break and plan appropriate migration paths. Use when removing methods, changing interfaces, or planning deprecations.

upgrade-claude-agent-sdk

Upgrade the claude-agent-sdk dependency, review SDK changes for integration impact, expose new features to users via Settings or New Task dialog, update documentation, and ship on a feature branch. This skill should be used when the user mentions upgrading, updating, or bumping the claude-agent-sdk, or when reviewing SDK release notes for Gluon integration.

Brag Sheet — Work Impact Writer

Turn engineering work into evidence-backed impact statements for performance reviews, self-reviews, promotion packets, and weekly updates. Uniquely mines Copilot CLI session logs, git history, and PRs to reconstruct forgotten work.

Io.Github.ChesterHsu/Flyto Indexer

Code intelligence MCP server: impact analysis, dependency graphs, dead code detection.

app-store-changelog

Create user-facing App Store release notes by collecting and summarizing all user-impacting changes since the last git tag (or a specified ref). Use when asked to generate a comprehensive release changelog, App Store "What's New" text, or release notes based on git history or tags.

Impact Mcp

Hypothesis-Driven B2B Positioning Engine - 8 strategic positioning tools

Io.Github.Codegraph Ai/Codegraph

Semantic code graph with 31 tools: callers, impact, complexity, unused code. 15 languages.

ALM X++ MCP Server

50 AI tools for D365 F&O: X++ search, ADO integration, code gen, security tracing & upgrade impact.

analyze-feature-requests

Analyze and prioritize a list of feature requests by theme, strategic alignment, impact, effort, and risk. Use when reviewing customer feature requests, triaging a backlog, or making prioritization decisions.

blast-radius

Map the full impact of a proposed change before making it. Use before refactors, API changes, database migrations, or any modification to shared code. Triggers: "blast radius", "what will break", "impact analysis", "what depends on this", "is it safe to change this", or before any significant refactor.

Archon Claude Code Skill

Archon ships a native Claude Code skill at `~/.claude/skills/archon/` that wraps the CLI for impact analysis directly inside your AI development workflow.

using-leankg

Use when user asks about codebase navigation, searching, finding code, impact analysis, or dependencies - LeanKG is the default grep replacement

trace-mcp

Use trace-mcp tools for code navigation, impact analysis, and framework-aware queries instead of Read/Grep/Glob/Bash. Activate whenever the agent needs to explore, understand, or modify a codebase that has trace-mcp indexed.

code-understand

Map the load-bearing files, symbols, callers, and dependencies of an unfamiliar codebase before making changes. Use for architecture orientation, impact analysis, what-would-break questions, or finding callers. Uses CodeGraph when available and a dependency-free builtin fallback.

Io.Github.SimplyLiz/Ckb

Code intelligence MCP server — 80+ tools for navigation, impact analysis, and architecture

ix

This skill should be used when answering structural questions about a codebase: understanding what a symbol is, tracing flows, measuring change impact, finding callers/callees/imports, or detecting code smells. It drives the Ix CLI (ix map/explain/trace/impact/search/rank/smells) against a persistent code graph stored in a local backend, instead of grepping or guessing. Run scripts/bootstrap.sh once to install the CLI and start the backend, then ix map on the repo root.

attack-path-architect

Generates strategic attack trees and kill chains from reconnaissance data or domain input. Maps MITRE ATT&CK TTPs, identifies chaining opportunities, trust relationships, and prioritizes attack paths by feasibility and impact. Use when user asks for "attack path", "kill chain", "attack tree", "threat modeling from recon", "attack surface analysis", or "prioritize targets". Requires prior recon data or a domain to analyze. For authorized pentesting and red team engagements only.

gopherbot-multi-protocol-migration

Use when implementing or reviewing Gopherbot's simultaneous multi-protocol migration work across identity, routing, startup/configuration, connector behavior, and compatibility. Enforces strict pre-change impact analysis plus per-change invariants/testing/documentation checks.

Kai

Semantic code intelligence — call graphs, dependencies, impact analysis, and test coverage.

Syke

AI code impact analysis — dependency graphs, cascade detection, and build gates for AI agents

Meditate

**Quality bar:** A note earns its place by being **high-signal** (Claude would reliably get this wrong without it), **high-frequency** (comes up in most sessions or most tasks of a type), or **high-impact** (getting it wrong causes significant damage or wasted work). Everything else is noise. A lean

context-and-impact — Claude Code スキル v2.0.0

context-doctor

Visualize and diagnose OpenClaw context window usage. Generates a terminal-rendered breakdown showing workspace files (status, chars, tokens), installed skills inventory, and token budget allocation across bootstrap components. Use when: (1) user asks about context window health or token usage, (2) debugging agent quality degradation ("agent got dumber"), (3) after editing workspace files to verify impact, (4) auditing bootstrap overhead. NOT for: conversation history analysis, model selection, or cost tracking.

change

Handle mid-track requirement changes. Analyzes impact on completed and pending tasks, proposes amendments to spec.md and plan.md before applying.

Io.Github.N0zer0d4y/Athena Protocol

AI tech lead for coding agents with validation and impact analysis

knowledge-worker-salaries

Comprehensive global knowledge worker salary data with total market value calculations, sector breakdowns, geographic comparisons, and authoritative sources. USE WHEN discussing knowledge worker compensation, salary benchmarking, economic analysis of professional labor markets, or AI impact on wages.

Implementation Plan Generator

> **Quick Ref:** Mode detect → ingest or analyze → interactive input → understand → size → impact → phased plan → risk → test → rollback → write → proceed.

Accessibility Review - WCAG Conformance Audit

Advisory-only accessibility audit. Dispatches a `QA - Web A11y Reviewer` agent to evaluate web content against WCAG 2.2 Level AA, prioritize issues by real-world user impact, and recommend fixes. No changes are made.

opennews

Real-time crypto & financial news aggregator — 72+ data sources across 5 categories (News: Bloomberg, Reuters, FT, CNBC, CoinDesk, Twitter/X + 47 more; Listing: Binance, Coinbase, OKX + 6 more; OnChain: whale & KOL trades; Meme: social sentiment; Market: price/funding/liquidation alerts). AI-analyzed with impact score, trading signals, and bilingual summaries.

generate-release-changelog

Generate a polished changelog for the latest Git tag. Classifies commits by impact, adds product and technical perspective, and prints the result directly in chat. Triggers on /generate-release-changelog or requests to generate/draft a changelog for the latest release.

offensive-business-logic

Business logic vulnerability testing for web/mobile/API engagements. Covers workflow bypass, state machine violations, multi-step process abuse, price/quantity/discount manipulation, currency confusion, coupon stacking, refund/chargeback abuse, race conditions on logic boundaries, parameter tampering for hidden flows, role/tenant boundary violations, time-of-check vs use, anti-automation defeat, fraud-detection evasion, and subscription/quota abuse. Use when scoping an application after surface-level OWASP Top 10 has been covered, or when the asset is a transactional/marketplace/fintech/e-commerce/SaaS app where logic flaws produce direct financial impact.

openclix-analytics

Detect installed product analytics providers (Firebase, PostHog, Mixpanel, Amplitude), wire OpenClix events to one installed provider, and produce pre/post campaign impact reports centered on 7-day retention with engagement supporting metrics. Use when users ask to tag OpenClix events, connect analytics, or verify whether campaigns improved retention and engagement.

context-tax-audit

Inventory everything an agent injects into each request besides the user's message, such as system prompt, environment info, skill list, tool definitions, per-turn context blocks and reminders, and check necessity, frequency, precision, position and prompt-cache impact. Use when reviewing an agent's prompt assembly, chasing low cache hit rates, or trimming per-turn overhead.

Codebase Intelligence

Search, analyze, and query your codebase using semantic vector search, impact analysis, and direct SQL queries against the Oak CI database.

general-visualization

Format comparisons as aligned plain text with alternatives as columns, metrics as rows, decimal-point alignment, and inline winner-impact stars.

Impact Mcp Server

IMPACT Framework - B2B Positioning & Messaging Tools by Shashwat Ghosh