diff --git a/README.md b/README.md
index add1d8a..7c35820 100644
--- a/README.md
+++ b/README.md
@@ -322,7 +322,7 @@ Integrations that automatically review pull requests and suggest code fixes:
 - [crit](https://crit.md) - Human-in-the-loop review for AI coding agents. Annotate plans, code, or any file with inline comments in a local browser UI; exports structured JSON your agent reads back. Share reviews via URL.
 - [CodeHawk](https://codehawk.crossgen-ai.com) — GitHub App that installs in seconds and reviews pull requests automatically, posting inline comments on bugs, security vulnerabilities, and logic errors.
 - [Grit](https://app.grit.io) — GitHub-integrated agent for automating maintenance tasks and other development work.
-- [PR Triage](https://pr-triage-web.vercel.app) — Open source PR evaluation tool that scores pull requests on six quality dimensions with diff evidence. BYOK, MIT licensed. [Source](https://github.com/Elifterminal/pr-triage-web)
+- [PR Triage](https://pr-triage-web.vercel.app) — Open source PR evaluation tool that scores pull requests on six quality dimensions with diff evidence. BYOK, MIT licensed.
 - [prpack-action](https://github.com/Lucas2944/prpack-action) — GitHub Action that runs prpack on every PR, uploads the packed markdown as an artifact, and posts a summary comment. MIT.
 
 ### CI/CD & Testing Automation
@@ -395,7 +395,7 @@ Tools that manage and sync AI agent configurations, rules, and context across ed
 - [cursor-doctor](https://github.com/nedcodes-ok/cursor-doctor) — Health scanner and diagnostic tool for Cursor AI IDE configuration (.cursor/rules/ files). Scans for broken YAML frontmatter, rule conflicts, redundancies, missing alwaysApply, token budget issues, and stack coverage gaps. Available as CLI (`npx cursor-doctor scan`) and VS Code extension.
 - [ctxlint](https://github.com/YawLabs/ctxlint) — Open-source linter for AI context files (CLAUDE.md, .cursorrules, copilot-instructions.md) that catches stale paths, wrong commands, and token waste by validating against the real codebase.
 - [Entroly](https://github.com/juyterman1000/entroly) - Open-source context optimization engine that cuts AI token costs by 70-95%. Uses submodular knapsack selection and PRISM reinforcement learning to provide the exact context needed to 65+ supported AI coding agents. Features a built-in MCP server, semantic caching, and SimHash deduplication. Apache-2.0.
-- [lean-ctx](https://github.com/yvgude/lean-ctx) — Open-source context runtime for AI coding agents. MCP server (optional shell hook) that compresses file reads, shell output, and codebase search to reduce token usage, often 60–99% on supported workflows. 46 tools, session caching, AST-aware compression for 18 languages, 90+ shell patterns. [Website](https://leanctx.com). Apache-2.0.
+- [lean-ctx](https://leanctx.com) — Open-source context runtime for AI coding agents. MCP server (optional shell hook) that compresses file reads, shell output, and codebase search to reduce token usage, often 60–99% on supported workflows. 46 tools, session caching, AST-aware compression for 18 languages, 90+ shell patterns. Apache-2.0.
 - [Caliber](https://github.com/rely-ai-org/caliber) — Open-source CLI that scans your codebase and generates AI agent configs (CLAUDE.md, .cursorrules, skills, MCPs) for Claude Code, Cursor, and Codex. Scores your setup 0-100 and recommends MCP servers.
 - [claude-snapshot](https://github.com/adhenawer/claude-snapshot) — Export your entire Claude Code setup (settings, plugins, hooks, CLAUDE.md, MCP configs) as a portable `.tar.gz`. Diff before applying, restore on another machine in under 2 minutes. No network, no daemon, `.bak` safety on every overwrite. Node.js 18+, macOS + Linux. Install: `/plugin marketplace add adhenawer/claude-snapshot`
 - [claude-overlay](https://github.com/mzmmoazam/claude-overlay) — CLI for managing Claude Code project configs across custom providers (Databricks, Bedrock, OpenRouter, LiteLLM, Cloudflare). Handles overlay merge/remove, web search MCP setup, and multi-provider switching.
@@ -404,7 +404,7 @@ Tools that manage and sync AI agent configurations, rules, and context across ed
 - [LynxPrompt](https://github.com/GeiserX/LynxPrompt) — Self-hostable platform for managing AI IDE configuration files. Generates, syncs, and shares configs (.cursorrules, CLAUDE.md, copilot-instructions.md, etc.) across 30+ AI coding assistants via web UI, REST API, CLI, and federated blueprint marketplace.
 - [Conduit8](https://github.com/conduit8/conduit8) — CLI registry for discovering, installing, and managing Claude Code skills. Search 20+ curated skills by keyword or category, install directly to ~/.claude/skills/ with one command.
 - [TokRepo](https://github.com/henu-wang/tokrepo) — Cross-agent registry and CLI for discovering and installing 220+ AI assets including skills, prompts, MCP configs, and workflows.
-- [Domscribe](https://www.domscribe.com/) — Pixel-to-code bridge that captures runtime context (props, state, source location) from running web apps and exposes it to AI coding agents via MCP. [Source](https://github.com/patchorbit/domscribe)
+- [Domscribe](https://www.domscribe.com/) — Pixel-to-code bridge that captures runtime context (props, state, source location) from running web apps and exposes it to AI coding agents via MCP.
 - [faf-cli](https://github.com/Wolfe-Jam/faf-cli) — Foundational AI-context format. Generates persistent project DNA (.faf files) that give any AI instant, structured context. IANA-registered (application/vnd.faf+yaml). Works with Claude, Gemini, Grok, Cursor, and Windsurf.
 - [promptext](https://github.com/1broseidon/promptext) — Smart code context extractor for AI assistants with accurate token counting, relevance prioritization, and budget management. Prepares optimized code context within LLM token limits.
 - [ContextMCP](https://contextmcp.ai) — Self-hosted semantic search across documentation from various sources for AI agents.
@@ -419,7 +419,7 @@ Tools that manage and sync AI agent configurations, rules, and context across ed
 - [Spartan AI Toolkit](https://github.com/spartan-stratos/spartan-ai-toolkit) — Engineering discipline layer for AI coding agents. 67 slash commands with quality gates enforce TDD, code review, and atomic commits. Configurable rules for any stack. Works with Claude Code, Codex, Cursor, Windsurf, Copilot.
 - [Nex](https://github.com/nex-crm/nex-as-a-skill) — Organizational context and memory for AI agents. Connects email, Slack, CRM, and 100+ tools into one knowledge graph with a 60-tool MCP server and persistent memory across agent sessions.
 - [Agentify](https://github.com/koriyoshi2041/agentify) — CLI tool that transforms any OpenAPI spec into 9 agent interface formats (MCP server, AGENTS.md, CLAUDE.md, .cursorrules, Skills, llms.txt, GEMINI.md, A2A Card, CLI) with a single command. Tiered generation strategies for small to large APIs.
-- [ContextKit](https://nova-labs.dev/contextkit/generate) — Free web-based generator for AI coding config files. Creates CLAUDE.md, .cursorrules, codex.md, and GEMINI.md from a single form with framework-specific rules. Client-side, no data sent to servers. [Source](https://github.com/novalabs-dev/contextkit)
+- [ContextKit](https://nova-labs.dev/contextkit/generate) — Free web-based generator for AI coding config files. Creates CLAUDE.md, .cursorrules, codex.md, and GEMINI.md from a single form with framework-specific rules. Client-side, no data sent to servers.
 - [skill-optimizer](https://github.com/fastxyz/skill-optimizer) — CLI that benchmarks SDK, CLI, and MCP guidance docs (SKILL.md) against multiple LLMs and runs an iterative optimizer to rewrite them until every configured model meets a score floor.
 - [KubeStellar Console kc-agent](https://github.com/kubestellar/console) — MCP server that bridges AI coding agents (Claude Code, Copilot, Codex) to multi-cluster Kubernetes APIs. Enables natural language queries across clusters, workload placement, policy enforcement, and real-time observability. CNCF Sandbox project.
 - [SwarmVault](https://github.com/swarmclawai/swarmvault) - Local-first RAG knowledge vault and MCP server. Compiles raw sources (books, notes, transcripts, exports, datasets, slide decks, files, URLs, code) into a durable markdown wiki with a knowledge graph and a hybrid SQLite FTS plus embeddings index. The bundled MCP server (`npx -y @swarmvaultai/cli mcp`) gives Claude Code, Codex, OpenCode, and any MCP client page search, page reads, source listing, query, ingest, compile, and lint tools. MIT.
@@ -440,7 +440,7 @@ Tools for monitoring token usage and API costs across AI providers:
 - [cc-tempo](https://github.com/O0000-code/cc-tempo) — Claude Code statusline that parses transcript JSONL for active work time (excludes idle and interactive-tool waits), SubAgent speedup ratio, /clear-resilient PID timer, code-churn sparkline with trend arrow, and multi-instance detection. Bash + TypeScript CLI, MIT.
 - [ai-coding-tools-pricing](https://github.com/lunacompsia-oss/ai-coding-tools-pricing) — Open JSON dataset of pricing for 8 AI coding tools (Copilot, Cursor, Claude Code, Windsurf, etc.). 30+ tiers, TypeScript types, JSON Schema. CC-BY-4.0. Updated monthly.
 - [CodeCosts](https://codecosts.pages.dev) — Interactive cost calculator and comparison tool for AI coding tools. Uses the ai-coding-tools-pricing dataset to help developers pick the right plan.
-- [CostPilot](https://nova-labs.dev/cost-dashboard/analyze) — Free web-based Claude Code cost analyzer. Parses JSONL usage logs to show per-session token breakdown, cost tracking, and waste detection. Client-side processing, no data uploaded. [Source](https://github.com/novalabs-dev/costpilot)
+- [CostPilot](https://nova-labs.dev/cost-dashboard/analyze) — Free web-based Claude Code cost analyzer. Parses JSONL usage logs to show per-session token breakdown, cost tracking, and waste detection. Client-side processing, no data uploaded.
 - [WhereMyTokens](https://github.com/jeongwookie/WhereMyTokens) — Windows system tray app for monitoring Claude Code token usage in real time. Displays per-session token counts, costs, context window usage, and tool call breakdowns; fetches 5h/1w rate-limit data from the Anthropic API with optional statusLine bridge integration for live data without polling.
 - [aicost](https://github.com/dwylq/aicost) — Universal AI coding cost analyzer CLI. Scans Claude Code, Cursor, and GitHub Copilot usage with cache-aware pricing, HTML dashboard, and cost alerting. No API key required.
 - [CostGoat](https://costgoat.com) — Privacy-first menubar app for tracking AI agent quotas (Claude Code, Codex, Kimi, Z.ai) and LLM API costs (OpenAI, OpenRouter, Anthropic, ElevenLabs) in real-time. Also covers cloud spend and SaaS subscriptions.
@@ -476,7 +476,7 @@ Tools that auto-generate documentation, diagrams, and changelogs from source cod
 Semantic search tools that find code using natural language queries and embeddings:
 
 - [SeaGOAT](https://kantord.github.io/SeaGOAT/latest/) — A local search tool leveraging vector embeddings to search your codebase semantically.
-- [ContextWire](https://contextwire.dev) — Free search API for AI agents with 105 engines, 22 search profiles, and 94.3% SimpleQA accuracy. MCP server included. [Source](https://github.com/keptlive/contextwire-mcp)
+- [ContextWire](https://contextwire.dev) — Free search API for AI agents with 105 engines, 22 search profiles, and 94.3% SimpleQA accuracy. MCP server included.
 
 ---
 
@@ -489,7 +489,7 @@ Curated lists, comparison guides, and configuration templates for AI coding tool
 - [Cursor Rules Collection](https://github.com/survivorforge/cursor-rules) — 35+ production-quality .cursorrules files for 16 frameworks including React, Next.js, Python, Go, Rust, SvelteKit, and Django. Configure AI coding assistants with code style, architecture, and testing conventions. MIT licensed.
 - [AI Coding Compare](https://aicodingcompare.com) — Compare 50+ AI coding assistants with features, pricing, and performance benchmarks.
 - [ClaudeDown](https://claudedown.com) - Real-time Claude AI complaint tracker and outage detector using Twitter/X sentiment data.
-- [Havoptic](https://havoptic.com/) — Free, open-source timeline tracking releases from AI coding tools. Auto-updated daily. [Source](https://github.com/scotthavird/havoptic.com)
+- [Havoptic](https://havoptic.com/) — Free, open-source timeline tracking releases from AI coding tools. Auto-updated daily.
 - [AI Dev Toolkit](https://github.com/dohko04/awesome-ai-prompts-for-devs) — 198 production-ready AI engineering resources: prompt frameworks, multi-agent configs, MCP setups, RAG pipelines, and automation scripts for Claude Code, Cursor, GPT-5, Copilot, and more. Free samples included.
 - [AI Coding Guide (中文)](https://github.com/jnMetaCode/ai-coding-guide) — Chinese best practices for 8 AI coding tools (Claude Code, Cursor, Copilot, Windsurf, Gemini CLI, Kiro, Aider, Trae) with copy-paste config templates and multi-tool collaboration workflows.
 - [Claude Code Skills 中文精选集](https://claude-skills.bt199.com/) — Chinese curated directory of Claude Code Skills, agents, plugins, and workflow resources for developers using Claude Code.