Skills & Tools
MCP servers, integrations, and tool-use patterns for agents
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Claude Code v2.1.215 changes how verification and code review skills are invoked. Previously, Claude automatically ran `/verify` and `/code-review` skills, but now these must be explicitly invoked by the user. This gives users more control over when these operations execute, reducing unnecessary processing and improving efficiency.
★★★★★OpenClaw v2026.7.2-beta.2 introduces remote coding sessions on cloud workers, native automation and mobile capabilities, safer channel operations, guided Control UI setup, improved gateway and session recovery, and enhanced Linux packaging. Key improvements include external gateway supervision, ClickClack integration, Skill Workshop enhancements, and numerous Control UI refinements for better user experience and reliability.
★★★★★crewAI 1.15.3 introduces enhanced execution interception points, declarative flow support in TUI, and organizational API improvements. Key bug fixes address hook execution, tool caching, token usage reporting, and history management. The release improves developer experience through better hook documentation and more granular control over agent execution boundaries.
★★★★★Martin is an LLM-powered voice assistant (YC S23) that improves upon Siri by offering deeper app integrations, better personalization through conversation memory, and multi-channel access (voice, SMS, WhatsApp, email). Key features include calendar management, reminder setting, autonomous texting with contacts on behalf of users, and daily briefings. The platform addresses legacy voice assistant limitations through optimized latency, custom voice activity detection, and sophisticated memory systems that learn user context from conversations.
★★★★★Baseplate is a unified backend-as-a-service platform for LLM applications that simplifies the infrastructure needed to build AI-powered products. It provides integrated data management, vector embeddings, prompt versioning, and deployment capabilities through a single API, eliminating the need for teams to build separate datasource integrations, vector databases, and storage solutions. The platform features a multimodal database, spreadsheet-style editing interface, hybrid search capabilities, and an App Builder for prompt iteration and context injection.
★★★★★Onyx is an open-source chat UI (YC W24) that works with any LLM and provides enterprise-grade features like RAG, web search, MCP, and deep research. Built by the creators of Danswer, the team pivoted after realizing users wanted secure, self-hosted chat interfaces with world-class UX rather than just search. The platform supports RBAC, SSO, and on-prem hosting, with key innovations in context management and model-agnostic tool handling that enable reliable multi-model deployments at scale.
★★★★★Continue is an open-source coding autopilot for VS Code that replaces manual ChatGPT copy-pasting with an integrated LLM assistant. It emphasizes transparency, hackability, and user control by supporting any LLM (local or cloud), collecting development data locally, and offering extensive customization through slash commands, context sources, and policies. The platform enables developers to maintain privacy while leveraging AI assistance and automatically gather data to improve their own LLM models.
★★★★★Forge is an open-source reliability layer for self-hosted LLM tool-calling that dramatically improves agentic task performance on consumer hardware. It uses domain-agnostic guardrails (retry nudges, step enforcement, error recovery, VRAM management) to boost an 8B model from 53% to 99% accuracy on multi-step workflows without model changes. The framework addresses the compounding failure problem in local models—90% per-step accuracy yields only 59% success on 5-step tasks—and peer-reviewed results show an 8B model with Forge (99.3%) outperforming Claude Sonnet without guardrails (87.2%).
★★★★★OpenClaw v2026.7.2-beta.1 introduces remote coding sessions on cloud workers, native automation and mobile capabilities, safer channel operations, guided Control UI setup, improved gateway and session recovery, and new Linux packaging options. The release encompasses 2425 merged PRs with major enhancements to session management, coding agents, security boundaries, and reliability across multiple platforms including mobile, desktop, and headless systems.
★★★★★OpenClaw v2026.7.1 introduces major platform enhancements including new AI models (Claude Sonnet 5, Mythos 5, Meta Muse Spark 1.1), a redesigned Control UI with sessions-first navigation, conversational onboarding via Crestodian agent-loop, offline/spoken mobile chat capabilities, and improved session organization with auto-generated titles. The release also strengthens Telegram/Codex continuity, adds startup/upgrade recovery mechanisms, and expands provider support with ClawRouter for dynamic model discovery and budget management.
★★★★★crewAI 1.15.2 introduces dynamic LLM model loading in the crew wizard, inline skill definitions, and enhanced Flow capabilities including templated action inputs and a new Flow Definition authoring skill. The release includes message setup/feedback handling in AgentExecutor, repository agents support, and a stream frame protocol for flows. Multiple bug fixes address model-catalog caching, pip-audit vulnerabilities, and flow input resolution.
★★★★★Google ADK Python v2.4.0 introduces significant enhancements including mTLS support across multiple tools, OpenAI Responses API integration, Managed Agents API backing, and streaming improvements for thoughts and media. The release adds workflow-as-tool capabilities, enhanced database session management, and improved analytics with thinking/tool-use token tracking. Multiple bug fixes address security concerns, path traversal prevention, and SDK compatibility updates.
★★★★★Claude Code v2.1.202 introduces dynamic workflow size configuration, enhanced OpenTelemetry telemetry attributes for workflow tracing, and fixes 17+ critical bugs spanning interactive sessions, Remote Control integration, voice dictation, and workflow parsing. Key improvements include better sign-in URL handling over SSH, improved workflow agent list UI, and enhanced MCP error messaging. The release also optimizes session resumption performance in repositories with many git worktrees.
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