Development · Model Context Protocol

Rules for choosing Qdrant-Indexer semantic search over grep or file reads when exploring code, debugging or asking where and why questions.

Context-Engine-AI/Context-Engine

The zhtw-mcp conventions no gate enforces - the register a comment, a commit message and a PR reply are written in, where Chinese belongs in the tree and where it does not, the untracked working…

sysprog21/zhtw-mcp

Close the active backlog task (detected from branch name), commit all changes, push to remote, and open a pull request.

devoxx/DevoxxGenieIDEAPlugin

A skill your agent uses when investigating a bug, failing test, or unexpected runtime behavior and the mcp-debugger MCP server is available — drives real step-through debuggers (breakpoints, stack…

debugmcp/mcp-debugger

Use the rsigma CLI and MCP server: engine eval, engine daemon, rule lint, rule draft, rule tune, rule backtest, backend convert, mcp serve.

timescale/rsigma

Draft release notes from merged PRs, propose a semver bump, and emit a copy-pasteable gh release create command.

wesammustafa/opencode-primer

Gives an agent working in a Go codebase a structural view through a local MCP server: call graphs, blast-radius and impact analysis, and bounded first-call exploration.

ozgurcd/gograph

DEFAULT search skill for OpenClaw. An agent skill from skernelx/MySearch-Proxy.

skernelx/MySearch-Proxy

Syncs MCP Apps documentation with the @apollo/client-ai-apps changelog.

apollographql/apollo-mcp-server

Creating and refining Mermaid diagrams with live reload. An agent skill from veelenga/claude-mermaid.

veelenga/claude-mermaid

Review Semiotic pull requests for behavioral bugs, regressions, contract drift, and missing evidence.

nteract/semiotic

Build or evolve a complex agent-enabled Tutti workspace app repository.

tutti-os/tutti

A skill your agent uses when debugging UE C++ crashes, runtime bugs, or unexpected behavior with Rider MCP available.

JasonMa0012/MooaToon

Prepare arcade-mcp changes for review by verifying intended behavior, filling the repository PR template, and creating or updating the PR.

ArcadeAI/arcade-mcp

Build a Fast Dash web app from a Python function. An agent skill from dkedar7/fast_dash.

dkedar7/fast_dash

Guide developers through creating and updating ChatGPT plugins and MCP Apps.

alpic-ai/skybridge

Draw.io 配图专家：用于生成和导出 .drawio 图表。在用户要求 draw.io、diagrams.net、流程图、架构图、时序图、ER 图、状态图、思维导图，或明确提到 .drawio、PNG、SVG、PDF 导出、技术文章配图时使用。默认输出专业技术风格，并遵循 floracat-architecture-diagram 的视觉规范。

Snailclimb/AIGuide

Build terminal UIs with Charmbracelet (Bubble Tea, Lip Gloss, Gum).

Dicklesworthstone/meta_skill

Create the release notes and upgrade guide for a mariadb-operator release.

mariadb-operator/mariadb-operator

Scaffold your own focused AI agent harness — pick host (Claude Code, Codex, pi.dev, Hermes), template, agents, skills, and ship a npm-publishable harness with its own npx CLI.

ruvnet/metaharness

Review code for correct logging and error handling patterns.

getsentry/toolkit

A skill your agent uses when an engineer or manager asks to recap, summarize, or post an update on a Jira Epic — a progress update for an in-progress Epic (how far along it is, what's shipped so…

DataDog/datadog-agent

Run an openheard feedback board through its MCP server - connect it, set up a workspace from a website, install the widget in this codebase, triage and dedupe feedback, reply, ship and announce…

Heilonng23/openheard

A skill your agent uses when implementing, debugging, refactoring, or testing existing BootUI Java code, including framework-neutral engine logic, Spring MVC and WebFlux adapters, Quarkus runtime…

jdubois/boot-ui

A skill your agent uses when user asks to 'lint agent configs', 'validate skills', 'check CLAUDE.md', 'validate hooks', 'lint MCP'.

agent-sh/agnix

Create, manage, and use E2B sandboxes — run commands, manage files, use git, persist state, and configure networking.

agent-sandbox/agent-sandbox

Generate a CHANGELOG.md entry from git history since the last tag, categorized by type (features, fixes, security, breaking changes).

GlitterKill/sdl-mcp

Codebase comprehension via roam-code CLI. An agent skill from Cranot/roam-code.

Cranot/roam-code

Update per-package CHANGELOG.md files for a Ratel release. An agent skill from ratel-ai/ratel.

ratel-ai/ratel

Autonomous local-development debugging loop for Helmor bugs.

dohooo/helmor

Review changed code for reuse, quality, and efficiency, then fix any issues found.

truffle-ai/dexto

Send non-urgent tasks to Claude's Batch API at 50% off. An agent skill from s2-streamstore/claude-batch-toolkit.

s2-streamstore/claude-batch-toolkit

Delegate coding to the Octomind CLI — a token-efficient, model-agnostic coding agent.

Muvon/octomind

Generate WDK DDI API reference documentation pages from source code and stubs.

MicrosoftDocs/windows-driver-docs-ddi

Prepares a LangBot development and testing environment for an agent, covering service startup, proxy settings and browser access through Computer Use or Playwright MCP.

langbot-app/LangBot

Review a PR or working diff against this repo's intent layer (the AGENTS.md hierarchy), toolception pitfalls, and core invariants.

imbenrabi/Financial-Modeling-Prep-MCP-Server

Choose and compose the right Excalidraw diagram - architecture, flowchart, sequence, state, ER, swimlane, process, timeline, quadrant, pyramid, venn, loop, gantt, bar, line, scatter, and more -…

BV-Venky/excalidraw-architect-mcp

Opens the Windmill dev page to preview a flow, script or app, choosing between proxy and direct mode and deciding whether the agent or the runtime starts the wmill dev server.

windmill-labs/windmill

Debug issues in the MCP Gateway Registry using first-principles thinking.

agentic-community/mcp-gateway-registry

Watch any social video → get an architecture diagram, working component, runnable notebook, or step-by-step cheat sheet — automatically.

sonpiaz/watch-cli

Looks up current LiveKit facts (API signatures, CLI flags, config options, model and provider support, SDK changelogs, pricing) from the docs instead of answering from memory.

livekit-examples/agent-starter-python

Idiomatic Go - package and interface design, error wrapping, table-driven tests, generics, the modern standard library (slices/maps/cmp/errors.Join), current syntax, and logging discipline.

inference-gateway/inference-gateway

Debugs Windows and Linux/macOS applications (native, .NET/CLR, mixed-mode) with WinDbg MCP (crash dumps, !analyze, !syncblk, !dlk, !runaway, !dumpheap, !gcroot, BSOD), dotnet-dump, lldb with SOS…

novotnyllc/dotnet-artisan

Design, implement, and integrate generalized validation harnesses across a producer-consumer boundary after a local harness contract exists.

Arenukvern/mcp_flutter

当用户需要理解、开发、扩展或验证 AgentLoom 框架能力时使用。覆盖创建/扩展 Application、设计单 Agent 或多 Agent、编写 Agent/Worker YAML、实现 Tool、创建私有 Skill 或 Hook、更新 README、验证 YAML/结构/运行结果。也适用于用户问“这个功能用 AgentLoom 怎么实现”。

linora-u/AgentLoom

Run Jev Review as a repeated scalar feedback loop during nontrivial coding work.

NiazMorshed2007/jev-review

A skill your agent uses when writing or modifying UE automated tests (Automation, CQTest, Functional, Gauntlet, LowLevel) with Rider MCP available.

JasonMa0012/MooaToon

Triage the GitHub privately-reported vulnerability backlog for Activepieces — pull repository security advisories from the Security tab, scope-check against SECURITY.md, deeply validate each…

activepieces/activepieces