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MCP use cases: 60 examples

Source-linked workflows that name MCP. Part of the AI agent use cases on UsecaseBoard, or browse all use cases.

codebuddy.cnsponsor

Add and govern MCP servers in CodeBuddy CLI (stdio/SSE/HTTP)

Official CodeBuddy MCP docs show how to add local or remote MCP servers with codebuddy mcp add, pick user/project/local scopes, approve project servers, and lock tools with mcp__server__tool allow/deny rules.

CodeBuddy CodeMCP
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docs.cloudbase.netsponsor

Wire CloudBase MCP into CodeBuddy Code CLI for natural-language backend ops

Official CloudBase docs show installing the CloudBase plugin (MCP + Skills) into CodeBuddy Code—or adding the MCP server by hand—so you can create apps, databases, functions, and auth from the CLI chat without opening the console.

CodeBuddy CodeCloudBase MCPCloudBase AI Toolkit+1
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producthuntSales-Marketing

Pancake lets Claude or Codex run GTM Plays over one MCP

Product Hunt’s Pancake (“Vercel for GTM”) gives Claude/Codex a GTM Brain, 40+ enrichment providers, and sending infra via one MCP so founders can describe an ICP and let the agent keep finding and reaching leads.

PancakeClaudeCodex
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webClaude-Code

Claude Code manages Home Assistant automations via MCP

Adam keeps HA automations in git; Claude Code uses an MCP server to search entities, read traces, edit YAML, scp to the hub, reload, and commit—fixing a noisy camera automation in under two minutes.

Claude CodeHome AssistantMCP
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githubMCP

subagent-reuse MCP: stop Claude Code subagents re-reading the same files

Show HN: `npx subagent-reuse --setup` adds an MCP that scans ~/.claude/projects/, builds SHA-256 Merkle trees of files each subagent already read/modified, and route_task decides REUSE vs CREATE_NEW before spawn—structural overlap only, no embeddings; ~1k LOC JS + 52 tests.

subagent-reuseClaude CodeMCP
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docsMCP

PreReason MCP: dated market context so agents stop inventing numbers

Show HN / docs (Oct 16): PreReason MCP (`npx @prereason/mcp`) gives Claude Code/Cursor/Muse pre-reasoned markdown briefings and metrics—33 briefings, 293 metrics, source-dated figures—so agents reason over attributed market context instead of undated guesses; free tier + OAuth/agent claim flow.

PreReason MCPClaude CodeCursor+2
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productMCP

Stoke Money: cash-flow forecast app with Claude/ChatGPT MCP

Show HN (Oct 16): Stoke Money is a personal-finance app centered on projected cash flow (not budgets); Pro adds MCP so Claude/ChatGPT can import PDFs, categorize trips, and plan transfers against the forecast—read-only or read/write scopes, revoke anytime; Plaid sync, AES-256 at rest.

Stoke MoneyMCPClaude+2
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productMCP

Things to Do API MCP: local events knowledge base for agents

Show HN (Oct 16): Things to Do ships REST + HTTP MCP so agents query SF Bay Area shows, pop-ups, concerts, and festivals in plain language (`claude mcp add --transport http thingstodo https://api.thingstodoapi.com/mcp`) instead of slow web search or ad-hoc scraping; NYC/LA listed as soon.

Things to Do APIMCPClaude Code+1
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blogMCP

Summer Engine MCP + CLI: agents build and ship games

Summer Engine (Oct 16) ships hosted MCP (https://mcp.summerengine.com/mcp), local `summer mcp`, and a full CLI so Claude Code/Codex/Cursor can generate assets, drive the engine, publish store pages, and pull analytics—`summer_search`/`ops search` map plain language to exact ops; CLI-only setup via skills with `--dry-run`/`--json` for safe agent scripting.

Summer EngineSummer MCPSummer CLI+3
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githubcoding-agent

XERJ: autoindex + MCP so coding agents search folders without grep waste

XERJ is an Apache-2.0 Rust single-binary AI-native search engine: `xerj autoindex` turns code/docs/logs/PDFs into ES-compatible indices; `xerj init` registers MCP + a short skill for Claude Code/Cursor; agents get passage search, hybrid retrieval, and namespaced memory instead of dumping whole files—trending hard on GitHub (~7k stars) with agent-oriented llms.txt.

XERJClaude CodeCursor+1
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hnMCP

CtxWise: MCP schema tree-shaker and context firewall

Local-first Apache-2.0 CLI for Claude Code/Codex/Cursor: mcp-xray ranks bloated tool schemas, sync compresses CLAUDE.md↔AGENTS.md↔Cursor rules, and shield fails CI on leaked keys/prompt-injection/Trojan Unicode—claims large cuts in model-visible prompt size without API calls.

CtxWiseClaude CodeCodex+2
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company-blogMCP

Red Hat MCP Gateway GA on OpenShift Connectivity Link 1.5

MCP gateway is GA in Red Hat Connectivity Link 1.5 with tenant isolation, progressive tool discovery (discover_tools/select_tools), 2026-07-28 stateless HTTP support, NeMo guardrails on tools/call, audit logs, and Prometheus broker metrics so enterprise agents route governed MCP traffic on OpenShift.

Red Hat MCP GatewayRed Hat Connectivity LinkOpenShift+2
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productMCP

Kerno: local runtime QA that verifies agent changes against your stack

MCP-connected runtime QA maps critical flows and entry points, then re-tests the blast radius of each Claude Code/Cursor/Codex change against live Postgres/Kafka/APIs/MCP tools—contracts, authz, OWASP, errors—before merge, with self-heal when behavior changes on purpose.

KernoClaude CodeCursor+3
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docsMCP

Speko MCP: build and operate voice agents from the coding agent

Hosted Speko MCP (mcp.speko.ai, 101 tools) lets Claude Code/Codex/Cursor create, deploy, roll back and eval voice agents, manage sessions/calls/phone numbers/knowledge bases, and migrate external configs—directory hosts expose narrower, safer tool surfaces.

Speko MCPClaude CodeCodex+3
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otherself-hosted

Agenvoy: self-hosted 24/7 personal agent that auto-builds MCP tools

Taiwan-built open-source Go daemon runs on your machine (memory/schedules/credentials stay local): if a tool is missing it writes, sandbox-tests, and registers one, then shares the library with Claude Code/Codex via MCP server mode—alternative to cloud VM agent products.

AgenvoyClaude CodeCodex+2
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othercontext-compression

SuperCompress: query-aware context cut for coding agents

SuperCompress v2 compresses context against the query (keeps answer-critical lines verbatim): ~64% mean cut on their B5 coding-agent suite with 24/24 evidence-retention passes; MCP/plugin for Cursor/Claude Code/Codex plus hosted API and open weights.

SuperCompressClaude CodeCursor+2
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hnmcp

mcp-router: search+lazy MCP proxy that actually cut tokens

Open-source mcp-router sits between Claude Code and many MCP servers: find_tools / call_tool / run_script stand in for hundreds of tools; on a 441-tool fleet vs six other proxies it finished 6/6 tasks at −29% tokens while peers often used more tokens or failed—Show HN + public BENCHMARK.md.

mcp-routerClaude CodeMCP
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xmcp

You.com skills + MCP land in Cursor Marketplace

You.com shipped four skills and four MCP servers (search, contents, research, finance) into the Cursor Marketplace so a Cursor agent can query You.com mid-coding and write against live web/finance context.

You.comCursorMCP+1
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blogmcp

NVIDIA App local MCP server for PC agents

NVIDIA App 11.0.9.565 ships a loopback MCP server so compatible agents (Hermes, OpenClaw, Perplexity, etc.) can list games, apply optimal settings, and control ShadowPlay/screenshots via natural language—toggle under Settings > Features > AI Agents and App Connections.

NVIDIA AppMCPHermes+3
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othermulti-agent

AgentPrism: JS workflow scripts over real coding-agent harnesses

SDK + stdio MCP server run agent()/parallel()/pipeline() scripts that fan out to Claude Code, Codex, OpenCode, or pi via ACP, with journaling, resume, and git-worktree isolation.

AgentPrism@automatalabs/workflows@automatalabs/mcp-server+5
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hnmemory

Busabase: system of record for AI agent work

Local-first OSS DB/workspace where Claude Code/Codex/Cursor share durable records, docs, skills, and apps—writes that matter go through human review; Skill, MCP, OpenAPI, and ACP connections keep agents stateless and work durable.

BusabaseClaude CodeCodex+3
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hnaeo

Canonry: agent-first open-source AEO/GEO operating platform

Self-hosted SQLite stack (CLI+MCP+API+UI) tracks AI visibility over time, investigates search/traffic changes, and lets coding agents act on evidence (publish, submit, measure)—BYOK, open-source alternative to closed AEO tools.

CanonryMCPCLI+1
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hnagent-memory

MuscleMemory: test-gated procedural memory for coding agents

Open-source local procedural memory that learns only after tests pass, then hands Claude Code/Codex/Cursor a short verified skill note on similar tasks (reported token/tool cuts in published benchmarks).

MuscleMemoryClaude CodeCodex+2
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xmcp

REA: one MCP for agent reverse engineering (binaries to apps)

Open-source CLI+MCP (morluto/rea) lets Claude Code/Cursor inspect binaries, Electron/.NET/apps via Hopper/Ghidra/IDA, returning evidence-backed observations so agents can rebuild features from behavior without copying source.

REArea-agentsClaude Code+4
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githubmemory

Renor: Markdown memory for coding agents over MCP

OSS (AGPL): index a folder of Markdown notes into local SQLite, then expose search/recall/remember tools over MCP so Claude Code/Codex reuse decisions across sessions; hosted option at renor.cloud.

RenorMCPClaude Code+2
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company-blogMCP

Airspeed MCP: sales calls, deals, and playbooks inside Claude and ChatGPT

Airspeed launched its MCP server (Oct 15) in the Claude connector directory and ChatGPT plugin directory: 61 tools across calls, deals, scorecards, forecasts, playbooks, and actions (CRM updates, tasks, call clips) under each user’s permissions—OAuth sign-in, no API key; Gemini Enterprise via support; 30-day free trial includes Claude/ChatGPT access.

Airspeed MCPClaudeChatGPT+1
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company-blogagent-governance

ServiceNow AI Passport: runtime credentials for agents and MCP servers

ServiceNow announced AI Passport (Oct 15): cryptographically signed runtime credentials that authorize what first- and third-party AI agents and MCP servers may do in multi-agent workflows, with graduated restrict/redirect/kill-switch enforcement and NVIDIA Open Agent Safety Platform as launch partner—expected Q4 2026 with shadow AI detection and AI Cost Management.

ServiceNow AI PassportSuper Intelligence Control TowerNVIDIA OpenShell+1
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blogmcp

GitLab MCP server generally available in 19.5

GitLab 19.5 makes the MCP server GA on Free/Premium/Ultimate: Claude Code, Cursor, Codex and other MCP clients get consolidated tools (get_merge_request, get_pipeline) plus Duo Agent Platform flow handoff under existing GitLab permissions, with GitLab.com rate limits of 60/min Free and 600/min paid.

GitLab MCPClaude CodeCursor+3
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githubMCP

jevcrawl: web crawler MCP with no LLM in the crawl loop

Show HN: jevcrawl (Apache-2.0 MCP + CLI) crawls for a goal and returns only relevant passages—small Jev model picks links/passages instead of Claude in the loop; README claims ~2× answer-page hit rate vs Crawl4AI and ~10× cheaper per answer than LLM-driven crawl; tools: crawl/scrape/map.

jevcrawlMCPJev+1
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blogMCP

AISLE MCP + package firewall: prove, fix, and block in the IDE

AISLE October rollout (Oct 14): MCP server puts exploit-proven findings into Claude Code/Cursor so agents fix in-editor; plus an AI package firewall that intercepts npm/PyPI/Cargo installs from humans and coding agents, with cooldown and monitoring mode before enforcement.

AISLE MCPClaude CodeCursor+1
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company-blogagentic-ops

SolarWinds Avior: goal-oriented agentic AI for enterprise IT

Standalone Avior on the SolarWinds Platform lets IT teams define measurable goals, coordinate specialized agents across hybrid estates, and act under risk-tiered autonomy (dangerous steps need human approval) with audit trails, rollback, data masking, least-privilege tools, and MCP to third-party systems—available via guided onboarding from Oct 14, 2026.

SolarWinds AviorSolarWinds PlatformMCP
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company-blogMCP

NeuBird ARC GA: governed production ops with IDE MCP

Agentic Reliability Center GA gives one metered telemetry+LLM door, shared operational memory, and human-in-the-loop policy gates; new MCP lets Claude Code/Cursor/Codex investigate incidents from the IDE while inheriting audit trails and approval gates.

NeuBird ARCNeuBird MCPClaude Code+3
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company-blogMCP

Chainguard MCP GA: four OAuth servers for agent dependency checks

Enterprise GA for cg-oci, cg-apk, cg-versions, and cg-api so Claude Code/Cursor agents verify image tags, Wolfi package equivalents, EOL status, and org policy/attestations via browser OAuth or chainctl—server-side caps instead of prompt guardrails.

Chainguard MCPcg-ocicg-apk+5
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company-blogMCP

Pantheon MCP Server public beta: fleet ops from coding agents

Official Pantheon MCP lets Claude Code/Cursor/Desktop inspect workspaces, sites, environments, builds, deploys, runtime logs, upstreams and secrets under your Pantheon identity; reads by default, state-changing tools pause for explicit approval; no deletes in beta.

Pantheon MCPClaude CodeClaude Desktop+2
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githubcode-intelligence

Graphicle: Rust code-graph + memory MCP for coding agents

Single Rust binary indexes calls/imports with tree-sitter, stores project/session memory in one SQLite file, and serves cited line-anchored excerpts over MCP—setup wires Claude Code/Codex/Cursor; reported 3–22× faster extracts vs Graphify on 13 codebases.

GraphicleMCPClaude Code+3
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otherteam-agents

Merlin: run Claude Code and Codex from Slack, Linear, and GitHub

Merlin dispatches team asks from Slack/Linear/GitHub to Claude Code or Codex already signed in on teammates’ machines—reuse local repos, MCP servers, and skills with no extra model API bill; results return in the same thread, with shared skills, schedules, and workspace memory.

MerlinClaude CodeCodex+4
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blogagent-framework

Builder.io Agent-Native: shared actions across UI, MCP, and A2A

Open-source TypeScript beta for agentic apps: define a capability once and expose it to UI, agent, HTTP, CLI, MCP, and A2A so Claude/ChatGPT/Cursor can call the same actions humans click—skip screen-scraping computer-use for lower tokens.

Agent-NativeMCPA2A+4
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blogcode-review

Atlassian Agentic Pipelines: match guidelines then review

Bitbucket Cloud pattern for large monorepos: a matcher agent maps changed paths to the right review docs via Bitbucket MCP, then a fresh reviewer comments only against that short list—humans still approve.

Agentic PipelinesBitbucket MCPRovo Dev+2
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company-blogMCP

Octopus remote MCP: deploy/operate without a local install

Octopus Cloud ships a built-in HTTP MCP at /mcp so coding agents can list spaces/projects, check PR deployment status, create/promote releases, run runbooks, search task logs and audit events—no per-machine local MCP to install; Server gets it in 2026.3.

Octopus DeployMCPClaude Code+2
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blogdesign-agents

MagicOS: PRD-to-UI canvas that hands winners to coding agents

Magic Patterns’ MagicOS is an infinite canvas for PRDs, GitHub context, screenshots, and side-by-side UI variants; pick a winner and hand it to Claude Code, Cursor, Codex, or any MCP-compatible coding agent instead of losing the design journey in a linear chat log.

MagicOSMagic PatternsClaude Code+3
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productMCP

Pensieve: local MCP index so agents stop grepping the whole disk

HN (Ted Haley): Pensieve locally indexes code, docs, and past agent sessions (watches repos/worktrees/uncommitted edits), exposes MCP search so Claude Code/Codex/Cursor get the few relevant passages with file:line instead of multi-round grep; Qwen3-Embedding-0.6B + SQLite/trigram + turbovec; macOS-focused OSS.

PensieveClaude CodeCodex+2
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blogcoding-agents

OpenCode 2.0: one local service, Code Mode MCP, background subagents

Anomaly OpenCode 2.0 (Oct 12; changelog still shipping 2.0.x Oct 16): auto-started local background service shared by TUI/web/desktop; rewritten API + @opencode/client; @opencode/codemode turns MCP/OpenAPI into scriptable functions (all MCP servers default to Code Mode); background subagents + async shell; 80+ hot-reload plugins; @opencode/sdk for embed. Upgrade: `opencode upgrade --major`.

OpenCode 2.0Anomaly@opencode/codemode+2
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product-huntMCP

ExcaliClaw MCP: hand-drawn diagrams agents can create and edit

ExcaliClaw’s hosted Streamable HTTP MCP (https://excaliclaw.com/mcp) lets Claude Code/Desktop, Cursor, Codex, VS Code, OpenCode and OpenClaw list/create/update diagrams, ER/flowcharts, collections, PNG/SVG export, and live canvas collab under browser OAuth—unlimited MCP on all plans; launched on Product Hunt around Oct 12, 2026.

ExcaliClawMCPClaude Code+3
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company-blogMCP

Azure MCP Server 3.0: ops-ready Azure tools for agents

Stable open-source Azure MCP 3.0 adds Backup, Resilience, SRE Agent, Terraform/Advisor, Monitor/Cosmos/IoT toolsets plus clearer schemas, --learn, and secure-by-default resource creation so Copilot/Cursor/Claude agents can inspect and plan Azure work with predictable contracts.

Azure MCP ServerGitHub CopilotCursor+2
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productagent-isolation

Abyss: Docker+WASM middleware isolation for ACP coding agents

Show HN: Abyss runs Pi/Hermes/Claude/Codex (any ACP agent) in Docker with path-aligned mounts, then applies host WASM plugins that can redact secrets, hydrate RAG, inject MCP, or auto-cancel sessions—agent-agnostic harness features without rewriting each agent plugin.

AbyssACPPi+4
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company-blogenterprise-agent

Google Gemini agent: universal work agent with sub-agents and MCP

At Gemini at Work 2026 Google announced the Gemini agent—one interface for Q&A, knowledge work, media, and coding that plans outcomes, spawns temporary sub-agents or persistent coworker agents (@agents.company.com), keeps multi-type memory, connects via tools/MCP/skills registries, and routes across Gemini and Claude with spend caps and Agent Gateway policy.

Gemini agentGemini EnterpriseGoogle Workspace+2
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blogMCP

Functionize MCP: Studio app context for coding-agent tests

Functionize ships an MCP server so Claude Code/Cursor/Copilot hand change context to Studio, which builds/runs smoke or regression suites against the live app and returns the first failing step in-chat—closing the gap where agents never saw the product run.

Functionize MCPFunctionize StudioClaude Code+2
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company-blogMCP

OutSystems MCP GA: build, ship, and operate ODC from your coding agent

OutSystems MCP is GA on every ODC tenant: Claude Code/Codex/Cursor/Kiro can hand work to Mentor for apps/agents/workflows/libraries, query the estate, publish/promote/roll back, and keep ODC roles, approvals and audit—install from github.com/OutSystems/outsystems-mcp.

OutSystems MCPMentorClaude Code+4
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producthuman-in-the-loop

Reright: MCP review queue so agents send only text you approve

MCP server plus local hooks route agent-written commits, PR text, emails and support replies into one editable queue; you rewrite and approve, then the agent sends exactly your version—Claude Code tested; Codex/Gemini/Copilot/Cursor installer-configured; free tier then paid.

RerightMCPClaude Code+4
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company-blogMCP

Anaconda MCP GA: remote read-only package facts for agents

Remote MCP at anaconda.com/api/mcp returns package facts, curated CVEs, org channel policy, and forum hits so Claude Code/Cursor/Codex/Kilo check real conda names and vulns before proposing installs—server cannot mutate your machine; agent still runs conda under your permissions.

Anaconda MCPKiloClaude Code+3
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blogMCP

LaunchShots MCP: App Store screenshots from your coding agent

LaunchShots MCP lets Claude Code/Cursor/Codex/Gemini CLI capture key screens, draft store copy from the README, and return an editable App Store / Play screenshot set in ~1–2 minutes—one-line Claude install; free daily allowance without an API key, then credits or Launch Kit plans.

LaunchShots MCPClaude CodeCursor+2
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productagent-security

OpenAPPA: deterministic flow-label guardrails that don't break agents

Open-source MIT guardrail tracks audience×trust labels across tool calls (algebra, not LLM-as-judge), returns remedy plans (sanitize/authority/subagent) so agents keep ~90% task completion with 0% exfil on their benches—plugs via pre/post tool hooks; docs also as MCP.

OpenAPPAClaude CodeMCP
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