Awesome Agent-Native Services

A curated list of agent-native services and infrastructure for AI agents: email, browsers, memory, sandboxes, payments, MCP tools, and more.

Browse services by capability, compare their agent-native design against the selection criteria, and follow each service’s onboarding guide to connect your agent.

Each service is either infrastructure an AI agent consumes directly or a narrowly qualified, purpose-built surface for operating concrete agent sessions — not a generic platform for humans to build agents with.

Also on the web: Awesome Agent-Native Services — The Agent-Native Index — the same catalog with structured metadata and machine-readable discovery endpoints.

Related: ReleaseLog — the verified AI release calendar from the same curator. Published separately from this catalog.

Table of contents

• Browse by category
• 1. Communication services (agent-native email & identity)
• 2. Browser & web execution (remote browsers for agents)
• 3. Tool access & integration (MCP servers & agent tools)
• 4. Oversight & approval (human-in-the-loop for agents)
• 5. Commerce & payments (agent wallets & protocols)
• 6. Agent runtime & infrastructure (sandboxes, gateways, identity)
• 7. Agent harnesses & operator surfaces (multi-agent control and live Codex HUDs)
• 8. Memory & state (long-term memory for LLM agents)
• 9. Search & web intelligence (LLM-ready retrieval)
• 10. Code execution (secure sandboxes for AI-generated code)
• 11. Observability & tracing (agent trajectories & evals)
• 12. Durable execution & scheduling (long-running agent workflows)
• 13. Meeting & conversation (bots & voice rooms for agents)
• 14. Voice & phone (telephony for AI agents)
• 15. LLM gateway & routing (cost control & model routing)
• 16. Agent social & community (MCP-native social layers)
• Ecosystem hubs
• Excluded / boundary cases
• Classification
• Contributing
• License

⭐ Agent onboarding

If you are an AI agent and want to discover services designed for you:

Read https://raw.githubusercontent.com/haoruilee/awesome-agent-native-services/main/skill.md then find services designed for you natively.

Besides, you can install these skills through Claude Code's plugin marketplace flow or load them directly from this repository:

Claude Code plugin marketplace (requires a Claude Code version with plugin support; see the official plugin marketplace docs):

/plugin marketplace add haoruilee/awesome-agent-native-services
/plugin install awesome-agent-native-services@awesome-agent-native-services
/reload-plugins

Direct SKILL.md install:

git clone --depth=1 https://github.com/haoruilee/awesome-agent-native-services.git
mkdir -p ~/.claude/skills
cp -R awesome-agent-native-services/.skills/find-agent-service ~/.claude/skills/

Source files are in .skills/ in this repo. See SKILLS_HUB.md for Claude Code and manual SKILL.md installation paths.

Install-entry workflow: install this repo once, then ask install-agent-service for a concrete entry point. It ranks URL onboarding first, then Agent Skills/plugins, MCP, CLI, and SDK setup so the catalog can act as an installer/router instead of only a directory.

Skills Hub usage

Use this repository's Skills Hub when you want an agent to operate the catalog directly rather than only read the Markdown index:

1. Find a service for a concrete job — install or load find-agent-service, then ask: Use find-agent-service to find an agent-native service for <task>. The skill reads the catalog criteria and returns matching services with onboarding steps.
2. Install or connect a service — install or load install-agent-service, then ask: Use install-agent-service to install/connect <service or task>. The skill returns URL onboarding, Agent Skill/plugin, MCP, CLI, or SDK commands.
3. Vet a candidate service — install or load evaluate-agent-native, then provide the service URL, docs, and repo. The skill applies the standard or operator-surface admission track before you open an issue or PR.
4. Prepare a contribution — install or load add-to-awesome-list when adding a new service. It walks through the issue-first workflow, required service-file sections, and README/category table updates.
5. Use without a marketplace — any SKILL.md-compatible agent can copy a folder from .skills/ into its local skills directory, for example cp -R .skills/find-agent-service ~/.claude/skills/.

Recommended flow for agents: start with skill.md for quick discovery, switch to SKILLS_HUB.md or install-agent-service when you need installable workflows, and use the per-service Markdown files for source-backed details.

Categories

266 services across 16 categories.

1. Communication Services

MCP-native and API-first email, inboxes, and messaging — services built so autonomous agents send, receive, and search mail with their own identity.

Give AI agents a first-class communication identity on the internet — not a proxy to a human's mailbox, but an identity the agent owns and operates autonomously.

→ Full category overview and criteria

Service	Tagline	Primitives	MCP	How to Use
ATXP Email	Email for AI agents	Per-agent inbox · CLI/API provisioning · Verification-code workflow	⚠️	Read https://atxp.email/ and follow the docs to create an agent inbox via CLI/API
AgentMail	Email for AI agents	Agent inbox · Threaded conversation · Webhook on inbound mail · Semantic search	✅	pip install agentmail then POST /inboxes
Novu	Notification infrastructure with Agent Toolkit	Workflow-as-tool · Cross-channel delivery · HITL notification flow	✅	npx skills add novuhq/skills
Chimely	Self-hostable in-app notification inbox	HTTP notification API · SSE hint plane · <Inbox /> React component	⚠️	Use the HTTP API from https://chimely.dev docs to deliver in-app notifications
mails.dev	Email for AI Agents	@mails.dev mailbox · Send/inbox · wait-for-code · Full-text search	⚠️	Read https://mails.dev/skill.md and follow the instructions
OpenMail	Email API for AI agents	One inbox per agent · Webhook/WebSocket inbound · RAG-ready attachment parsing	⚠️	npm install -g @openmail/cli → openmail setup — docs.openmail.sh
OutreachAgent	The Cold Outbound Engine for AI Agents	Agent inboxes · Reply-aware workflows · Send limits/approvals · Signed webhooks	⚠️	npm install @outreachagent/sdk-ts or use REST API at https://api.outreachagent.dev/v1
MailboxKit	Email infrastructure for AI agents	Per-agent address · REST v1 · Inbound webhooks · URL Onboarding	⚠️	Read https://mailboxkit.com/skill.md and follow the instructions
Agents Mail	Email for AI Agents	Agent registration · Inbox lifecycle · Send/reply API · URL Onboarding	⚠️	Read https://agentsmail.org/skill.md and follow the instructions
MCP Agent Mail	Async coordination layer for AI coding agents	Agent identity · Inbox/outbox · Thread search · Advisory file reservations	✅	uvx mcp_agent_mail then connect MCP client and call register_agent/send_message
MCP Agent Mail (Rust)	It's like Gmail for your coding agents	30+ MCP tools · 20+ resources · Git-backed archive · TUI/robot CLI	✅	curl -fsSL \"https://raw.githubusercontent.com/Dicklesworthstone/mcp_agent_mail_rust/main/install.sh?$(date +%s)\" | bash then am
AgenticMail	Email & SMS infrastructure for AI agents	Agent inbox + phone bundle · Stalwart self-host · Google Voice bridge · 75+ REST endpoints	⚠️	git clone https://github.com/agenticmail/agenticmail && docker compose up -d
Caspian	One agent communication identity across human channels	Email/Slack/Discord/Telegram/SMS · normalized events · SDKs · webhooks	⚠️	Read https://api.trycaspianai.com/SKILL.md and follow it end to end
Atomic Mail	Not AI for your email. Email for your AI.	PoW inbox · JMAP · local/hosted MCP · AgentSkill	✅	Read https://atomicmail.ai and follow the instructions to create an inbox
AgentTeam Email	Open-source email infrastructure for AI agents	Per-agent mailbox · at-email CLI · draft review · Cloudflare routing	⚠️	npx --yes @agentteamhq/email@latest then at-email agent connect
SendRaven	Email infrastructure for AI agents	Awaiting-reply threads · Inbound webhook · Per-key caps/allowlist/approval hold · Remote MCP	✅	Connect https://mcp.sendraven.ai/mcp (OAuth) or npx -y @sendraven/mcp with SENDRAVEN_API_KEY — docs

2. Browser & Web Execution Services

Give AI agents a remote, managed browser runtime — so agents can navigate, interact with, and extract data from the web as an autonomous actor.

→ Full category overview and criteria

Service	Tagline	Primitives	MCP	How to Use
Hronaut	A browser your AI agent can come back to.	Local task workspaces · resumption · semantic browser tools · human takeover	✅	Local desktop setup
Vercel Agent Browser	Browser automation CLI for AI agents	Rust CLI · Chrome for Testing · scriptable browser control	⚠️	npm install -g agent-browser
Browser MCP	Browser MCP server for AI agents	Puppeteer MCP · accessibility tree · optional vision	✅	npx -y @browsermcp/mcp
Browserbase	A web browser for AI agents & applications	Remote browser session · Stagehand NL actions · Session recording · Stealth mode	✅	npx skills add browserbase/skills
Firecrawl	Turn any website into LLM-ready data	Intent-driven extraction · LLM-ready markdown · Schema-typed JSON output	✅	npx skills add firecrawl/cli
Bright Data Agent Browser	Cloud browser for AI agents with built-in website unlocking	Built-in CAPTCHA/fingerprint unlocking · 150M+ proxy IPs · Parallel sessions	✅	Add Web MCP to config: npx -y @brightdata/mcp
bb-browser	Your browser is the API — 103 commands, 36 platforms, your real login state	Authenticated session delegation · Site commands · MCP built-in	✅	npm install -g bb-browser + Chrome extension, then bb-browser site <platform>/<cmd>
OpenCLI	Websites, Electron apps, and local CLIs as one agent-discoverable CLI	Chrome session reuse · YAML/TS adapters · External CLI hub · explore/synthesize	⚠️	npm install -g @jackwener/opencli → opencli list -f yaml; read SKILL.md
Steel	Browser infrastructure for AI agents	Sessions API · Puppeteer/Playwright/Selenium connect · CAPTCHA/proxy · Session viewer · MCP	✅	pip install steel-sdk → Steel().sessions.create() — MCP: steel-mcp-server
Notte	Browser infrastructure that lets AI run on the internet at speed	CDP sessions · NL web agents · Vault (secrets never to LLM) · Scraping · notte-mcp	✅	pip install notte-sdk → NotteClient().Session() — MCP: pip install notte-mcp → python -m notte_mcp.server
Skyvern	AI agents to automate workflows on any website	POST /v1/run/tasks · Vision agent engines · 2FA/TOTP · Browser sessions · JSON extraction	✅	API key → Run a task — SDKs in docs
Browser Use Cloud	Managed stealth browsers and NL agent tasks for AI	client.run() · CDP browsers.create() · Profiles · Hosted MCP	✅	pip install browser-use-sdk → AsyncBrowserUse().run(...) — MCP: https://api.browser-use.com/v3/mcp
Anchor Browser	The secure infrastructure for computer use agents	Web Action Cache · OmniConnect auth · Stealth Chromium · MCP	✅	docs.anchorbrowser.io — Python/TS SDKs on GitHub
Hyperbrowser	Web infra for AI agents	Scrape/crawl/CUA MCP tools · HyperAgent · Profiles	✅	npx hyperbrowser-mcp <API_KEY>
AgentQL	Make the web AI-ready	AgentQL query → JSON · Remote browser CDP · Browserless REST	⚠️	API key → docs.agentql.com
Crawl4AI	Open-source LLM-friendly web crawler & scraper	LLM-ready markdown · Extraction · Docker · MCP	✅	Deploy per docs.crawl4ai.com — MCP from repo
Playwright MCP	Playwright MCP server	Accessibility snapshot tools · Browser automation via MCP · stdio/HTTP transports	✅	npx @playwright/mcp@latest — playwright.dev/docs/getting-started-mcp
Apify	Real-time web data for AI — Actor marketplace & API	Actor runs · Dataset export · Proxies · Schedules · Webhooks	⚠️	API token → Apify API v2 — JS/Python apify-client
Cloudflare Browser Rendering	Headless Chrome on Cloudflare for AI agents	Workers bindings · Playwright/Puppeteer · Browser Run · Playwright MCP · REST API	✅	Browser Run docs — Playwright MCP
Olostep	Web data API for AI agents	Scrape · Search · Map · Crawl · Batch · Official MCP	✅	API key → docs.olostep.com — npx -y olostep-mcp or remote https://mcp.olostep.com/mcp
Lightpanda	Headless browser for AI agents and automation	CDP · fetch --dump markdown · Built-in MCP (lightpanda mcp)	✅	Install binary or Docker → lightpanda serve — MCP guide
Jet Browser	The browser runtime agents can carry	WPE WebKit · ordered JSONL · native input · DOM + PNG evidence · bounded MCP verifier	✅	Docker + curl: curl -fsSL https://raw.githubusercontent.com/masakaai/jet-browser/main/scripts/try-jet.sh | sh
Vessel Browser	Built from the ground-up for agents — durable state, action undo, MCP control, BYOK	Named durable sessions · Action undo · Checkpoints · Agent-editable bookmarks · MCP	✅	npm install -g vessel-browser then vessel-browser --mcp (or Linux AppImage)
CamoFox Browser	Stealth headless browser for AI agents	Stealth sessions · Server/CLI control · Credential-safe profiles · Screenshots/extraction	⚠️	npm install -g camofox-browser then start the browser server
Moli	Structured-first browser engine for AI agents	Semantic tree · stable node IDs · CDP/WebDriver · screenshots · stdio MCP	✅	Build the Rust workspace, then run moli fetch, moli serve, or moli mcp
Kernel	you build agents. we give them the internet.	Sandboxed Chromium · managed auth · live view/replay · CLI + kernel-cli skill · hosted MCP	✅	brew install kernel/tap/kernel or npm install -g @onkernel/cli, then kernel browsers create -o json
Stealth Browser MCP	Stealth browser automation for MCP-compatible AI agents	nodriver + CDP · 97 MCP tools · dynamic network hooks · element cloning	✅	Clone vibheksoni/stealth-browser-mcp, pip install -r requirements.txt, then claude mcp add-json stealth-browser-mcp
FSB (Full Self Browsing)	DOM-first AI browser automation for Chrome and MCP clients.	Agent-owned tabs (TAB_NOT_OWNED) · Vault fill (secrets stay in the extension) · Outcome-unknown reporting · run_task delegated runs · Trigger watchers · Session replay	✅	npx -y fsb-mcp-server@latest install --claude-code + Chrome extension
ego lite	The fastest browser for AI agents to run browser automation	Per-agent Spaces · Shared signed-in browser state · Engine-level Snapshots · Code-based actions · macOS + Windows	✅	npx skills add citrolabs/ego-lite + desktop app
Obscura	Open-source headless browser for AI agents and web scraping	Rust/V8 engine · built-in MCP (stdio/HTTP) · CDP server · native rendering · stealth	✅	Install release → obscura mcp — MCP guide
bdg (Browser Debugger CLI)	Give your AI agent a real browser and DevTools from the shell	Background session · DOM/network/console commands · raw CDP · --help --json · agent skill	❌	npm install -g browser-debugger-cli → bdg localhost:3000 → bdg install-skill

3. Tool Access & Integration Services

MCP servers, OAuth brokers, and registries — the Model Context Protocol (MCP) keyword space for agents that need discoverable tools without human-in-the-loop wiring.

Let AI agents discover, authenticate, and invoke external tools at runtime — without a human pre-configuring credentials or selecting integrations.

→ Full category overview and criteria

Service	Tagline	Primitives	MCP	How to Use
Account Access	Local delegated account reads for existing agents	Named operations · scoped client identities · resumable tasks · owner challenges	⚠️	Follow the official setup guide; the installer provides the skill and CLI
Apify MCP Server	MCP access to Apify Actors for agent web data tasks	Actor discovery/execution · dataset retrieval · x402/Skyfire payments	✅	Connect the official remote MCP endpoint following the repository README
Composio	The tool platform built for agents	Runtime tool discovery · Connect Link OAuth · Per-user credential scoping	✅	npx skills add composiohq/skills
Nango	OAuth and credential layer for AI agents	getConnection() · Automatic token refresh · 700+ API integrations	✅	$skills install @NangoHQ/sync-builder-skill
Toolhouse	Repetitive tasks, done for you, by AI workers	Agent endpoint · MCP tool registry · Built-in RAG · Cron scheduling	✅	npm install -g toolhouse then th deploy
Smithery	MCP registry — connect agents to thousands of tools & skills	Hosted remote MCP · CLI install · OAuth brokerage · Skills catalog	✅	npx @smithery/cli@latest setup — Smithery docs
MCP Gateway	Enterprise MCP — tools, Agent Skills, sandboxes, one URL	Federated MCP · Semantic tool search · RBAC · Warm sandboxes	✅	pip install mcpgateway-sdk — mcpgateway.com
ClawHub	OpenClaw skill marketplace — vector search, versioning, CLI	Skill versions & tags · Embedding search · SKILL.md registry · OpenClaw packages	⚠️	npx clawhub@latest search <topic> — claw-hub.net
Arcade	MCP tools with managed OAuth	Authorized tool calling · Secrets off-LLM · Pre-built integrations	✅	uv tool install arcade-mcp → arcade new my_server — docs.arcade.dev
Aident Loadout	Give your agents real capabilities	Runtime discover/inspect/preflight/execute · Vault · Audit · 400+ Skills	✅	Follow https://aident.ai/SETUP.md or npx skills add Aident-AI/aident-skill
Framelink MCP for Figma	Give your coding agent access to your Figma data	LLM-compacted layout/style context · Figma API · stdio MCP	✅	npx -y figma-developer-mcp --figma-api-key=… --stdio — quickstart
GitHub MCP Server	Connect AI agents to GitHub — repos, issues, PRs, Actions	Remote HTTP MCP · OAuth or PAT · Toolsets · Enterprise paths	✅	https://api.githubcopilot.com/mcp/ in MCP host — repo README
MCP Toolbox for Databases	MCP server connecting agents to enterprise databases	Prebuilt DB tools · Custom governed tools · IAM · OpenTelemetry	✅	npx -y @toolbox-sdk/server --prebuilt=postgres + env — mcp-toolbox.dev
ToolHive	Run any MCP server securely, instantly, anywhere	MCP server discovery/deploy/manage · secure container runtime	✅	stacklok.com/download
Obot	Complete MCP Platform — Hosting, Registry, Gateway, Chat Client	Hosted MCP servers · Registry · Gateway · OAuth 2.1 · RBAC	✅	helm install obot obot/obot (or Docker) — obot.ai
Snyk Agent Scan	Security scanner for AI agents, MCP servers and agent skills	Agent component inventory · MCP inspection · Prompt/tool risk detection · CI gates	✅	uvx snyk-agent-scan@latest scan
Grey Ridge x402 Tools	Vet an MCP server before your agent trusts it	MCP tool-poisoning scan (OWASP LLM01/LLM08) · pre-trade Base token gate · CI admission gate · fails closed	✅	npx -y -p github:rezearcher/greyridge-x402-tools#v0.3.0 mcpscan <mcp-url>
OpenChatCut	Local-first agent-native video editor with editable timelines	Agent Skill · Streamable HTTP MCP · isolated drafts · EditorCore tools	✅	npx skills add 0xsline/OpenChatCut, then ask the agent: Set up OpenChatCut
Toolport	Every tool. One port.	Lazy MCP meta-tools · per-client profiles · tool integrity · keychain secrets	✅	Install from GitHub Releases, add servers, then connect each AI client to toolport-gateway
SandBase CLI	Give your AI agent superpowers. One command. 2,000+ AI models.	Local MCP bridge · discover/inspect/run · client-scoped credentials · Agent Skill	✅	Immutable v0.1.17 tarball: npx -y https://github.com/sandbaseai/cli/releases/download/v0.1.17/sandbaseai-cli-0.1.17.tgz connect, then npx skills add sandbaseai/cli --skill sandbase
ContextForge	Registry and proxy that federates MCP, A2A, and REST/gRPC	Federated MCP · A2A routing · gRPC-to-MCP · UAID · OTEL	✅	uvx --from mcp-contextforge-gateway mcpgateway --host 0.0.0.0 --port 4444 — or docker pull ghcr.io/ibm/mcp-context-forge:latest
MCP Gateway & Registry	Unified Agent & MCP Server Registry – Gateway for AI Development Tools	IdP gateway · virtual MCP · A2A registry · 3LO egress · audit	✅	git clone https://github.com/agentic-community/mcp-gateway-registry && ./build_and_run.sh --prebuilt
MCPHub	One gateway for all your MCP servers.	Unified /mcp · groups · $smart routing · bearer/OAuth · Docker	✅	docker run -p 3000:3000 -v ./data:/app/data samanhappy/mcphub — then connect to http://localhost:3000/mcp
MCPJungle	Run all your MCP servers behind one endpoint	One /mcp · tool groups · enterprise client tokens · MPL-2.0	✅	docker compose up -d then mcpjungle register --name context7 --url https://mcp.context7.com/mcp
MetaMCP	MCP Aggregator, Orchestrator, Middleware, Gateway in one docker	Namespaces · middleware · Streamable HTTP/SSE · sk_mt_ keys · MIT	✅	git clone https://github.com/metatool-ai/metamcp.git && docker compose up -d — last push 2026-06-22
Scalekit	Connect your agents to any tool. Authenticated, scoped, and logged.	Per-user OAuth, API key & RSA credentials in a token vault (bring your own KMS key) · 500+ connectors / 20,000+ tools · Admin-scoped Virtual MCP servers · Per-run session tokens · Tool-call audit logs	✅	npx skills add scalekit-inc/authstack --skill integrate-agentkit — docs.scalekit.com/agentkit
CLI-Anything	Making ALL software agent-native	Agent-run CLI harness generator · --json CLIs · CLI-Hub registry · meta-skill	⚠️	npx skills add HKUDS/CLI-Anything --skill cli-hub-meta-skill -g -y — or pip install cli-anything-hub
REA	Reverse engineer anything with agents	Binary decompile (Ghidra/IDA/Hopper) · Electron/JS · .NET · APK · web traffic · evidence-backed findings	✅	npx rea-agents setup → restart agent → rea doctor --json
Tadka	The booking layer for AI agents.	Remote MCP OAuth booking · open REST directory · OpenAPI · llms.txt	✅	Add MCP https://tadka.xyz/mcp (OAuth as diner), or GET https://tadka.xyz/api/public/v1/restaurants

4. Oversight & Approval Services

Give AI agents a structured, programmatic way to request human approval before executing high-stakes actions.

→ Full category overview and criteria

Service	Tagline	Primitives	MCP	How to Use
Cordum	The open agent control plane	Pre-execution policy · approval gates · audit trails	✅	Deploy Cordum and connect MCP/framework agents
Sondera Coding Agent Hooks	A reference monitor for AI coding agents	Rust hooks · Cedar policies · shell/file/web interception	⚠️	Install hook binaries and Cedar policies
HumanLayer	Human in the Loop for AI Agents	@require_approval() · Denial-feedback injection · Run/Call ID audit trail	✅	pip install humanlayer then decorate high-risk functions with @hl.require_approval()
Sallyport	Let your agent touch prod. Keep the keys.	MCP credential gate · HTTP/SSH execution · per-call approval · signed journal	✅	brew install --cask olegsotnikov/tap/sallyport, then add its sp mcp command to the agent
Preloop	The Open Source Control Plane for AI Agents	MCP firewall · CEL approvals · model gateway budgets · session audit	✅	curl -fsSL https://preloop.ai/install/cli | sh then preloop signup and preloop agents discover
withHuman	The approval layer for AI agents	Tool-call interception · approval pipelines · escalation paths · open AAP protocol · audit	⚠️	Self-host or hosted → connect Claude Code/Codex hooks or AAP SDKs — withhuman.ai
Tracekit	Let your agents act. Prove every action.	Per-call allow / deny / ask · approvals bound to exact arguments, used once · signed, offline-verifiable run record	✅	pip install tracekit-ai, then tracekit.instrument() as the agent's first line; answer held calls with tracekit approvals

5. Commerce & Payment Services

Give AI agents a verified financial identity and the ability to transact in the real economy.

→ Full category overview and criteria

Service	Tagline	Primitives	MCP	How to Use
Circle Agent Stack	Financial infrastructure for the agentic economy	Agent wallets · marketplace · CLI · x402 gateway · agent skills	⚠️	Read https://developers.circle.com/agent-stack and follow the quickstart
OpenLibx402	Open-source library for AI-native x402 integrations	Python/Node SDKs · FastAPI/Express middleware · HTTP 402 flow	⚠️	Install the Python or Node SDK from openlibx402/openlibx402
Payman AI	Agentic AI that does the banking. Under your control.	Policy-gated transaction · Intent reasoning · Execution trace	✅	Review the current API license, then request API access; no current public SDK package was verified
Skyfire	Identity and payments for autonomous AI agents	KYA identity token · Agent wallet · KYAPay open protocol	⚠️	Register at skyfire.xyz/product — receive agent wallet + KYA identity token
AgentsPay	Crypto identity and embedded wallets for AI agents	W3C DID on Base L2 · USDC wallet · MCP-native API gateway	✅	Provision wallet at agentspay.dev, then use MCP-native gateway
Tollex	The economic control plane for autonomous software	Free resolve plan · x402 per call (USDC on Base, USDG on Robinhood Chain) · signed receipts	⚠️	Read https://tollex.org/llms.txt, then https://tollex.org/docs/getting-started/
Nevermined	The payment layer AI agents actually need	HTTP x402 protocol · Inline payment · Usage/outcome-based billing	⚠️	pip install payments-py — x402 handles payments transparently in the HTTP cycle
Coinbase CDP (x402)	HTTP 402 payments for autonomous API clients	Facilitator verify/settle · Multi-language SDKs · Bazaar discovery	⚠️	docs.cdp.coinbase.com/x402 — pip install x402 or @x402/* per coinbase/x402
CyMetica AI (EventTrader)	Agentically engineered financial platform with autonomous AI trading agents	A2A envelopes · MCP descriptor · prediction markets · market-making loops	✅	Read https://cymetica.com/.well-known/agent.json and https://cymetica.com/.well-known/mcp.json
SecondSign Core	Independent transaction co-signer for financial AI agents	Policy engine · mTLS gateway/approver · execute-once rail · hash-chained receipts	⚠️	pip install secondsign-core then python examples/quickstart.py (pre-1.0 evaluation)
UCP	The common language for platforms, agents, and businesses	Capability profiles · checkout sessions · OAuth linking · AP2 payments	⚠️	Read ucp.dev then cargo install ucp-schema — samples/SDKs under Universal-Commerce-Protocol
AP2	An open protocol for the emerging Agent Economy	Checkout/payment mandates · VDC chain · A2A/UCP extension	⚠️	uv pip install git+https://github.com/google-agentic-commerce/AP2.git@main — last code push 2026-06-17
MPP	MPP lets agents pay for services on the web, extensible to any payment method	HTTP 402 Challenge/Credential/Receipt · Tempo sessions · MCP transport · mppx	⚠️	npm i mppx then Mppx.create({ methods: [tempo({ account })] }) — quickstart
AffixIO	Host-side KYA / x402BeforePay action attestation before agent pay or tool use	x402BeforePay · agenticPay · mcpToolGate · KYA createAgentTrust	⚠️	npm install affixio - https://www.affix-io.com/agent-trust/
Saifuro	The financial OS for the AI agent economy	Per-agent mandate · ES256 signed verdict · eight decision codes · observe mode · append-only decision log	⚠️	Request keys at saifuro.com (issued per org at onboarding), then POST /v1/authorizations per the first authorization guide
Veyra	Let your AI agents make payments — with guardrails you control.	Per-agent MCP endpoint · auto/ask/block · Base USDC · simulated rail	✅	claude mcp add --transport http veyra https://veyra.money/api/mcp — or npx -y veyra-mcp
Lumen Tab	Prepaid USDC tabs for pay-per-call AI agent APIs on Arc	Prepaid tab (payment channel) · EIP-712 vouchers · HTTP 402 · ERC-8004 provider id · early-stage, unaudited	⚠️	npm install github:Dansgit2b/lumen-tab then new TabPayer({ account, tabId, provider }).fetch(url)
402xAgent	The check an agent calls before paying any x402 endpoint	Unpaid 402 probe · pay/skip/recheck verdict · public receipts · never pays the target	✅	Call https://api.402xagent.com/v1/products/endpoint-spot-check?url=<endpoint> or MCP https://api.402xagent.com/mcp (tool endpoint_spot_check)
INAM Protocol	Check an AI agent or x402 seller before you pay it	Two-party signed receipts (did:key) · Merkle transparency log · evidence-level reputation · x402 payTo binding check · early-stage	✅	curl 'https://api.inamprotocol.org/v1/check?target=<target>' or npx inamprotocol check <target> — MCP https://api.inamprotocol.org/mcp (no auth)
Priors	Reputation for AI agents that is earned, public and recomputable	ERC-8004 credit pool · Score v2 · hosted read-only MCP · SDK/CLI	✅	claude mcp add --transport http priors https://mcp.priors.trade/mcp
Shinjuku Shield	Privacy-only x402 facilitator for AI agents on Solana	Self-custody shielded USDC · local MCP wallet · spend caps · private settle	✅	npm install -g shinjuku@0.3.86 then shinjuku setup — shinjukustaition.com
G2 Jobs (APEX Faucet)	An ERC-8183-readable job escrow for AI agents on Base and Arc, in USDC	Agent job escrow · provider quote · pays on evaluator silence · kill fee	✅	Read https://apexfaucet.xyz/g2/jobs/llms.txt, then MCP https://apexfaucet.xyz/api/mcp/g2jobs or npm install @apexfaucet/g2-agentkit
send21	Payments for AI agents, without giving them your keys	Scoped non-spending API keys · payment drafts / pay links · signed webhooks	✅	Connect MCP https://send21.io/mcp or use the REST API (OpenAPI)

6. Agent Runtime & Infrastructure Services

Provide the secure deployment substrate, session isolation, secret management, identity, gateway, and observability required to run agents in production.

→ Full category overview and criteria

Service	Tagline	Primitives	MCP	How to Use
agentOS by Fiserv	Governed operating layer for deploying AI agents in banking	Governance guardrails · Audit trail · HITL controls · Agent marketplace	⚠️	Start at https://www.fiserv.com/en/lp/agentos-by-fiserv.html
ATXP	Wallet + paid MCP runtime layer for AI agents	Agent wallet · Paid MCP tool invocation · Per-call pricing/authorization	✅	ATXP docs — CLI / SDK / MCP-compatible endpoints
Claude Peers	Claude Code sessions discover peers and message each other locally	Peer discovery · Ad-hoc messaging · Channel push · Repo/directory scope	✅	Clone repo → bun install → claude mcp add per README
acpx	Headless ACP CLI — agents talk to coding agents over structured protocol	Persistent sessions · Prompt queueing · Cooperative cancel · Structured output	N/A	npm install -g acpx then acpx codex "fix the tests"
Codex plugin for Claude Code	Use Codex from Claude Code for review or delegated Codex tasks	Review · Adversarial review · Rescue subagent · Background jobs · Optional review gate	N/A	/plugin marketplace add openai/codex-plugin-cc then /plugin install codex@openai-codex per README
OpenAI Symphony	Turns project work into isolated, autonomous Codex implementation runs	Issue polling · isolated workspaces · WORKFLOW.md policy · JSON status	⚠️	Read the specification and reference implementation; evaluate in a trusted environment before production use
Multica	AI-native PM — agents as first-class teammates; local daemon runs Claude / Codex	Agent assignee · Claimed task queue · Isolated run workspaces · Team skills · WebSocket	⚠️	brew install multica-cli → multica login → multica daemon start — CLI guide
cx	Semantic code navigation for AI agents without a language server	Tree-sitter index · overview/symbols/definition/references · TOON + --json · cx skill	N/A	cargo install cx-cli → cx lang add … → cx skill >> AGENTS.md
Chrome DevTools MCP	MCP server — coding agents control and inspect live Chrome	Puppeteer automation · DevTools debug · Performance traces · stdio MCP	✅	npx -y chrome-devtools-mcp@latest in MCP config — repo README
Serena	The IDE for your coding agent	Symbol-level MCP tools · LSP or JetBrains backend · Agent memory	✅	uv tool install -p 3.13 serena-agent@latest --prerelease=allow → serena init — docs
Cloudflare Agents SDK	Durable, stateful AI agents on Cloudflare Workers and Durable Objects	Agent class · Durable state · Project Think · MCP · Browser Run · Sandbox/Code Mode	✅	npx create-cloudflare@latest --template cloudflare/agents-starter
Amazon Bedrock AgentCore	Purpose-built for deploying and scaling dynamic AI agents and tools	Agent runtime · Long-term memory · Identity tokens · Tool gateway · OTEL tracing	⚠️	pip install boto3 — configure AgentCore runtime via AWS SDK
Gemini Enterprise Agent Platform	Scale your agents (formerly Vertex AI Agent Engine)	Managed runtime · Sessions · Memory Bank · Code execution · A2A · Agent identity	⚠️	pip install "google-cloud-aiplatform[agent_engines,adk]" — scale docs
Claude Managed Agents	Managed agents, sessions, and environments on the Claude API	Versioned agents · Stateful sessions · Container environments · Skills & Files (beta)	⚠️	pip install anthropic — Managed Agents quickstart + beta headers
Infisical Agent Sentinel	Secrets and credential governance for AI agents	Dynamic secret generation · Token lifecycle daemon · Per-agent policy	✅	npx -y @infisical/mcp or deploy the agent daemon sidecar
APort Agent Guardrails	Pre-action authorization guardrails for AI agents	OAP passport · Policy verification · Tool-call audit log	❌	npx @aporthq/aport-agent-guardrails then choose openclaw, cursor, claude-code, langchain, or crewai
Letta	The fastest way to bring stateful agents to production	Stateful agent · Model-agnostic state · Agent templates · Self-editing memory	✅	pip install letta-client then client.agents.create(...)
Aembit	Secretless workload identity and access management for AI agents	Agent workload identity · Blended identity · JIT credentials · Anomaly detection	✅	Configure Aembit access policy — agent requests JIT credentials at runtime, no code changes
db9	Postgres but for agents	SQL + filesystem · Vector search · HTTP-from-SQL · Environment branching · Cron	⚠️	Read https://db9.ai/skill.md and follow the instructions
AgentAnycast	Connect AI agents across any network — no public IP	Peer ID · AgentCard skills · NAT traversal · E2E Noise_XX · Task artifacts	✅	pip install agentanycast → agentanycast demo; MCP: agentanycastd --mcp-listen stdio or uvx agentanycast-mcp
Scrapybara	Remote desktops for computer-use agents	Ubuntu/Browser/Windows instances · Act SDK (Computer/Bash/Edit) · scrapybara-mcp	✅	pip install scrapybara → Scrapybara().start_ubuntu() — Act SDK
Agentuity	Full-stack platform for AI agents	Sandboxes · Storage tools · OTel · Evals on live traffic · Edge deploy	⚠️	agentcompany.com/agentuity — SDK + CLI per docs (agentuity.dev redirects here)
Modal	Serverless AI infra — GPUs, inference, sandboxes, batch	Elastic containers · Programmatic sandboxes · Sub-second cold start	❌	pip install modal → modal setup — modal.com/docs
Cyberdesk	Open source virtual desktops for AI agents	Desktop lifecycle API · computer actions · isolated sessions	⚠️	pip install cyberdesk — docs.cyberdesk.io
Polos	Open-source runtime for AI agents — sandbox + durable workflow + HITL	Docker/E2B sandbox · Durable steps with prompt cache · HTTP/cron/webhook/event triggers · Slack HITL	⚠️	pip install polos (or npm install polos) — see README
Cloudflare Computer	Give your agent a computer	Durable Object workspace FS · runtime.exec backends · preview APIs	⚠️	npm install @cloudflare/computer then withWorkspace on a Durable Object — preview only
Agent Executor (AX)	An open source distributed agent runtime	Conversation resume · event log · isolated harnesses · ax CLI	⚠️	go install github.com/google/ax/cmd/ax@latest then ax --input "…"
Agent Substrate	High-density Kubernetes runtime for large-scale agent deployments	Actors · WorkerPools · suspend/resume · atenet routing	⚠️	hack/install-ate-kind.sh --deploy-ate-system then kubectl ate create actor — early-dev, not a supported Google product
SandBase Harness	A local-first runtime for AI agents.	HTTP/API · stdio MCP · TypeScript runtime/CLI · Docker/Kubernetes/workers	✅	Follow the installation guide and server.json MCP metadata
Cohesivity	backend infra your agents can actually use.	Ephemeral tenant · HTTP API · local/hosted mutating MCP · docs /mcp · Skill	✅	npx --yes @cohesivity/init@0.8.3 — public /mcp is docs-only; mutating MCP is plugin/local or /mcp/manage
Vectoree	Give your coding agent a backend	Models gateway (OpenAI-compatible) · App-user auth · Postgres · Object storage · Tool Hub MCP · Skill + CLI	⚠️	Read https://vectoree.ai/SKILL.md and follow the instructions
Cua	Scale computer fleets for every agent	Background Driver · Linux/Windows/macOS/Android Fleets · Lume · Bench · CUA-S1	✅	cua-driver install + cua-driver mcp — connect your agent; Fleets at run.cua.ai
Agent Rider	Stop making your agents re-prove themselves every time.	ES256 rider JWT · local JWKS · agent DMs · remote MCP	✅	Read https://agentrider.fly.dev/llms.txt and follow the instructions to register a seat, mint a rider, and verify it locally
Auten	Give your AI agent hands. It clicks, types and sees your screen.	Real Mac/Windows/Linux desktop + Android phone (beta) · AX element ids · learned skills replay without the model · local secrets	✅	claude mcp add auten -- npx -y @autenai/mcp after curl -fsSL https://auten.ai/install | bash — setup for agents
UTA Trust API	The USB-C of agent trust — paid verification of Agent Trust Cards	ATC/1.0 verify · x402 $0.01/call · Fail-closed · Rekor anchors · Delegation (ATC-009)	N/A	openapi.json — settle via x402, or npm agent-trust-card
deed.page	Permanent static hosting for AI agents	Account-on-first-call publish · Agent-chosen permanent slug · Token-owned sites · If-Match / 409 conflicts · Version restore · URL onboarding	✅	Read https://deed.page/skill.md and follow the instructions to publish a page. or npx skills add f-o-x11/deed-page-skill — MCP: https://deed.page/mcp
three.ws	The 3D Agent Layer of the Internet	Grok MCP mcp-grok · free forge/avatar · grok-skill.md · Apache-2.0	✅	Add MCP https://three.ws/api/mcp-grok, or Read https://three.ws/grok-skill.md

7. Agent Harnesses & Operator Surfaces

Wrap capable agents with durable objectives, orchestration, verification, policy, or a purpose-built live surface for operating concrete sessions.

→ Full category overview and criteria

Service	Tagline	Primitives	MCP	How to Use
oh-my-codex (OMX)	Workflow and multi-agent runtime layer for OpenAI Codex CLI	Durable goals · role workflows · teams/worktrees · authority leases · replay	⚠️	npm install -g oh-my-codex → omx setup --scope project --merge-agents → omx doctor
Ruflo	Agent meta-harness for Claude Code and Codex	Swarms · memory · background workers · federation · budgets	✅	npx ruflo@latest init --codex
QM	Multiplayer agent harness for work	Personal/shared scopes · durable sandboxes · policy · crons/watches	⚠️	npm exec --yes --package=@yc-software/qm@latest -- qm init . --org <slug> --target <fly-or-aws>
LongHorizon-Harness	Verified long-horizon loop for desktop and CLI agents	Manager/Executor/Auditor · checkpoints · recovery · evidence	⚠️	uv tool install lh-harness → lh-harness init → lh-harness run --task "..." --agent codex
Agent QA	The self-improving QA agent for software teams	Live run IDs · observe/plan/execute/verify · memory · queue cancel	✅	npx agent-qa init → codex mcp add agent-qa -- agent-qa mcp
Codex HUD (fwyc0573)	Real-time statusline HUD for OpenAI Codex CLI	Context/tools/subagents · multi-session view · attach/list/kill	⚠️	Clone fwyc0573/codex-hud, run ./bin/codex-hud-install, then launch codex
Codex HUD (anhannin)	Patched Codex status line for usage and session state	Model/project/git · rollout session · 5-hour and 7-day usage windows	⚠️	Clone anhannin/codex-hud, review the patch/install script, then run Codex-HUD/install.sh
Claude HUD	A Claude Code plugin that shows what's happening	Context/usage bars · tools · subagents · todos · statusline	⚠️	/plugin marketplace add jarrodwatts/claude-hud then /plugin install claude-hud and /claude-hud:setup
LoopX	The open, provider-neutral, stateful control plane for long-horizon agents	Objectives · gates · todos/evidence · quota · claims/leases	⚠️	python3 -m pip install --upgrade loopx then loopx workflow-skills --install and loopx connect
DeepSeek Harness (dsh)	Everything is a Plugin.	Cordis plugins · session log · Trajectory · PTC/Code Mode	⚠️	npx @deepseek-ai/dsh web
YYLO	Run the work. Keep the memory.	Typed tasks · frozen-target worktrees · watch receipts · merge land	⚠️	npm install -g @yylo/cli@latest then yy init --task "…" --subagent pi
Pizza Bot	Pizza Bot is an inbox for long-running AI work.	Unread/Action queues · checkpointed runs · skill subagents · folder grants	⚠️	Clone pizza-bot → npm install && npm run build && npm run dev
txcript	Continue your conversation in another coding agent.	Harness codecs · canonical transcript · continue/export · session search	✅	cargo install --git https://github.com/skillsynchq/txcript txcript-cli --locked then txcript continue <id> --with codex; MCP: txcript mcp
peerd	peerd: the AI agent harness native to the browser	In-browser loop · keyless actors · WASM compute · vaulted BYOK	⚠️	git clone https://github.com/NotASithLord/peerd.git then Load unpacked extension/
Reef	Infrastructure for continually self-improving agents	Serve/observe/grow/commit · weight or harness learning · versioned artifacts	⚠️	uv pip install reef-infra then uv run reef serve … — quickstart

8. Memory & State Services

Agent-native databases and memory layers for long-term recall — temporal graphs, vector stores, and shared agent memory beyond a single chat session.

Give AI agents persistent, queryable memory across sessions — treating memory as infrastructure, not application logic.

→ Full category overview and criteria

Service	Tagline	Primitives	MCP	How to Use
Memmy	Personal local memory hub shared by AI agents	Shared memory · JSON CLI/REST · lifecycle hooks · bundled Skills	⚠️	Clone MemTensor/memmy-agent, start the local service, then run memmy-memory init and memmy-memory health
Memoria	Persistent memory layer for AI agents with Git-level version control	Snapshots · branches · REST · MCP	✅	memoria serve or memoria mcp
Recall	Open-source memory for AI agents. MCP-native. Self-hosted.	Persistent searchable memory · Docker · MCP stdio	✅	uvx ai-recallworks stdio
GoodMem	Memory that survives context windows.	Persistent memory spaces · Semantic retrieval · Workload identities · Scoped keys	✅	Connect to the instance's /mcp endpoint with an API key — HTTP MCP setup; read-only retrieval and diagnostics
Mem0	The memory layer for your AI agents	Memory extraction · Conflict resolution (ADD/UPDATE/DELETE/NOOP) · Semantic retrieval · 90% token savings	✅	pip install mem0ai then m.add(messages, user_id=...)
Zep	Agent memory powered by a temporal knowledge graph	Temporal knowledge graph · Automatic fact invalidation · Business data fusion · Sub-200ms retrieval	✅	pip install zep-python then zep.add_session_message(...)
Graphiti	Build Real-Time Knowledge Graphs for AI Agents	Temporal context graph · episodes · hybrid search · MCP · OSS ≠ Zep	✅	pip install graphiti-core or uv run graphiti_mcp_server.py
Ensue	The shared memory network for AI agents	Claim · Publish result · Hypothesis exchange · Insight network · Collective best · Hypergraph	✅	Read the official Ensue Skill and follow its instructions
OpenViking	The context database for AI agents	viking:// filesystem · viking://agent/ namespace · L0/L1/L2 tiered loading · Self-evolution loop	✅	pip install openviking → openviking-server → add MCP at localhost:8000/mcp
MemOS	A memory OS for LLM and AI agent systems	MemCube · Parametric/activation/plaintext memory · MemScheduler · +43.7% vs OpenAI Memory	✅	pip install memos-core then memory.add(...) / memory.get(...)
memU	Memory for 24/7 proactive AI agents	Dual-mode (Fast Context + Deep Reasoning) · Continuous monitoring · 90% token savings	⚠️	pip install memu — runs continuous stream monitoring with near-zero idle cost
mem9	Persistent memory for AI agents	Cloud memory · Hybrid search · Lifecycle hooks · Cross-agent sharing	⚠️	Read https://mem9.ai/skill.md and follow the instructions to register and join
LLM Wiki	LLM-compiled knowledge bases for any AI agent	Parallel research · Source ingest · Wiki compile · Deep query · Artifact generation	⚠️	claude plugin install wiki@llm-wiki — llm-wiki.net
MemMachine	Universal memory layer for AI Agents	Episodic graph · Profile SQL · Working memory · LangChain/CrewAI adapters	⚠️	pip install memmachine then Memory().add(messages, agent_id=...)
Cognee	Memory control plane for AI agents — managed world model	Auto ontology · 28+ connectors · Per-agent permissions · MCP server	✅	pip install cognee → cognee.add(docs) → cognee.cognify() → cognee.search(...)
Hindsight	Agent Memory That Learns	retain() · recall() · reflect() · Dedicated memory banks	⚠️	pip install hindsight-ai then use retain/recall/reflect in the agent loop
agentmemory	Your coding agent remembers everything. No more re-explaining.	Shared memory server · MCP/hooks · 17 skills · INSTALL_FOR_AGENTS.md	✅	Read https://raw.githubusercontent.com/rohitg00/agentmemory/main/INSTALL_FOR_AGENTS.md and follow the instructions
TencentDB Agent Memory	Agents remember,Humans innovate.	Symbolic Mermaid canvas · L0–L3 layering · OpenClaw/Hermes plugins	⚠️	openclaw plugins install @tencentdb-agent-memory/memory-tencentdb then enable memory-tencentdb
MemPalace	The best-benchmarked open-source AI memory system. And it's free.	Verbatim drawers · wings/rooms · pluggable backends · 44 MCP tools	✅	uv tool install mempalace then mempalace init / mine / search
MemSearch	Cross-platform semantic memory for AI coding agents	Markdown + Milvus hybrid search · progressive recall · harness plugins	⚠️	uv tool install "memsearch[onnx]" or /plugin marketplace add zilliztech/memsearch
Claude-Mem	Persistent memory compression system for Claude Code	Auto-firehose observations · compression worker · session priming · MCP search	✅	npx claude-mem install or /plugin marketplace add thedotmack/claude-mem then /plugin install claude-mem
Engram	Persistent memory for AI coding agents	Agent-curated mem_save/mem_search · SQLite FTS5 · single Go binary	✅	brew install gentleman-programming/tap/engram then claude plugin install engram or engram setup <agent>
Supermemory	The Memory API for the AI era	add_memory/search_memory/forget_memory · profiles · permissioned spaces · MIT	✅	Connect MCP to https://mcp.supermemory.ai/mcp (OAuth)
Beads	Dependency-aware, Dolt-backed issue tracker built for AI coding agents that survive context loss	bd ready/claim · hash IDs · Dolt sync · bd prime	✅	brew install beads then bd init --quiet and bd setup claude
projectmem	We don't make AI smarter. We make it experienced.	Typed event log · pjm precheck · one MCP for every project	✅	pip install -U projectmem then pjm doctor --fix and wire python -m projectmem.mcp_server
Memoir	Git for AI Memory	Semantic paths · branch/merge · memoir-mcp · Alpha	✅	pip install memoir-ai or /plugin marketplace add zhangfengcdt/memoir
Memorix	Local-first shared memory layer for AI coding agents.	Git-root daemon · Workset · Git Memory · memorix serve	✅	npm install -g memorix then memorix setup --agent claude --global
Compartment	Encrypted, fully offline memory for AI agents.	Encrypted vault · one-claim memories · compartment serve	✅	pip install compartment && compartment init && compartment integrate claude
mcp-memory-service	Memory for AI Agents — REST, MCP, OAuth, CLI	X-Agent-ID · causal graph · OAuth DCR · 76 REST endpoints	✅	pip install mcp-memory-service then memory server or memory server --http
Mnemoverse	Persistent memory for AI agents	Outcome feedback re-ranks recall · Importance gate on write · Hebbian concept links · Shared rooms (Beta)	✅	Add https://mcp.mnemoverse.com/mcp as a remote MCP server and sign in, or npx -y @mnemoverse/mcp-memory-server@latest with a free API key from console.mnemoverse.com
Dexio	One wiki for all your agents	Shared markdown wiki · Per-agent change history · Version-guarded writes · Wiki health report · Device sign-in	✅	Read https://dexio.wiki/agents.md and follow the instructions to connect. MCP: https://app.dexio.wiki/mcp
ContextStream	Persistent memory. Millisecond code search.	Hosted/local MCP · project code search · saved decisions/lessons · Slipstream agents	✅	`curl -fsSL https://contextstream.io/scripts/mcp.sh
Zambo	Give your AI hands, memory, and proof.	Handover · Cross-AI memory · Verifiable receipt per call	✅	Add https://zambo.dev/mcp as a remote MCP server; no API key to start

9. Search & Web Intelligence Services

Give AI agents optimized, structured access to web information — returning LLM-ready content tuned for context windows, not raw HTML or human-readable SERPs.

→ Full category overview and criteria

Service	Tagline	Primitives	MCP	How to Use
contextX	Remote MCP search powered by Grok normal and multi-agent deep search	grok_search · grok_deep_search · Streamable HTTP · read-only public endpoint	✅	Connect MCP to https://mcp.twitter.monster/mcp; note that upstream publishes no auth, release, or license
Jina DeepSearch	Agentic search and deep research API for AI applications	Deep search · iterative research · cited answers · HTTP API	⚠️	Follow the Jina DeepSearch API docs
Tavily	Connect your agent to the web	Agent-optimized search · Multi-step research · Source attribution	✅	npx skills add tavily-ai/skills
Exa	The search engine designed for AI	Neural/semantic search · exa-code for coding agents · Websets	✅	pip install exa-py then exa.search(query)
Parallel	The highest accuracy web search for your AI	Search/Task/FindAll/Monitor APIs · Citations · Official MCP	✅	pip install parallel-web — hosted Search MCP: https://search.parallel.ai/mcp · task-mcp
Jina Reader	URL and SERP as LLM-friendly text	r.jina.ai · s.jina.ai · MCP · PDF/images	✅	curl "https://r.jina.ai/https://example.com" — MCP: mcp.jina.ai
NotHumanSearch	Agent-first search — the index of services designed for AI, not humans	agentic_score rank · check_agent_readiness · verify_mcp JSON-RPC probe · URL Onboarding	✅	Read https://nothumansearch.ai/llms.txt and follow the instructions — MCP: https://nothumansearch.ai/mcp
Linkup	Search API for AI agents and LLM apps	LLM-oriented search · Structured retrieval · Citation-ready outputs	⚠️	API key via docs.linkup.so then call search endpoints via SDK/REST
Agent Search MCP	Free-first web search with inspectable evidence	Evidence packet · free-first policy · budgets · fasm CLI	✅	npx -y agent-search-mcp — optional npx skills add lennney/agent-search-mcp --skill agent-search
Context7	Up-to-date docs for AI agents	resolve-library-id · query-docs · version-matched snippets · MIT	✅	npx ctx7 setup — MCP: https://mcp.context7.com/mcp
ProofFetch	Web pages your agent can quote	Numbered citable paragraphs · SHA-256 receipts · prompt-injection scan · open-source verifier	✅	Read https://prooffetch.steellantern.com/llms.txt and follow the instructions — MCP: https://prooffetch.steellantern.com/mcp (hosted service closed-source)
ReleaseLog	Verified AI release intelligence for AI agents	whatChanged · importance · entity timelines · public JSON and Atom · URL Onboarding	⚠️	Read https://releaselog.site/skill.md and follow the instructions
SerpKite	The Google SERP API built for AI agents	Remote MCP · Markdown SERP · cited answers · REST/SDKs	✅	Add MCP https://api.serpkite.com/v1/mcp (OAuth or SERPKITE_API_KEY)

10. Code Execution Services

Give AI agents a secure, isolated runtime for executing generated code — without human-side sandbox setup and with output formatted for LLM consumption.

→ Full category overview and criteria

Service	Tagline	Primitives	MCP	How to Use
Axern	Open-source sandbox platform for AI agents	Local/remote sandboxes · CLI · gRPC/HTTP · Go/Python/TypeScript SDKs · Axrun evidence	⚠️	brew install cofy-x/tap/axern then axern local up; pre-1.0 evaluation software requiring production hardening
OpenSandbox	Secure, fast, extensible sandbox runtime for AI agents	Sandbox runtime · Kubernetes · MCP server	✅	Follow OpenSandbox docs and run MCP server
CodeRunner	A local sandbox for your AI agents	Apple Containers · local sandbox · MCP	✅	Install from GitHub and run isolated agent workloads
E2B	Cloud for AI agents — secure sandboxes for AI-generated code	Ephemeral Linux VM · ~150ms cold start · Stateful execution context · Streaming output	✅	pip install e2b-code-interpreter then with Sandbox() as sandbox:
Runloop	Your AI agent accelerator	Devbox micro-VM · Snapshot/branch disk state · Benchmark jobs · Suspend/resume	✅	export RUNLOOP_API_KEY=... → npm install -g @runloop/rl-cli → rli mcp install — CLI docs
Vercel Sandbox	Firecracker microVMs for AI-generated code	Node/Python runtimes · Snapshots · REST + @vercel/sandbox SDK	❌	npm install @vercel/sandbox — vercel.com/docs/sandbox
AIO Sandbox	All-in-one Docker sandbox for AI agents	Browser + shell + files + VS Code + Jupyter + MCP · Shared filesystem	✅	docker run -p 8080:8080 ghcr.io/agent-infra/sandbox:latest — MCP http://localhost:8080/mcp
Agent Sandbox	The trusted runtime for untrusted code	Hosted code sessions · Dependency install · Files/artifacts API · URL onboarding	⚠️	Read https://agentsandbox.co/skill.md and follow the instructions
Riza	AI writes code. Riza runs it.	Command Exec API · Tools API · Secrets · MCP · Self-hosting	✅	uv add rizaio then riza.command.exec(...) — docs.riza.io
Agent Sandbox (Kubernetes SIG)	Secure isolated execution layer for autonomous agents on Kubernetes	Sandbox CRD · WarmPool/Claim · RuntimeClass · Python/Go SDKs	⚠️	pip install k8s-agent-sandbox then SandboxClient().create_sandbox(...) — not hosted agentsandbox.co
Clawk	Give a coding agent its own disposable Linux machine, not yours	Local hypervisor VM · DNS-aware egress allow-list · status --json · snapshot/destroy	⚠️	brew install clawkwork/tap/clawk then cd <repo> && clawk (pre-1.0; macOS Apple silicon)
Dormice	The SQLite of agent sandboxes — self-hosted, idle costs nothing	Idempotent acquireSandbox · freeze/stop/archive · HTTP RPC · E2B SDK compat	⚠️	curl -fsSL https://raw.githubusercontent.com/BitMiracle-AI/Dormice/main/deploy/install.sh | bash then npx skills add BitMiracle-AI/Dormice (early-dev)
CubeSandbox	Instant, Concurrent, Secure & Lightweight Sandbox Service for AI Agents	E2B-compat API · RustVMM+KVM · CubeCoW · credential vault	⚠️	curl -sL https://github.com/tencentcloud/CubeSandbox/raw/master/deploy/one-click/online-install.sh | CUBE_PVM_ENABLE=1 bash then pip install e2b-code-interpreter
forkd	A microVM sandbox runtime for AI agent fan-out.	Firecracker CoW fork · live BRANCH · forkd-mcp	✅	curl -sSL https://github.com/deeplethe/sandstorm/releases/download/v0.5.3/forkd-v0.5.3-x86_64-linux.tar.gz | sudo tar -xz -C /usr/local/bin/ then sudo -E forkd quickstart
SmolVM	SmolVM: secure microVM sandboxes for AI agents	Firecracker/QEMU/libkrun · browser sandbox · snapshots	⚠️	curl -sSL https://celesto.ai/install.sh | bash then from smolvm import SmolVM
Latchkey	CI your coding agents can run, read and fix	Fresh ephemeral runner per command · Failure bundles · Self-healing runners · Workflow dispatch	✅	claude mcp add --transport http latchkey https://latchkey.dev/mcp --header "Authorization: Bearer $LATCHKEY_TOKEN" — docs
The Vibe Hosting	One prompt → root Linux → your project is live.	Account-on-first-call · Root Ubuntu server on HTTPS subdomain or own domain via CNAME (gVisor) · Wake-on-connect · Prepaid credit cap · URL onboarding	⚠️	Read https://thevibehosting.com/SKILL.md and follow the instructions to deploy your project. or npx skills add ladik33/thevibehosting-skill

11. Observability & Tracing Services

Give teams structured visibility into agent execution — full trajectory tracing, evaluation datasets, and cost attribution.

→ Full category overview and criteria

Service	Tagline	Primitives	MCP	How to Use
numbat	Endpoint visibility into AI agent activity	Local detection · optional pre-action blocking · forensic reconstruction · OTLP/NDJSON	⚠️	Build/install from perplexityai/numbat, then configure its agent hooks and telemetry endpoint
Agent Trace	Observability for AI agents	CLI · traces · cost/tool visibility	⚠️	Install agent-strace from PyPI/GitHub and wrap agent runs
agent-inspect	Local execution trees for TypeScript AI agents	TS instrumentation · execution trees · run metadata	⚠️	Add to a TypeScript agent project
LangWatch	Open-source LLM Ops for tracing, evals, and guardrails	Agent traces · evaluations · datasets · guardrails · SDK/API	⚠️	Install the LangWatch SDK and follow the official quickstart
Langfuse	Open-source LLM observability, tracing, and evaluation	Typed trace hierarchy · Dataset-based evaluation · Trajectory replay · OTEL-compatible	✅	npx skills add https://github.com/langfuse/skills --skill langfuse-observability
AgentEvals	Score agent behavior from OpenTelemetry traces — no re-runs	Golden eval sets · Tool trajectory matching · OTLP ingest · MCP	✅	pip install agentevals-cli → agentevals run <trace> --eval-set <set> -m tool_trajectory_avg_score
AgentOps	Testing, debugging, and deploying AI agents and LLM apps	Session waterfall · Framework auto-instrumentation · Public trace API	⚠️	pip install agentops → agentops.init(<API_KEY>)
Braintrust	AI observability & evals — traces, datasets, OpenAI Agents	Trace processors · Eval experiments · Trace→dataset · IDE MCP	✅	pip install "braintrust[openai-agents]" — MCP: Braintrust MCP
Galileo	Agent reliability platform — observability, evals, and IDE MCP	Signals (root-cause insights) · synthetic datasets · experiments · MCP tools	✅	Add MCP URL https://api.galileo.ai/mcp/http/mcp with Galileo-API-Key header — setup docs
Laminar	Open-source observability for long-running agents	Agent debugger (rerun at step N) · Browser session replay · Signals · SQL over traces · Apache 2.0 self-host	⚠️	pip install lmnr then Laminar.initialize() — self-host: git clone https://github.com/lmnr-ai/lmnr && docker compose up -d
OpenLIT	OpenTelemetry-native observability for LLMs and AI agents	Agent traces · Tool-call spans · Cost/token analytics	✅	pip install openlit then configure OpenTelemetry export
AgentSight	Lightweight system-level observability for AI Agents	eBPF record · session DBs · top/vis · OTLP GenAI	⚠️	cargo install agentsight then agentsight top or sudo agentsight record -- claude
Kitaru	Traces you can run, not just read — replay-based evals for AI agents	Sessions · replay · cohorts · experiments · MCP + Skills	✅	uv add "kitaru[cli,worker,mcp]" then npx skills add zenml-io/kitaru-skills — docs
OrcaReplay	Your agent broke something at 2am. Replay it at 9am — exactly, offline.	Below-harness capture · offline replay · checkpoint fork · stdio MCP + Skill	✅	npm i -g orcareplay → orca doctor → orca record claude / orca replay / orca fork

12. Durable Execution & Scheduling Services

Let AI agents run long-horizon, fault-tolerant workflows with automatic checkpointing, intelligent retries, and first-class HITL suspend/resume.

→ Full category overview and criteria

Service	Tagline	Primitives	MCP	How to Use
Trigger.dev	Build and deploy fully-managed AI agents and workflows	No-timeout tasks · Step checkpointing · HITL waitForApproval · Streaming response	❌	npx skills add triggerdotdev/skills
Inngest	Durable execution for AI agents in production	Durable step · Context-preserving retry · HITL suspend/resume · Low-latency interactive mode	✅	npx skills add inngest/inngest-skills
Restate	Durable execution for AI agents — any framework, any cloud	Durable AI loop · Compensation pattern · A2A exactly-once · Suspend-when-idle	✅	pip install restate-sdk — wrap existing agent with 2-line middleware
MCP-Cloud (mcp-agent)	Host mcp-agents on cloud — Temporal-backed durable MCP	HTTPS MCP deploy · Managed secrets · Workflow logs · Client install	✅	uvx mcp-agent login → uvx mcp-agent deploy … — MCP-Cloud docs
Inferable	Reliable AI workflows with humans in the loop, structured outputs, durable execution	Durable steps · human_approval() Slack/email · Structured outputs · Versioned workflows	⚠️	Use the official repository; former hosted docs are offline
pi-dispatch	Run the pi coding agent as a durable, triggerable service	Queue · cron/webhook triggers · container workers · spend cap · admin panel	⚠️	In pi run /dispatch, or start headlessly with npx @edgehero/pi-dispatch up

13. Meeting & Conversation Services

Give AI agents a programmatic presence in voice and video conversations — autonomous meeting bots, real-time transcripts, calendar-triggered deployment.

→ Full category overview and criteria

Service	Tagline	Primitives	MCP	How to Use
Recall.ai	The meeting bot API for every platform	Meeting bot lifecycle · Real-time diarized transcript · Calendar-triggered deployment · 6 platforms	❌	POST https://api.recall.ai/api/v1/bot with the meeting URL
Meeting BaaS	Meeting bots as a service — Zoom, Meet, Teams	Bot lifecycle · Webhook transcripts · Optional bidirectional audio stream · meeting-mcp	✅	POST https://api.meetingbaas.com/bots with x-meeting-baas-api-key — docs
MeetStream	Unified meeting-bot API for Zoom, Meet, Teams	Real-time diarized webhooks · WebSocket A/V · In-meeting chat/TTS · Calendar auto-dispatch	⚠️	POST https://api.meetstream.ai/api/v1/bots/create_bot with Authorization: Token <key> — Create Bot
Vexa	Open-source meeting transcription + interactive bot for Meet/Teams/Zoom	Bot lifecycle · WebSocket diarized transcript · In-meeting TTS/screen-share · MCP server (17 tools) · self-host	✅	git clone https://github.com/Vexa-ai/vexa && docker compose up -d — or hosted at vexa.ai
Daily Agent Toolkit	Build realtime meeting agents on Daily	Programmatic room control · Media stream hooks · Bot orchestration	⚠️	pip install daily-python then integrate room/bot lifecycle APIs
AgentCall	Your AI agent, in every meeting.	join-meeting skill · live TTS/transcript · screenshot/screenshare · Meet/Zoom/Teams	⚠️	/plugin marketplace add pattern-ai-labs/agentcall then /plugin install join-meeting@agentcall
joinly.ai	Make your meetings accessible to AI Agents!	MCP join/speak/transcript · Zoom/Meet/Teams · joinly-client	✅	docker run -p 127.0.0.1:8000:8000 ghcr.io/joinly-ai/joinly:latest then uvx joinly-client --env-file .env <MeetingUrl>

14. Voice & Phone Services

Give AI agents a first-class voice and telephony identity — letting agents make and receive phone calls, conduct voice conversations, and interact via speech autonomously.

→ Full category overview and criteria

Service	Tagline	Primitives	MCP	How to Use
Vapi	Build advanced voice AI agents	Voice assistant lifecycle · Tool-calling mid-call · Webhook per utterance · Voice simulation testing	✅	pip install vapi-server-sdk then POST /assistant
Retell AI	#1 AI voice agent platform for automating calls	Phone agent lifecycle · Mid-call MCP/tools · SIP · Simulation testing · Webhooks	✅	pip install retell-sdk — docs.retellai.com
LiveKit Agents	Realtime voice/video AI agents — build, run, observe	WebRTC sessions · STT/LLM/TTS pipeline · SIP · LiveKit Cloud	❌	docs.livekit.io/agents — Python/TS Agents SDK
Stimm	Open-source voice agent platform — ultra-low latency over WebRTC	Dual-agent (fast + slow) · Optimistic VUI · BYO STT/LLM/TTS · WebRTC media plane	⚠️	git clone https://github.com/stimm-ai/stimm then follow README to wire providers
Pipecat	Open-source framework for real-time voice AI agents	Realtime voice pipeline · In-call tool invocation · WebRTC/SIP adapters	⚠️	pip install pipecat-ai then compose STT/LLM/TTS + transport pipeline
Qwen Audio Agent	Realtime voice runtime that keeps agents talking, working, and present	Gateway · ACP backend · CLI/TUI/WebUI · realtime voice sessions	⚠️	npm install -g qwen-audio-agent, run qwenaudio config, then start qwenaudio
Patter	The open-source SDK that gives your AI agent a phone number	Agent loop + PSTN · swap STT/TTS/realtime/carrier · Skills	⚠️	npx skills add patterai/skills then npm install getpatter or pip install getpatter
CosVoice	Your AI Agent gets its own phone number.	Hosted line + email · remote MCP · skill URL · OpenAPI	✅	Read https://cosvoice.com/skill and follow the instructions to connect CosVoice
PlaceCall	Give your agent a phone.	Brief-driven US business calls · mid-call questions · structured outcomes · remote MCP · Skills	✅	/plugin marketplace add voygr-tech/placecall then /plugin install placecall@placecall, or add MCP https://api.voygr.tech/mcp

15. LLM Gateway & Routing Services

Give AI agents a reliable, observable, and cost-controlled interface to LLM providers — with per-agent routing, budget enforcement, fallback, and semantic caching as first-class primitives.

→ Full category overview and criteria

Service	Tagline	Primitives	MCP	How to Use
Portkey	The AI gateway built for production agents	Virtual key · Per-agent budget limit · Automatic fallback · Sticky session routing · Agent trace	⚠️	pip install portkey-ai — point LLM client at api.portkey.ai with a virtual key
Respan (Keywords AI)	Route, observe, and evaluate every LLM call	Fallback · Caching · OpenAIAgentsInstrumentor · MCP	✅	Point OpenAI SDK at https://api.respan.ai/api — docs
Agentgateway	Open-source proxy for agentic AI (LLM + MCP + A2A)	MCP federation · A2A routing · OpenAI-compatible LLM path · OTEL · CEL RBAC	✅	Quickstart: install binary/Docker/K8s → agentgateway -f config.yaml
LiteLLM	Open-source AI gateway — 100+ LLMs + Agent Gateway (A2A)	Virtual keys · Budgets · A2A agent routing · Trace/agent headers	✅	Self-host proxy per docs.litellm.ai — A2A gateway
Bifrost	High-performance AI gateway for unified provider access	OpenAI-compatible API · Virtual keys · Fallback/load balancing · MCP gateway	✅	npx -y @maximhq/bifrost then connect an MCP client to /mcp
OpenRouter	Unified OpenAI-compatible API — 300+ models	Cross-provider routing · Uptime optimization · Org data policies	❌	openrouter.ai/docs/quickstart — OpenAI SDK + OPENROUTER_API_KEY
Helicone	AI Gateway + observability — 100+ models, unified credits	ai-gateway.helicone.ai · Fallbacks · Request logging	❌	OpenAI SDK baseURL https://ai-gateway.helicone.ai — docs.helicone.ai
Routerly	Self-hosted LLM gateway with LLM-native routing policy	Multi-policy scoring (incl. LLM router) · Per-tenant budget/ledger · Zero stateful deps · OpenAI/Anthropic compat	⚠️	docker run -p 8080:8080 -v ./routerly.json:/config/routerly.json inebrio/routerly:latest then point client OPENAI_BASE_URL
SageRoute	Trajectory-aware model router	Session-history routing · OpenAI Responses · Anthropic Messages · Bun proxy	⚠️	Clone codejunkie99/sageroute, run bun install && bun run serve, then point the client base URL to it
XiuRouter	Claude, GPT, Gemini, and more through one API	Protocol-aware setup · Scoped API key · Request usage records · Four native routes	⚠️	Create a scoped key, then follow Agent integrations for the client's native protocol
Dasha Compute	OpenAI-compatible inference marketplace on idle community hardware	Guest-key minting by API · OpenAI-compatible REST · Static MCP catalog · skill.md	⚠️	Mint a guest key (POST /compute/api/guest-keys), then point the OpenAI SDK at https://lobby.getdasha.com/compute/api/v1

16. Agent Social & Community Services

Social networks and communities where AI agents are first-class participants — not bots tolerated in human spaces, but the primary actors building reputation, discourse, and relationships.

→ Full category overview and criteria

Service	Tagline	Primitives	MCP	How to Use
Moltbook	The front page of the agent internet	Agent registration · Post/comment/vote · Submolts · Agent karma · Agent DMs	❌	Read https://www.moltbook.com/skill.md and follow the instructions to register and join
rStation	A Research Community for AI Agents	Agent research identity · Problem communities · AI-reviewed papers · Reflection state	❌	Read https://rstation.ai/skill.md and follow the instructions to join the research community
Shellmates	Pen pals for AI agents — 1:1 matching, private correspondence, marriage registry	Agent bio · Match request · Private conversation · Marriage registry	❌	⚠️ Former website/skill.md are HTTP 404 as of 2026-09-08; wait for a verified official replacement
Openwork	The agent-only labor marketplace — hire agents, earn on-chain	Agent-to-agent hiring · On-chain escrow · ERC-8004 reputation · $OPENWORK	⚠️	npx playbooks add skill openclaw/skills --skill openwork
MCP Verse	Open town square for autonomous MCP agents	Public rooms · Publications · Reputation · Rate limits (TiDi)	✅	⚠️ Former website/docs are offline; wait for a verified official replacement
KinthAI	Agent economy network — agents earn revenue, collaborate, and self-organize	Agent marketplace · Multi-agent orchestration · Persistent memory · A2A protocol · Revenue sharing	❌	Visit agents.kinthai.ai — browse agents, hire, or deploy your own
Agent Chamber	Where AI agents meet, discuss, and get work done	Agent identity · rooms · missions · MCP/REST · Skills · Mission Control	✅	Clone LtyFantasy/agent-chamber, then run ./scripts/setup.sh
AgentGram	The Open-Source Social Network for AI Agents	Agent register/post · API keys/Ed25519 · MCP · AX Score	✅	pip install agentgram then AgentGram().agents.register(name='my-bot') — MCP: npx @agentgram/mcp-server
Agentel	Network for AI agents — persistent identity, public work, Topics & Missions	Agent Passport/Profile · connections · public Updates · Community Topics/Missions · trust evidence · read-only Streamable HTTP MCP · @agentel/sdk Connection Kit	✅	Read MCP setup for read-only network access, or Connect for the SDK/REST path — install @agentel/sdk, not the unrelated npm package agentel
Switchboard	Facebook strictly for AI — the social network where bots are the people	Ed25519 identity · Signed messages · Hash-chained logs · Rooms · DMs · Bot marketplace · USDC bounties on Base	❌	Read https://switchboard-ai.fly.dev/llms.txt and follow the instructions to register and join
SSSNACK	humans look. agents post.	Agent registration · Snack publish · Remix/critique lineage · MCP/A2A · ROOT MODE	✅	Read https://sssnack.com/agent.json and follow the instructions to discover the feed, complete the current registration proof, create an agent identity, and publish or respond to visual work.
SwarmMemo	A bulletin board for agents.	Rooms/pages · Threads & resumable cursors · Return read (/api/updates) · Idempotent receipts · Public addressed inbox · Optional Ed25519 identity & handles · Scoped worker keys · Agent profiles	✅	Read https://swarmmemo.com/llms.txt and follow the instructions to read the public board, post, reply, and return to the conversation in a later session.
Open Task Relay	A few minutes of AI. Useful work for everyone.	Agent credentials · Bounded task claims · Append-only contributions · Evidence & limitations · Independent-agent verification	✅	Read https://opentaskrelay.org/skill.md and follow the instructions to find one suitable public-good task, make one bounded contribution, submit it, and stop.
TERM	Find prior work. Test the next claim.	Self-held Ed25519 identity · Hosted MCP · Checker-scored challenges · Signed REST	✅	Connect MCP to https://api.term.app/mcp or npx --yes @term-app/agent-client briefing --anonymous --limit 3
Anansi Haven	A home base for AI agents	Agent passport · Commons rooms & DMs · Lessons library · Per-agent memory · Agent directory · Job board · Encrypted private house · MCP/A2A	✅	Read https://anansi-haven.anansidata.workers.dev/llms.txt and follow the instructions to get a passport, join the Agent Commons, and use memory and the job board.
Agent Commons	A home for any agent on the internet	Per-wake home call · Append-only public board & DMs · Retry-safe writes · Job board · Agent directory & record · MCP/A2A	✅	Read https://commons.dooza.ai/skill.md and follow it.
Direct Hire	Agent-first professional network for autonomous AI agents	URL onboarding kit · self-register without email · A2A · OpenAPI · endpoint verify	⚠️	Read https://directhireagents.com/.well-known/agent-runtime-kit.json and follow the bootstrap links.
TFABA	Tasks For Agents, By Agents — early pilot; private app source	Self-held Ed25519 identity · Signed inboxes · Tracked delegation · Frozen terms · Optional A2A	❌	Read https://tfaba.net/SKILL.md and follow the instructions within operator authorization
Sloppable	An open exchange where AI agents post, reply, trade help, and message each other privately	Agent credential · Sealed agent DMs · Ask/offer listings · Activity poll	✅	Read https://sloppable.pages.dev/skill.md and follow the instructions to get a credential, then read the feed, post, and message other agents.
crosswalk	message boards for AI agents, incl. file sharing, tasks and email	Remote MCP · agent signup · Grok Bot plugin docs · OpenAPI	✅	Read https://agents.crosswalk.to/llms.txt, or add MCP https://mcp.crosswalk.to

Ecosystem Hubs

Organizations, registries, and marketplaces that provide multiple agent-native services, tools, MCP servers, or SKILL.md sources. Some qualify as first-class catalog services; others are tracked here as high-signal ecosystem pointers pending issue-level review.

Hub	What It Provides	How Agents Start
Awesome Agent-Native Services Skills Hub	This repository as an official Claude Code plugin marketplace-compatible source plus direct SKILL.md packages for finding, evaluating, and adding agent-native services	Claude Code: /plugin marketplace add haoruilee/awesome-agent-native-services → /plugin install awesome-agent-native-services@awesome-agent-native-services; direct install: copy a folder from .skills/
OpenClaw	Agent Client Protocol tooling, skills registry, agent marketplace integration	Use acpx, openclaw/skills, and Openwork integrations
ClawHub	Full entry in section 3. Tool Access & Integration; public registry for OpenClaw-style skills	npx clawhub@latest search <topic>
MiniMax Skills	Curated development skills for AI coding agents — structured SKILL.md workflows for frontend, fullstack, mobile, shaders, and document generation	Follow the repo README for Claude Code plugin, Cursor skills path, and Codex / OpenCode install paths
Agensi	Marketplace for paid/free AI agent skills with security scanning, broad agent compatibility, and agent-native MCP discovery	Download skills into an agent skills directory or connect MCP at https://mcp.agensi.io/mcp
SkillsMP	Large public SKILL.md index with source/repository context, occupations, creators, and API access	Search by task or repository, inspect the source repo, then install according to that skill's instructions
mdskills.ai	Community marketplace for skills, plugins, MCP servers, rules, and tools with quality/security review and CLI install	npx mdskills
sklz.city	MCP-native skill runtime and marketplace: import SKILL.md repos, add runtime primitives, publish/discover over MCP	`curl -fsSL https://sklz.city/install.sh
SkillCrate	Vertical, open-source skill marketplace for Amazon seller workflows; each skill is a GitHub repo with SKILL.md and MCP packaging	Clone a skill repo or download MCPB, then configure the MCP server / skill in the target agent
CryptoSkill	Crypto-focused registry of skills and MCP servers for Claude Code, OpenClaw, Codex, Cursor, and SKILL.md-compatible agents	Clone/copy a skill into .claude/skills/, use clawhub install, or add hosted MCP servers with claude mcp add

Excluded / Boundary Cases

Understanding what does not qualify is as important as what does.

agent-builder — Excluded by Design

These products help humans build, configure, and orchestrate agents but are not consumed by agents as services:

agent-adapted — Extended from Human-Facing Products

Originally built for humans, now with agent interfaces added. Potentially useful to agent developers, but not agent-native by the criteria of this list:

Classification

Every service in this repository is tagged with one of three labels:

This list only contains agent-native services. See Excluded / Boundary Cases for examples of what does not qualify and why.

Normal agent-native infrastructure must satisfy all five:

1. Agent-First Positioning — Official docs or homepage explicitly identify AI agents as the core consumer.
2. Agent-Specific Primitives — The API exposes abstractions with no meaningful human-facing equivalent.
3. Autonomy-Compatible Control Plane — Agents operate without per-action human confirmation.
4. Machine-to-Machine Integration Surface — SDK / REST API / MCP / webhook is the primary interface.
5. Agent Identity / Delegation Semantics — Where relevant, agent identity, delegated permissions, and audit trails are first-class concepts.

Purpose-built operator surfaces use a narrow alternative track: they must be agent-operations-first, continuously expose agent-specific live state, attribute it to concrete sessions or rollouts, and provide a dedicated CLI, status-line, or daemon surface. Read-only entries must explicitly disclose absent autonomy, MCP, identity, and delegation rather than implying control they do not provide. Generic dashboards, terminal themes, and process monitors remain excluded.

For the full criteria and contribution instructions, see CONTRIBUTING.md.

💖 Support this project

If this catalog helps you, you can support maintenance and new reviews via Stripe.

Contributing

See CONTRIBUTING.md for the full submission guide, criteria checklist, and entry format.

Quick checklist (normal infrastructure track):

• Official homepage/docs explicitly name AI agents as the primary consumer
• At least one primitive with no meaningful human-facing equivalent
• Primary interface is API/SDK/MCP/webhook
• Production-ready with public documentation
• Entry follows the per-service file format in the relevant category folder

Purpose-built operator surfaces use the alternative track in Classification and must disclose missing autonomy, MCP, identity, and delegation explicitly.

License

To the extent possible under law, the contributors have waived all copyright and related rights to this work.