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  1. Home
  2. Enterprise evaluation

⌘Enterprise evaluation

Evaluate vendors with buyer evidence.

Shortlist products by commercial fit, reliability, security, integration fit, adoption proof, and missing procurement evidence.

Explore product graph
Enterprise evaluation brief artifact showing commercial fit, reliability, security, integration fit, adoption proof, and evidence status.
Enterprise mode packages evidence and gaps for procurement-grade evaluation without guessing compliance claims.
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Enterprise evaluation

Shortlist products for a serious buyer review

Built for Fortune 500 evaluators: source-labeled evidence, risk flags, procurement gaps, and buyer-safe reports. Compliance claims are not guessed.

Export evaluation report

Adjacent infrastructure

Useful context, but separated from the core identity shortlist so the auth decision stays clean.

Product graph

Browse public tools, Agent Skills, credits, and project proof in one place. Open a profile when it fits your build.

Product graph filters
ACI.dev logo
ACI.dev

Agent Frameworks· aci.dev

Freemium

Open-source tool-calling and unified MCP platform that connects agents to hundreds of app actions.

Public evidence preview

Previewed from visible product evidence. Verified adoption ranking appears as live usage and claims arrive.

RankProductProfile scoreTrustSignal statusEvidenceAction
#1Browser Use logoBrowser UseAI Agents8777API/docs proof
API
8 adjacent
HKUDS/nanobotAI AgentsvLLMLLM ProvidersCopilotKitFrontendMLflowObservabilityOpenAI Codex CLIAI AgentsGitHub Agentic WorkflowsAI Agentsllama.cppLLM Providersn8nAgent Frameworks
Buyer shortlists are private by default. Vendors receive aggregate anonymous demand and proof gaps unless the buyer explicitly requests contact, demo help, credits, or procurement support.
4,899
485
Open source
ActionRail logo
ActionRail

Auth· actionrail.ai

Open source

Open-source runtime action-grounding framework that verifies proposed agent actions against live systems before execution.

37
2
Open source
Adeu logo
Adeu

Agent Frameworks· adeu.ai

Open source

Open-source DOCX-to-LLM translation layer, SDK, and MCP server for non-destructive Word editing and tracked-change redlining by AI agents.

161
24
Open source
Adside MCP logo
Adside MCP

Analytics· adside.ai

Commercial

Hosted MCP server that lets AI agents manage and inspect paid advertising workflows across Meta, LinkedIn, and Google Ads.

API available
Aether logo
Aether

Cloud Deploy· runaether.dev

Freemium

Cloud devboxes for running Claude Code, Codex, and OpenCode agents with visible terminals, previews, isolated execution, and PR verification.

API available
Aether Wealth MCP logo
Aether Wealth MCP

API Platforms· aetherwealth.ai

Freemium

Official MCP package for adding trades, alerts, market data, macro calendars, and indicators to AI assistants.

API available
AG-UI logo
AG-UI

Agent Frameworks· docs.ag-ui.com

Open source

Open agent-user interaction protocol for connecting AI agents to frontend applications with shared event and state primitives.

15,927
1,439
Open source
Agent Run logo
Agent Run

Agent Frameworks· github.com

Open source

Tiny Linux sandbox runner for executing Codex, Claude, OpenCode, and Pi coding agents inside bubblewrap isolation.

26
1
Open source
Agent Toolkit for AWS logo
Agent Toolkit for AWS

Cloud Deploy· aws.amazon.com

Free

AWS-managed MCP server, skills, plugins, and guardrails for coding agents that build, deploy, and operate AWS applications.

API available
Agent Zero logo
Agent Zero

AI Agents· agent-zero.ai

Open source

Open-source autonomous agent framework that runs agents in a Dockerized Linux environment with tools, skills, plugins, and OpenRouter-compatible model routing.

19,233
3,809
Open source
Agent2Agent Protocol JS SDK logo
Agent2Agent Protocol JS SDK

Agent Frameworks· a2a-protocol.org

Open source

Official JavaScript SDK for the Agent2Agent protocol, useful when builders need interoperable agent-to-agent communication in apps.

627
173
Open source
AgentAcct logo
AgentAcct

Observability· github.com

Open source

Local-first work-intelligence dashboard for coding agents that attributes tokens, estimated usage, tasks, and verified evidence from local session logs.

737
79
Open source
Show more products
Agentcard logo
Agentcard

Payments· agentcard.sh

Commercial

Card-issuing and payment infrastructure for AI agents with one-time cards, budgets, human approvals, fraud controls, API, CLI, and MCP access.

API available
AgentDock logo
AgentDock

Agent Frameworks· agentdock.ai

Open source

Open-source framework and runtime for building AI agents with tools, templates, and deployable agent workflows.

1,746
Agentic News MCP logo
Agentic News MCP

Agent Frameworks· agentic-news.ai

Freemium

MCP news-intelligence server with tools for personalized monitoring, briefings, and semantic search.

API available
Agentic Terminal Directory logo
Agentic Terminal Directory

Payments· agenticterminal.ai

Open source

Open directory of merchants accepting agentic payments over Lightning, L402, BOLT12, and USDT.

4
Open source
AgentOps logo
AgentOps

Observability· agentops.ai

Freemium

Developer platform for tracing, debugging, and deploying AI agents with SDK-based observability, session replay, and framework integrations.

5,829
AgentQL logo
AgentQL

AI Agents· agentql.com

Freemium

AgentQL provides a query language, APIs, SDKs, and Playwright integrations for letting AI agents reliably extract web data and interact with browser elements.

1,467
AgentScope logo
AgentScope

Agent Frameworks· agentscope.io

Open source

Agent framework for building and running observable, understandable, and controllable agent systems.

32,199
AgentTrust logo
AgentTrust

Auth· agenttrust.ai

Freemium

Agent identity, trust, A2A messaging, human-approval, and prompt-injection controls exposed through hosted MCP and APIs.

1
Agno logo
Agno

AI Agents· agno.com

Freemium

SDK and runtime for building agent platforms, multi-agent teams, and agentic workflows with control-plane operations.

42,276
AI Security Gateway logo
AI Security Gateway

Auth· aisecuritygateway.ai

Open source

Self-hosted AI and MCP security gateway for prompt-injection blocking, PII redaction, DLP policy, and multi-provider routing.

39
Aider logo
Aider

AI Agents· aider.chat

Open source

AI pair programming in the terminal for editing, debugging, and shipping code from an existing git repo with any major LLM provider.

49,068
Aidress logo
Aidress

API Platforms· api.aidress.ai

Open source

Open coordination and trust layer for autonomous agents with capability discovery, verification, matching, transactions, an SDK, API, and MCP server.

8
Aion 3.0 on OpenRouter logo
Aion 3.0 on OpenRouter

LLM Providers· openrouter.ai

Commercial

Aion Labs multi-model reasoning API available through OpenRouter with a 131,072-token context window and OpenAI-compatible vendor endpoints.

API available
Alluvia logo
Alluvia

Observability· github.com

Open source

Local-first CLI that mines Claude Code, Cursor, and ChatGPT histories into searchable engineering insights without uploading conversations.

2
Open source
Alpic logo
Alpic

Cloud Deploy· alpic.ai

Freemium

MCP-native cloud platform for deploying, testing, monitoring, authenticating, and distributing MCP servers and ChatGPT apps.

API available
AnomalyArmor logo
AnomalyArmor

Observability· anomalyarmor.ai

Freemium

Data observability platform with hosted and local MCP access for alerts, freshness, schema drift, lineage, and quality checks.

1
Open source
AnySearch logo
AnySearch

RAG Frameworks· anysearch.com

Freemium

Real-time structured search API and agent skill for web, code, academic, and multimodal retrieval.

6,209
API to MCP logo
API to MCP

Agent Frameworks· apitomcp.com

Freemium

Hosted platform for turning REST, GraphQL, SaaS, and internal APIs into authenticated MCP servers and agent tools.

API available
Apify MCP Server logo
Apify MCP Server

Agent Frameworks· apify.com

Open source

Official Apify MCP server that lets AI agents discover and run Apify Actors as tools for web automation, scraping, and data extraction workflows.

8,104
AppDeploy logo
AppDeploy

Cloud Deploy· appdeploy.ai

Freemium

Chat-native deployment platform that lets MCP-capable agents build, deploy, inspect, test, version, and roll back web applications.

API available
Arcade logo
Arcade

AI Agents· arcade.dev

Freemium

Tool-calling and MCP platform for production agents, with prebuilt tools and an open MCP server framework.

1,030
Argus HQ MCP logo
Argus HQ MCP

API Platforms· argushq.ai

Freemium

MCP-accessible API for searching public FDA enforcement records, warning letters, recalls, approvals, and Form 483 inspection data.

API available
Arkor logo
Arkor

Fine-tuning Tools· arkor.ai

Freemium

Open-source TypeScript framework and managed GPU workflow for fine-tuning open-weight models and deploying checkpoints as OpenAI-compatible endpoints.

143
Auralogs logo
Auralogs

Observability· auralogs.ai

Freemium

Agent-focused observability platform that exposes structured production logs and AI analyses to Codex, Claude, Cursor, and other clients through read-only MCP.

Open source
Auriko logo
Auriko

LLM APIs· auriko.ai

Freemium

LLM routing and usage-optimization API for switching models across providers with zero-markup plans, cache-aware routing, API reference, and model marketplace workflows.

API available
Authoryze logo
Authoryze

Payments· authoryze.ai

Custom

Authorization and control layer for AI agent payments with spending rules, approval flows, audit trails, and single-use virtual cards exposed through MCP.

API available
AxisRL logo
AxisRL

Fine-tuning Tools· xyz-lab.ai

Open source

Agentic reinforcement-learning post-training framework using SGLang rollouts, Megatron training, and real-world agent workflows.

979
Axtary logo
Axtary

Auth· axtary.com

Freemium

Content authorization layer for AI agents with policy controls for what agents can access and use.

API available
BAML logo
BAML

AI Agents· boundaryml.com

Open source

Open-source prompt engineering and schema tooling for reliable agent and LLM application development.

9,204
BaseRT logo
BaseRT

Model Hosting· docs.basecompute.co

Free

Open-source native Metal runtime for fast local LLM inference on Apple Silicon, with public benchmarks and technical documentation.

219
Baseten logo
Baseten

Cloud Deploy· baseten.co

Commercial

AI infrastructure platform for deploying and serving custom, fine-tuned, and open-source models in production.

1,203
BaseThread logo
BaseThread

RAG Frameworks· basethread.ai

Freemium

Shared team context graph exposed over MCP so coding assistants can read decisions and write activity without repeated re-explanation.

API available
Beam Cloud logo
Beam Cloud

Cloud Deploy· beam.cloud

Freemium

Serverless GPU platform for deploying AI workloads, scheduled jobs, APIs, and model-serving functions from Python.

1,778
BeeAI logo
BeeAI

Agent Frameworks· beeai.dev

Open source

BeeAI AgentStack is open infrastructure for building, deploying, and sharing AI agents without vendor lock-in, with docs and source code for agent runtime workflows.

1,162
BentoML logo
BentoML

Cloud Deploy· bentoml.com

Freemium

Platform and open-source framework for serving AI apps, model inference APIs, LLM apps, and job queues.

8,854
Better Auth logo
Better Auth

Auth· better-auth.com

Open source

Open-source TypeScript authentication framework for modern apps.

30,019
Biel.ai logo
Biel.ai

RAG Frameworks· biel.ai

Freemium

Hosted RAG layer and MCP server that gives IDEs and AI assistants source-cited access to indexed product documentation.

3
bolthub logo
bolthub

Payments· bolthub.ai

Freemium

Open SDK and MCP payment layer for charging agents per API or tool call with budgeted L402 Lightning settlement.

1
Open source
BossConsole logo
BossConsole

AI Dev Platforms· bossconsole.ai

Open source

Open-source native operator console for running coding agents with browser, terminal, editor, secrets, RBAC, and 100+ MCP tools.

763
BoundFlow logo
BoundFlow

Observability· boundflow.github.io

Open source

Open-source control plane for governed AI agent execution with lifecycle policies, approvals, durable runs, audit receipts, and observability.

7
Bowmark logo
Bowmark

AI Agents· bowmark.ai

Freemium

Browser-agent navigation recipe service that reduces repeated discovery steps and token use across common web products.

API available
Brain0 logo
Brain0

Auth· github.com

Open source

Local-first provenance and decision graph for AI-written code, linking commits to agent prompts with drift, DLP, memory, and signed attestations.

333
Braintrust logo
Braintrust

Observability· braintrustdata.com

Freemium

AI observability and evals platform for tracing production systems, running experiments, and catching regressions.

27
Browser Use logo
Browser Use

AI Agents· browser-use.com

Freemium

Browser automation framework and managed browser infrastructure for web agents, with an open-source library and hosted cloud execution.

115,598
Browserbase logo
Browserbase

Cloud Deploy· browserbase.com

Freemium

Cloud browser automation platform for web agents, scraping, testing, and MCP-powered browser sessions with managed browsers and SDKs.

64
Browserless logo
Browserless

Cloud Deploy· browserless.io

Freemium

Cloud and self-hosted headless browser infrastructure for browser automation, scraping, testing, and agent workflows.

13,702
ByteAsk logo
ByteAsk

AI Coding Agents· byteask.ai

Freemium

Terminal-native AI coding agent for C and C++ that edits code, runs compilers, sanitizers, debuggers, and tests, and exposes grounded embedded-reference tools over MCP.

API available
Cactus Hybrid logo
Cactus Hybrid

Model Hosting· github.com

Open source

Open-source hybrid on-device model system that returns calibrated confidence scores so applications can hand uncertain requests to larger cloud models.

266
Docs
Open
#2Agent Zero logoAgent ZeroAI Agents8376API/docs proof
APIDocs
Open
#3Aider logoAiderAI Agents8275API/docs proof
APIDocs
Open
#4Better Auth logoBetter AuthAuth8175API/docs proof
APIDocs
Open
#5AgentScope logoAgentScopeAgent Frameworks8074API/docs proof
APIDocs
Open
#6AG-UI logoAG-UIAgent Frameworks7974API/docs proof
APIDocs
Open
#7AgentOps logoAgentOpsObservability7975API/docs proof
APIDocs
Open
#8Browserless logoBrowserlessCloud Deploy7874API/docs proof
APIDocs
Open
131
Open source
625
Open source
171
Open source
3,540
Open source
1
Open source
5,973
Open source
2
Open source
4,977
Open source
1
Open source
358
Open source
281
Open source
113
Open source
15
Open source
23
Open source
493
Open source
16
Open source
126
API available
165
Open source
186
Open source
1,034
Open source
2,896
Open source
4
Open source
131
Open source
2
Open source
12
Open source
13
API available
12,717
Open source
17
API available
1,042
Open source
10
Open source