aci
MCP ServerFreeACI.dev is the open source tool-calling platform that hooks up 600+ tools into any agentic IDE or custom AI agent through direct function calling or a unified MCP server. The birthplace of VibeOps.
Capabilities12 decomposed
unified mcp server for agentic ide integration
Medium confidenceExposes 600+ pre-built tool integrations through a single Model Context Protocol (MCP) server that directly connects to agentic IDEs like Cursor and Windsurf without requiring custom configuration per tool. The MCP server dynamically discovers available functions from functions.json metadata files and handles OAuth2 token management transparently, allowing agents to call external APIs with authenticated credentials automatically managed by the SecurityCredentialsManager and OAuth2Manager components.
Centralizes 600+ tool integrations behind a single MCP server with transparent OAuth2 credential management via SecurityCredentialsManager, eliminating per-tool configuration in IDEs. Uses hierarchical organization/project/agent structure to enforce fine-grained permissions through natural language custom instructions rather than role-based access control.
Faster IDE integration than building custom MCP servers for each tool because it leverages pre-built connectors and handles authentication server-side, reducing IDE-side complexity to zero.
multi-tenant oauth2 credential management with automatic token refresh
Medium confidenceManages per-user OAuth2 flows and API key storage across 600+ integrated services through the OAuth2Manager and SecurityCredentialsManager components, which handle token acquisition, refresh, and rotation automatically. The LinkedAccount model stores encrypted credentials in the database with automatic token refresh triggered before expiration, eliminating manual credential management for developers and ensuring agents always have valid authentication without interrupting execution.
Implements automatic token refresh via OAuth2Manager that proactively refreshes tokens before expiration based on service-specific refresh windows, preventing runtime auth failures. Uses LinkedAccount model to support multiple accounts per user per service, enabling agents to switch between different user contexts (e.g., multiple Gmail accounts) without re-authentication.
More reliable than agent-side token management because refresh happens server-side with guaranteed uptime, and more flexible than static API key storage because it supports OAuth2 services that require periodic token rotation.
function execution pipeline with schema validation and error handling
Medium confidenceImplements a robust function execution pipeline (backend/app/services/) that validates incoming function calls against JSON schemas defined in functions.json, performs type checking and parameter coercion, evaluates project-level permissions, manages credential lookup and OAuth2 token refresh, and routes calls to the appropriate connector implementation. The pipeline includes comprehensive error handling with structured error responses, automatic retry logic for transient failures, and execution logging for audit trails.
Implements a comprehensive execution pipeline that combines schema validation, permission checking, credential management, and error handling in a single flow, ensuring that function calls are safe, authenticated, and logged. Pipeline is service-agnostic, applying the same validation and error handling logic to all 600+ connectors.
More robust than agent-side error handling because validation and retries happen at the platform level, and more auditable than direct API calls because all executions are logged with full context.
linked accounts system for multi-account per-service support
Medium confidenceEnables users to link multiple accounts for the same service (e.g., multiple Gmail accounts, multiple Slack workspaces) through the LinkedAccount model and OAuth2Manager, allowing agents to switch between different user contexts without re-authentication. The system stores encrypted credentials per linked account, tracks which account is active for each agent or project, and automatically selects the correct credentials when executing functions.
Supports multiple linked accounts per user per service through the LinkedAccount model, enabling agents to operate across multiple user contexts (e.g., multiple Gmail accounts) without re-authentication. Account selection is explicit and can be controlled by agents or configured at the project level.
More flexible than single-account-per-service systems because it supports multiple contexts, and more secure than sharing credentials across users because each linked account is encrypted and isolated.
dynamic function discovery and schema-based tool calling
Medium confidenceEnables agents to discover available tool capabilities at runtime by parsing functions.json metadata files that define function signatures, parameters, descriptions, and authentication requirements without hardcoding. The function execution pipeline in backend/app/services/ validates incoming function calls against these schemas, performs type checking, and routes calls to the appropriate connector implementation, supporting both direct function calling and MCP-based invocation with automatic parameter validation.
Uses declarative functions.json files as the source of truth for tool capabilities, enabling agents to discover functions without hardcoding and allowing new tools to be added by simply adding a new connector directory with a functions.json file. Schema-based validation in the function execution pipeline ensures type safety before calling external APIs.
More maintainable than hardcoded tool lists because schema changes only require updating functions.json, and more flexible than static tool registries because new tools can be discovered at runtime without agent redeployment.
project-level natural language permission control
Medium confidenceEnforces fine-grained access control through project-level custom instructions that define what agents can and cannot do using natural language constraints rather than role-based access control. These instructions are evaluated during function execution to determine if a requested operation is permitted, allowing developers to write policies like 'agents can only read emails, not send them' or 'agents cannot delete resources' without implementing custom authorization logic.
Uses natural language custom instructions as the policy mechanism rather than role-based access control, allowing non-technical stakeholders to define agent permissions without code. Policies are evaluated at the project level, applying uniformly to all agents in that project while supporting per-agent overrides through agent-specific instructions.
More flexible than role-based access control because policies can express complex business logic (e.g., 'only allow deployments on Fridays'), and more maintainable than code-based authorization because policies are readable and auditable without requiring code review.
framework-agnostic python and typescript sdks for direct function calling
Medium confidenceProvides native SDKs for Python and TypeScript that enable direct function calling without MCP, allowing developers to integrate ACI.dev into any LLM framework (LangChain, CrewAI, custom implementations) by instantiating an ACI client and calling functions directly. The SDKs handle credential lookup, OAuth2 token management, and function routing transparently, exposing a simple API like `aci.call('service.function', params)` that abstracts away authentication and service discovery complexity.
Provides language-native SDKs (Python and TypeScript) that abstract away MCP protocol complexity, allowing developers to use ACI.dev as a simple function-calling library within any framework. SDKs handle credential lookup from LinkedAccount storage and OAuth2 token refresh automatically, requiring only a single API key or OAuth2 credential per user.
Simpler to integrate than MCP for framework-based agents because it requires no protocol implementation, and more flexible than REST APIs because SDKs provide type-safe function calling with automatic parameter validation.
hierarchical organization, project, and agent management with quota enforcement
Medium confidenceOrganizes users, tools, and permissions through a three-level hierarchy (Organization → Project → Agent) with quota enforcement via the QuotaManager component that tracks and limits function calls, API usage, and resource consumption per organization or project. The hierarchical structure enables multi-tenant isolation, allowing organizations to manage multiple projects with different agents while enforcing shared quotas and billing across the entire organization.
Implements a three-level hierarchy (Organization → Project → Agent) with quota enforcement at each level, enabling organizations to manage multiple projects with different agents while enforcing shared quotas. QuotaManager component provides real-time quota tracking and enforcement, preventing function calls that would exceed limits.
More granular than simple per-user quotas because it supports per-project and per-organization limits, and more flexible than static quota allocation because quotas can be adjusted dynamically without redeploying agents.
600+ pre-built service connectors with standardized integration patterns
Medium confidenceProvides ready-to-use connectors for 600+ external services (Vercel, Supabase, Cloudflare, Gmail, Slack, Notion, etc.) located in backend/app/connectors/ that implement standardized integration patterns including authentication, API client initialization, error handling, and function wrapping. Each connector exposes a set of functions defined in functions.json that agents can call directly, eliminating the need for developers to implement OAuth flows, API clients, or error handling for each service.
Provides 600+ pre-built connectors with standardized patterns (OAuth2Manager, SecurityCredentialsManager, error handling) that eliminate per-service boilerplate. Each connector is self-contained in backend/app/connectors/ with its own functions.json, allowing new connectors to be added without modifying core platform code.
Faster to integrate than building custom API clients because connectors handle authentication and error handling, and more maintainable than monolithic API client libraries because each connector is isolated and can be updated independently.
vibeops devops workflow automation through agentic ide integration
Medium confidenceEnables automation of DevOps workflows by connecting agentic IDEs (Cursor, Windsurf) to deployment and infrastructure platforms through ACI.dev connectors for services like Vercel, Cloudflare, and AWS. Agents can read deployment status, trigger deployments, manage infrastructure, and execute operational tasks directly from the IDE, turning the IDE into an operational control center where developers can ask agents to 'deploy the latest version' or 'scale up the database' in natural language.
Integrates DevOps platforms directly into agentic IDEs through ACI.dev connectors, allowing agents to execute deployment and infrastructure operations from the IDE without context switching. Supports natural language commands that are translated to API calls by the agent, making DevOps operations accessible to non-infrastructure specialists.
More integrated than separate deployment tools because operations happen in the IDE where developers are already working, and more flexible than CI/CD pipelines because agents can make runtime decisions about deployments based on code changes and system state.
developer portal with agent playground and usage analytics
Medium confidenceProvides a web-based developer portal (frontend/) where developers can configure projects, manage linked accounts, test functions in an interactive agent playground, and view usage logs and analytics. The portal includes UI components for OAuth2 account linking, function testing with parameter input, execution history tracking, and quota usage visualization, enabling developers to debug agent behavior and monitor tool usage without writing code.
Provides an interactive agent playground where developers can test functions with real parameters and see execution results immediately, reducing the feedback loop for debugging tool integrations. Portal integrates OAuth2 account linking UI, function testing, and usage analytics in a single interface, eliminating the need for separate tools.
More user-friendly than CLI-based testing because it provides visual feedback and parameter input forms, and more comprehensive than simple API documentation because it includes interactive testing and usage analytics.
cli tool for local development and agent management
Medium confidenceProvides a command-line interface (CLI) for local development workflows including agent creation, project configuration, function testing, and credential management. The CLI enables developers to manage ACI.dev resources without the web portal, supporting headless environments and CI/CD pipelines, with commands like `aci agent create`, `aci function test`, and `aci account link` that map to backend API endpoints.
Provides a CLI that mirrors web portal functionality, enabling developers to manage agents and test functions from the command line without browser interaction. CLI supports both interactive and non-interactive modes, making it suitable for both local development and CI/CD automation.
More scriptable than the web portal because CLI commands can be chained and integrated into CI/CD pipelines, and more accessible than REST APIs because it provides a higher-level interface with sensible defaults.
Capabilities are decomposed by AI analysis. Each maps to specific user intents and improves with match feedback.
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Best For
- ✓developers using Cursor or Windsurf who want instant tool access
- ✓teams building AI agents that need multi-service integration without infrastructure overhead
- ✓solo developers prototyping agentic workflows quickly
- ✓teams building multi-tenant AI agent platforms
- ✓developers integrating with OAuth2-protected APIs at scale
- ✓applications requiring per-user credential isolation
- ✓teams that need reliable function execution with automatic retries
- ✓organizations with compliance requirements for execution logging and auditing
Known Limitations
- ⚠MCP server requires active network connection to ACI.dev backend for credential validation
- ⚠Tool availability depends on pre-built connectors in backend/app/connectors/ — custom integrations require connector implementation
- ⚠Token refresh latency adds ~100-200ms per function call for OAuth-based services
- ⚠Token refresh requires active backend connectivity — offline agents cannot refresh expired tokens
- ⚠OAuth2 flow requires user interaction for initial authorization, adding ~30-60 seconds to first-time setup
- ⚠Credential storage depends on database encryption — security is only as strong as the backend's key management
Requirements
Input / Output
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Repository Details
Last commit: Jan 8, 2026
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ACI.dev is the open source tool-calling platform that hooks up 600+ tools into any agentic IDE or custom AI agent through direct function calling or a unified MCP server. The birthplace of VibeOps.
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