Head to head · Agent frameworks · October 2026 research run
BoxLang AI vs Mastra
Mastra scores 74.2 (BB) on agent readiness against BoxLang AI's 65.8 (B), and leads in 6 of 7 scored categories. Both do agent frameworks.
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Which one, for what
Best for Teams already running BoxLang or modernising CFML on the JVM who want agents, RAG and MCP with approval and guardrails in the same language
Also in its favour
- No key needed to call it
Watch for
Runs only on BoxLang, a JVM language, so it suits teams already on BoxLang or CFML rather than Python or TypeScript stacks
Mastra BB
Best for TypeScript teams that want agents, workflows, memory, evals and a local Studio in one framework.
Ahead on
- Reliability, 87 against 66
- Schema & documentation, 98 against 71
- Agent ergonomics, 92 against 74
- Payments & pricing, 60 against 50
- Maintenance & community, 96 against 83
Also in its favour
- Agent-ready, a grade of BB or better
Watch for
Malicious versions of Mastra npm packages, including @mastra/core 1.42.1, were published on 17 June 2026
Why the edge
Each category where one leads by five points or more, with the reason behind each side's score from its assessment. The numbers are in the table below; this is what they stand for.
Schema & documentation Mastra +27
BoxLang AI 71
Framework reading. A reference page for each built-in function with its arguments, and tool schemas generated from typed function arguments with required fields since 3.3.1. BoxLang is dynamically typed and no published API reference was found, though the repository builds DocBox API docs (15 of 25). llms.txt with about 150 entries and a Markdown copy of every page (10). The FAQ says when to use aiChat() or aiAgent() and the security guide says which guards to use when, though some FAQ links still say coming soon for pages that exist (14 of 20). Tool arguments are typed with required lists, and stdio options a server doesn't have throw InvalidArgument (11 of 15). About 100 example scripts in the repository and a gallery on ai.boxlang.io, but the production guide catches RateLimitException, TimeoutException and AuthenticationException, which the module's source never throws, and there is no exception reference (9 of 15). Keep a Changelog and a release-history page per version, but the 3.6.0 page still read unreleased on 1 November and two old versions appear twice in the changelog (12 of 15). 71 in all.
Mastra 98
Typed TypeScript API with a reference section (25). llms.txt with a when-to-use list and condensed instructions for coding agents (10). The docs say when to use durable agents, and point multi-agent users from .network() to supervisor agents (20). Tools take Zod schemas (15). Examples on every page, and MastraError with ids and categories documented, though errors are spread across pages (13). Per-package changelogs and migration guides (15).
Reliability Mastra +21
BoxLang AI 66
Read with the local-software lines. Official package on ForgeBox, installed with install-bx-module bx-ai or box install bx-ai, with BoxLang 1.14.0 or later in box.json and JDK 21 in CONTRIBUTING.md, but the 3.6 announcement says BoxLang 1.18 or later (18 of 20). tests.yml runs about 140 test classes against Ollama and the vector stores in Docker Compose, and against paid providers on development and releases, on pull requests and pushes to development. Whether runs pass wasn't read, since WebFetch refused github.com (15 of 25). Open issues and replies weren't read for the same reason. The changelog closes issues #182 to #259 in 3.3.1 to 3.4.0, and bugs also go to Ortus's Jira (10 of 25). Keep a Changelog with semantic versioning stated and Migration sections, but breaking changes ship in minor releases (8 of 15). 3.6.0, past 1.0 (15). 66 in all.
Mastra 87
Official npm packages, Node 22.13 or newer (20). Public CI workflows for unit, store, workspace and e2e tests; on 6 November the newest runs on main (Version Packages, Trigger Cloud Integration Tests) succeeded, while the test workflows themselves run on pull requests (22). 436 open issues and 795 open issues and pull requests on 6 November from GitHub's API, with 2,077 issues opened in the 90 days to 3 November; all 50 newest had a comment and 24 were closed, with issue-triage automation (18). A changesets CHANGELOG per package, a CI gate that needs approval for any major bump and migration guides, but no written versioning policy found, and .network() is deprecated without a removal date (12). 1.82.0 (15). 20+22+18+12+15 = 87, up from 74 on 6 October, when GitHub couldn't be read.
Agent ergonomics Mastra +18
BoxLang AI 74
Framework reading, scored on what a tool-calling agent with MCP takes. An agent with an MCP server is one aiAgent() call with mcpServers, and toolFilter and prefix limit what each server adds. Skills can load lazily, but autoLoadSkills is on by default and injects every SKILL.md under /.agents/skills into every agent (20 of 25). MaxToolCallsMiddleware caps tool calls, window and summary memory bound history by messages or tokens, withMaxResponseBytes caps MCP answers and listTools( cursor ) pages tools (17 of 20). Named exceptions (ProviderError, UnsupportedCapability, InvalidArgument, MCPCommandRefused, BXAI.SecurityViolation) but no reference page, and the changelog says a timed-out call still surfaces as a JSON parse error (12 of 20). RetryMiddleware with exponential backoff, approval resumes that don't replay the model call or rerun executed tools, and a stdio client that never repeats an in-flight call. MCP tool annotations such as readOnlyHint aren't read (15 of 20). An agent needs a name and works with defaults, and a mock provider runs with no key, but it is one language (10 of 15). 74 in all.
Mastra 92
An MCP client in about ten lines with listTools() for static or listToolsets() for per-request tools, and ToolSearchProcessor for loading tools on demand (25). Step limits, memory windows and processors such as a token limiter control what reaches the model (20). MastraError with ids and categories, and processors can abort with a reason the caller can read (17). Workflow step retries, snapshots and durable agents for resuming (20). create-mastra scaffolds a project and the model router takes a plain string, but it's TypeScript only (10).
Maintenance & community Mastra +13
BoxLang AI 83
3.6.0 on 2026-10-20 (30). Three releases in the 90 days to 1 November, 3.4.0 on 1 September, 3.5.0 on 11 September and 3.6.0 on 20 October (20). 79 commits on the development branch in those 90 days from Luis Majano, Doug Cain, Copilot and dependency bots, with pull requests up to #326 merged on 1 November. Issue reply times couldn't be read (10 of 25). The ForgeBox package is current at 3.6.0 (15). Dependabot for Gradle monthly and Actions quarterly, tests on pull requests and development, and a format check (8 of 10). 83 in all.
Mastra 96
@mastra/core 1.82.0 on 2026-11-04 (30). 27 stable releases in the 90 days to 6 November, 8 of them since 6 October (20). 436 open issues on 6 November, all 50 newest issues commented and 24 of them closed (22). Client, MCP and store packages are current, and @mastra/mcp 1.x stays supported beside 2.x (15). Renovate and CI configured, with the newest runs on main passing (9). 30+20+22+15+9 = 96.
Payments & pricing Mastra +10
BoxLang AI 50
Self-hosted rule, scored on the paid option. No payment protocol (0). BoxLang runtime plans are public without a login, Starter $749 a year and BoxLang+ and BoxLang++ from $1,999 to $4,999 a server or node a year, plan pricing rather than per unit (10). The Apache-2.0 module installs with no card (20) and no account or sign-up (20). 50 in all.
Mastra 60
No payment protocol (0). Scored on the hosted platform, whose per-unit prices are public without a login ($10 per 100K observability events and $0.35 a CPU hour on Starter) (20). The Apache 2.0 packages install with no card (20) and no account, and run any model (20).
Score by category
| Category | Weight this run | BoxLang AI | Mastra | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 66 | 87 | Mastra +21 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 71 | 98 | Mastra +27 |
| Agent ergonomics | 13%16.2 | 74 | 92 | Mastra +18 |
| Security & auth | 14%17.5 | 71 | 67 | BoxLang AI +4 |
| Payments & pricing | 10%12.5 | 50 | 60 | Mastra +10 |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 83 | 96 | Mastra +13 |
| Transparency & trust | 7%8.8 | 70 | 72 | Mastra +2 |
| Negative events | ≤15 | -3 | -8 | |
| Total | B 65.8/100 | BB 74.2/100 |
Facts side by side
| Fact | BoxLang AI | Mastra |
|---|---|---|
| Kind | Agent framework | Agent framework |
| Vendor | Ortus Solutions | Kepler Software, Inc. |
| Hosted endpoint | no (local only) | no (local only) |
| Transports | ||
| Auth | None | API key |
| Pricing | Free | Free |
| x402 | no | no |
| Licence | Apache-2.0 | Apache-2.0 for the core. Code under ee/ directories is source-available under the Mastra Enterprise License, free for development and testing |
| Read-only variant documented | no | no |
| llms.txt | yes | yes |
| Last release | 2026-10-20 | 2026-11-04 |
| Terms last updated | no date given | 2026-10-26 |
| Privacy policy last updated | no date given | no date given |
| Customer content may train models | not found in the text | yes |
| Terms restrict automated access | not found in the text | yes |
| Terms restrict benchmarking | not found in the text | not found in the text |
| Terms or service can change without notice | not found in the text | yes |
| Arbitration or class-action waiver | not found in the text | yes |
| Popularity | none | 29k stars, 3.1M npm/wk |
Verdicts
BoxLang AI
A JVM agent framework with human approval, guardrail middleware and an MCP client over HTTP and stdio, all enforced in code, with three releases in the 90 days to 1 November 2026. It runs only on BoxLang, the stronger guards are opt-in, and minor releases have renamed public classes without a deprecation period.
Mastra
A TypeScript framework with agents, workflows with suspend and resume, memory, an MCP client and server, per-server tool approval and built-in guardrail processors including a prompt-injection detector. On 17 June 2026 malicious versions of its npm packages were published, and the CLI, server and Studio send usage analytics by default, with token counts every 15 minutes.
Before you call either
BoxLang AI
- Set
mcp.stdio.allowedCommandsto the executables you need. The default empty list lets any command start as a stdio MCP server. - Pass
allowedPathswhen you create FileSystemTools. With none, its tools can read, write and delete anywhere the JVM user can. - Attach HumanInTheLoopMiddleware with a checkpointer for tools that write or spend. Approval is opt-in.
- Create MCP clients with
MCP()rather than the class, since 3.6.0 renamed MCPClient to MCPHttpClient without an alias. - Use the
mockprovider to test agent wiring and guardrails with no API key or network.
Mastra
- Set MASTRA_TELEMETRY_DISABLED=1 in every environment that runs the CLI, the server or Studio
- Pin exact versions with a lockfile, and make sure no 17 June 2026 release such as @mastra/core 1.42.1 is installed
- Set requireToolApproval on MCP servers that write, and allowedHosts when server URLs come from configuration
- Add PromptInjectionDetector as an input processor when tools return web or user content
- Use supervisor agents through generate() or stream().
.network()is deprecated
Questions
Which is better for AI agents, BoxLang AI or Mastra?
Mastra scores 74.2 (BB) on agent readiness against BoxLang AI's 65.8 (B), and leads in 6 of 7 scored categories.
Are BoxLang AI and Mastra open source?
Yes. BoxLang AI is open source (Apache-2.0). Mastra is open source (Apache-2.0 for the core. Code under ee/ directories is source-available under the Mastra Enterprise License, free for development and testing).
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- BoxLang AI vs AI SDK
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- Cursor Agent SDK vs Mastra
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- guilds.run vs Mastra
- LangGraph vs Mastra
- LlamaIndex Framework vs Mastra
- Mastra vs Microsoft Agent Framework
- Mastra vs OpenAI Agents SDK
- Mastra vs Pydantic AI
- Mastra vs smolagents
- Mastra vs Strands Agents
- Mastra vs TradingAgents
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Machine-readable
- This page as Markdown
/compare/boxlang-ai-vs-mastra.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/boxlang-ai.json·/api/v1/tools/mastra.json - From a terminal
anchor compare boxlang-ai mastra(the CLI) - Over MCP
compare_tools {"a": "boxlang-ai", "b": "mastra"}at/mcp, no key