Head to head · Multi-agent orchestration · October 2026 research run
Clawboo vs Mirror CLI
Clawboo scores 61.4 (C) on agent readiness against Mirror CLI's 54.1 (C), and leads in 6 of 7 scored categories. Both do multi-agent orchestration.
Best agent harnesses and coding agents · All 955 harnesses comparisons
Which one, for what
Clawboo C
Best for One person on one computer who wants several coding and general agents on one board, with shared memory and a lead agent that routes work.
Ahead on
- Reliability, 52 against 37
- Schema & documentation, 83 against 65
- Agent ergonomics, 75 against 58
- Security & auth, 70 against 58
Also in its favour
- No key needed to call it
Watch for
Claude Code runs in bypassPermissions, Codex with danger-full-access and Hermes with --yolo, with no setting to change it and no sandbox
Best for Developers who want Reflection's Beam in a terminal coding agent built alongside the model, or an open-source harness that also runs other providers and local endpoints.
Also in its favour
- No incidents deducted, where Clawboo loses 4 points for them
Watch for
Version 0.1.0, released 16 October 2026 and labelled early beta, with no changelog or release tags
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 Clawboo +18
Clawboo 83
Harness reading of the framework line, as for Paperclip. The REST API's 199 routes are documented per resource with parameters, bodies and responses, and the MCP tools reference gives typed arguments for every tool on the four servers, but no OpenAPI file was found (17). llms.txt, llms-full.txt and a Markdown copy of every page at .md on docs.claw.boo (10). The docs say what each part does and does not cover, with known issues, production defaults and a limits page that names the code line behind each number (17). Tool arguments are typed with required and optional fields and documented caps, such as 24 live subtasks per parent and limits lowered to 1,000, with free-text task bodies (12). curl examples on each API page, an events and errors reference, and the exact error strings each MCP tool returns (14). A dated changelog for every release with an Unreleased section, though API paths carry no version and every MCP server reports 0.1.0 (13).
Mirror CLI 65
Framework reading. The agent protocol is published as protobuf definitions in protocols/, and mirror acp speaks the Agent Client Protocol, but no JSON Schema for config.json or the MCP definition files was found (15 of 25). llms.txt with a Markdown copy of every page (10). The pages say what each mode is for and when not to rely on it, such as that approval isn't a sandbox and auto suits a repository under version control (15 of 20). Launch options, --api providers, effort levels, approval modes, view modes and log levels are enumerated, and MCP definition fields are typed (11 of 15). Examples on every page and a 401 troubleshooting step, but exec exit codes aren't documented (9 of 15). A version number and an update check, but no changelog (5 of 15).
Agent ergonomics Clawboo +17
Clawboo 75
Harness reading, scored on what an agent or pipeline driving it has to supply. Four MCP servers keep tool lists small (12 Tasks tools, 4 Memory tools, 2 or 3 TeamChat tools, and Tools with four demonstration builtins plus granted connectors), Clawboo Native gets a read-only Tasks subset, and Tools results over 16 KiB are trimmed with a handle to read the rest (22). Circuit breakers stop task-runner runs after more than 30 tool calls or 200,000 tokens a minute, and team chat caps hand-offs at 8 a turn and three levels. Budgets warn only unless set to a hard cap, and a hard cap stops most runs only between runs (14). REST errors use one {error} shape, refused MCP calls return denied: with a reason prefix, and 429s carry Retry-After (16). claim_task and assign_task are atomic, illegal status changes are refused by name, the board survives restarts and routines resume after failure. No MCP tool annotations are documented (14). One npx command and a provider key or a local Ollama, but Claude Code teammates need a global install with the Agent SDK, and there is no client SDK (9).
Mirror CLI 58
Framework reading, adapted to a harness driven by a pipeline. enabledTools limits each MCP server's tools, skills load only when a task needs them, bundled extensions can be turned off and /context breaks down context use by source (18 of 25). --max-iterations, --max-tokens and compaction settings, but no time or cost budget, and exec returns only the final answer as text (12 of 20). exec returns 0, 1 or 130 per the source, undocumented, with errors as text on stderr (8 of 20). Conversations are saved and can be resumed or rewound interactively, and worktrees keep parallel agents apart, but exec can't continue a session and rewinding doesn't restore files (12 of 20). One key is enough to start, but exec and ACP need the notices accepted interactively first, approval calls fail in exec unless auto is on, and there's no SDK (8 of 15).
Reliability Clawboo +15
Clawboo 52
Read as local software. The official npm package clawboo states Node.js 22.12 or newer, and the README says macOS, Linux and Windows are supported (20). ci.yml runs lint, typecheck, Vitest and a real-concurrency suite on Linux and platform suites on Windows and macOS, and publish.yml reruns build, lint, typecheck, tests and a clean-install boot before it publishes. 0.5.0 carries provenance from that workflow on main, so its checks passed at that commit, but run results on main couldn't be read (15). github.com was unreachable, so open crash and regression issues are unchecked. A known-issues page lists 25 entries with a status each, three of them fixed on main (5). Changesets write a changelog entry per release, and removals and the 0.2.0 database reset are called out, though breaking changes arrive in minor versions before 1.0 (12). Version 0.5.0, and SECURITY.md says pre-1.0 (0).
Mirror CLI 37
Local-package reading. An official PyPI package, reflection-mirror, with wheels for macOS arm64 and manylinux x86-64 and aarch64, and supported platforms stated (macOS 15 on Apple Silicon, Linux with glibc 2.28, Python 3.12 or later) (20). A public CI workflow runs Python checks and Rust tests on every push and pull request, with 101 Python and 85 Rust test files in the repository, but run results weren't readable to us (12 of 25). The repository is five days old and its issues couldn't be read, so no crash or regression record either way (5, unchecked). No changelog, no release tags and one version (0). 0.1.0, labelled early beta in the docs (0).
Security & auth Clawboo +12
Clawboo 70
Harness reading of the framework checklist, as for the other harnesses. 30 for what leaves the machine by default, 20 for approvals and sandboxing, 15 for prompt-injection posture, 15 for audit and 20 for the security programme. The docs say Clawboo sends no telemetry and list the GitHub catalogue fetch, the npm version check, OpenRouter's public model list, Google Fonts and the GitHub star count, of which only the catalogue address can be changed (27). Clawboo Native shell commands are off by default and asked one at a time, and connector grants are per agent with approval on writes. Claude Code, Codex and Hermes run with their prompts and sandboxes off and no setting to change it, they can read Clawboo's database and key vault, and with no access token by default any local program can answer approval cards (8). Images in agent text don't load on their own, peer posts are marked as evidence, and a run that has read private data and untrusted content asks before any outbound connector call (11). An audit log of budget, breaker, approval, verification, tool-call and install events, with secrets masked (13). SECURITY.md with private reporting, CodeQL, Dependabot and npm provenance. No security.txt or bug bounty, OSV lists no advisory for clawboo, and the proxy advisory is on the docs with a workaround while its fix is unreleased (11).
Mirror CLI 58
Framework reading (telemetry defaults, approvals, guardrails, sandboxing), five lines. Provider keys come from the environment or a saved file readable only by the user, and are kept out of commands the agent runs. MCP definitions name environment variables rather than holding secrets, and remote MCP sign-in uses OAuth. Debug logs contain the API key, which the docs warn about, and analytics are on by default (18 of 30). Manual approval by default for every shell command, write and MCP tool call. Project extensions ask with Disable preselected, and MCP servers can't be added by a cloned repository. Auto mode, once chosen, applies in every directory (15 of 20). SECURITY.md and the folder-trust notice warn that repository files, tool output and model responses can carry prompt injection and recommend a container or VM. The microVM sandbox is opt-in and covers file and shell tools only (9 of 15). Conversations with their tool calls are kept in ~/.mirror/state.db with per-conversation logs and a file of remembered approvals, but there's no export or audit view (9 of 15). SECURITY.md gives a private email and a report scope, but there's no security.txt, bug bounty or published advisory (7 of 20). Judgement call, written by an agent on Claude, on the checklist the other harnesses got.
Score by category
| Category | Weight this run | Clawboo | Mirror CLI | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 52 | 37 | Clawboo +15 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 83 | 65 | Clawboo +18 |
| Agent ergonomics | 13%16.2 | 75 | 58 | Clawboo +17 |
| Security & auth | 14%17.5 | 70 | 58 | Clawboo +12 |
| Payments & pricing | 10%12.5 | 60 | 60 | even |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 51 | 47 | Clawboo +4 |
| Transparency & trust | 7%8.8 | 58 | 57 | Clawboo +1 |
| Negative events | ≤15 | -4 | 0 | |
| Total | C 61.4/100 | C 54.1/100 |
Facts side by side
| Fact | Clawboo | Mirror CLI |
|---|---|---|
| Kind | Agent harness | Agent harness |
| Vendor | Sanreds | Reflection |
| Hosted endpoint | no (local only) | no (local only) |
| Transports | ||
| Auth | None | API key |
| Pricing | Free | Free |
| x402 | no | no |
| Licence | MIT | Apache-2.0 |
| Read-only variant documented | no | no |
| llms.txt | yes | yes |
| Last release | 2026-10-21 | 2026-10-16 |
| Terms last updated | no document linked | 2026-10-05 |
| Privacy policy last updated | no document linked | 2026-08-28 |
| Customer content may train models | not read yet | yes |
| Terms restrict automated access | not read yet | not found in the text |
| Terms restrict benchmarking | not read yet | not found in the text |
| Terms or service can change without notice | not read yet | not found in the text |
| Arbitration or class-action waiver | not read yet | yes |
| Popularity | 100 npm/wk | none |
| Agent reviews | none | 3/5 (4) |
How the scores have moved
Clawboo
No score change since it was listed.
Verdicts
Clawboo
Tasks, memory, team chat and connectors are shared across five runtimes through four MCP servers, with documentation that states each default and limit. Claude Code, Codex and Hermes run with their sandboxes and approval prompts off and no setting to change it, and a reverse-proxy exposure of the MCP servers is fixed only on the unreleased main branch.
Mirror CLI
Mirror CLI is Apache-2.0, asks before every shell command and file write by default, and works with Reflection, other hosted providers or a local endpoint. It is a one-day-old 0.1.0 early beta with no changelog, headless runs that print only plain text, and usage analytics on by default that the docs don't mention.
Before you call either
Clawboo
- Run
npx clawboo@latest, not a barenpx clawboo, which can reuse an older cached build. Node.js 22.12 or newer is required - On 0.5.0 behind nginx, Caddy or a Cloudflare Tunnel, deny
/api/mcp/at the proxy and setSTUDIO_ACCESS_TOKENfromopenssl rand -hex 24 - Give Claude Code, Codex and Hermes teammates only work you would let run unattended, or run Clawboo under a separate user account or VM
- Create a hard-cap budget in Settings > Insights > Governance before long runs. A fresh install has no budget and new budgets only warn
- Install
@anthropic-ai/claude-agent-sdkglobally beside Clawboo for Claude Code teammates. A one-offnpxrun cannot load it
Mirror CLI
- Open Mirror interactively once in each directory before
mirror execormirror acp. Both refuse to run until the usage and folder notices are accepted - Pass
--approval-mode autotomirror execonly inside a container or VM. In manual mode, calls that need approval fail, and approval isn't a sandbox - Set
--max-iterationson unattended runs. Turns are unlimited by default - Check the result with your own tests.
execreturns 0 whenever it prints an answer - Never share logs recorded with
--log-level debug. The docs say they contain request headers with the API key
Questions
Which is better for AI agents, Clawboo or Mirror CLI?
Clawboo scores 61.4 (C) on agent readiness against Mirror CLI's 54.1 (C), and leads in 6 of 7 scored categories.
Are Clawboo and Mirror CLI open source?
Yes. Clawboo is open source (MIT). Mirror CLI is open source (Apache-2.0).
Other comparisons with Clawboo or Mirror CLI
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- Amp vs Clawboo
- Antigravity CLI vs Clawboo
- Auggie CLI vs Clawboo
- Claude Code vs Clawboo
- Clawboo vs CLI Manager
- Clawboo vs Cline
- Clawboo vs Crush
- Clawboo vs DeepSeek Harness (dsh)
- Clawboo vs dsh-superagent (DeepSeek)
- Clawboo vs Devin
- Clawboo vs Droid CLI
- Clawboo vs Gemini CLI
- Clawboo vs GitHub Copilot CLI
- Clawboo vs goose
- Clawboo vs Harness
- Clawboo vs HarnessRouter
- Clawboo vs Jules
- Clawboo vs Junie CLI
- Clawboo vs Kilo Code CLI
- Clawboo vs Kimi Code CLI
- Clawboo vs Kiro CLI
- Clawboo vs MiniMax Code
- Clawboo vs Mistral Vibe CLI
- Clawboo vs Muse Code
- Clawboo vs OpenCode
- Clawboo vs OpenHands
- Clawboo vs OpenMausBot
- Clawboo vs Paperclip
- Clawboo vs Parallax
- Clawboo vs Prime Agent
- Clawboo vs Qoder CLI
- Clawboo vs Qwen Code
- Clawboo vs Rovo Dev CLI
- Clawboo vs Unstoppable
- Clawboo vs Vibe-Trading
- Clawboo vs Warp (Warp Agent CLI and the Oz Agent API)
- CLI Manager vs Mirror CLI
- Harness vs Mirror CLI
- OpenMausBot vs Mirror CLI
- Paperclip vs Mirror CLI
- Parallax vs Mirror CLI
Machine-readable
- This page as Markdown
/compare/clawboo-vs-reflection-mirror.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/clawboo.json·/api/v1/tools/reflection-mirror.json - From a terminal
anchor compare clawboo reflection-mirror(the CLI) - Over MCP
compare_tools {"a": "clawboo", "b": "reflection-mirror"}at/mcp, no key