Atlas / Skills / buzburg / SwarmMojo

SwarmMojoBLOCK

skills/buzburg/swarmmojo

Full-fledged local-first AI agent harness combining ROMS (RAG, OKF, MCP, Skills), Decision AI, correction memory, and reviewable workflow preparation.

Verdict
BLOCK
Grade
F
Trust score
49 /100
Version
—
Hosts
3 documented
License
Apache-2.0
Stars
1
01

Overview

From the repository's own README, as read at the audited commit. Badges and raw HTML are left out.

[!NOTE] In Plain English: When running multiple autonomous AI agents locally, developers constantly face three painful bottlenecks: sluggish runtimes that burn memory, chaotic multi-agent loops that hallucinate and overwrite each other's files, and context bloat from massive logs and unindexed tools. SwarmMojo is a unified, local-first meta-harness engineered for maximum speed, strict determinism, and zero cloud dependency. Powered by 21 specialized engines accelerated by native Mojo SIMD and Python, SwarmMojo coordinates autonomous coding, enterprise UI design, multimodal studio production, human-grade prose authoring, DAG workflow automation, and 24/7 personal executive assistance. With mathematical drift guardrails (<65°), microsecond symbol indexing (<20 μs), content-addressed snapshot rollbacks, and offline workflow rehearsals, SwarmMojo delivers sovereign, enterprise-grade AI execution directly on your local machine.

A unified, local-first AI agent harness combining decision intelligence, specialist reviews, workflow rehearsal, and universal agent configuration.

SwarmMojo brings together three core pillars:

  1. ROMS Engine: Decision AI, RAG retrieval, Open Knowledge Files (OKF), SQLite-Vec, MCP tools, and skills to prepare bounded, reviewable actions.
  2. Swarm Mojo (Aeon): Source-grounded specialist reviews, TriggerTangle workflow rehearsal, bounded execution, and optional mSGL inference adapters.
  3. PolyHarness: Universal transpiler and package manager for AI agent configurations (compiling to CLAUDE.md, AGENTS.md, dsh.config.json, .cursorrules, scoped .cursor/rules/*.mdc, .claude/rules/*.md, MCP registries, and deterministic pre-commit guardrails).

The portable Python path is used on Windows and Linux. Omarchy is an optional integration; it is not required to use SwarmMojo.

Core Pillars & Capabilities

Read from source at commit 0ae753cbd911OBSERVED · 2026-10-10
02

Host compatibility

What the documentation claims. We have not run a compatibility test.

HostStatusNotes
claude-codementioned
cursormentioned
windsurfmentioned
03

Trust audit

BLOCKgrade F · trust 49/100 Do not install this without reading the findings. The audit found something that could harm you or your machine.

LayerWhat it checksResult
L0Provenance & inventoryPASS
L1Static analysis of the codeFAIL
L2Instruction surface (what it tells the agent)PASS
L3Class-specific surfaceWARN
L4Behavioural (sandbox)SKIPPED

What the source does

Filesystem
declared (11 observation(s))
Network
declared (15 observation(s))
Shell
declared (7 observation(s))
Dependencies
not all pinned
Secrets in source
found

Findings (25)

HIGHCode injection · code.eval_exec · CWE-78, CWE-94, CWE-95
app/ast_validator.py:22
"eval": "Use of eval() is strictly forbidden in sandbox tasks.",
Why it matters. evaluates text as code
Fix. remove; use a parser or a dispatch table
HIGHCode injection · code.eval_exec · CWE-78, CWE-94, CWE-95
app/ast_validator.py:23
"exec": "Use of exec() is strictly forbidden in sandbox tasks.",
Why it matters. evaluates text as code
Fix. remove; use a parser or a dispatch table
HIGHFilesystem / path · fs.credential_store · CWE-22, CWE-59
app/source_library.py:25
'id_rsa', 'id_ed25519', '.npmrc', '.pypirc', 'runtime.env'}
Why it matters. touches a credential store
MEDIUMCode injection · code.dynamic_import · CWE-78, CWE-94, CWE-95
app/sandbox_worker.py:57
mod = importlib.import_module(module_name)
MEDIUMFilesystem / path · fs.system_paths · CWE-22, CWE-59
app/ast_validator.py:36
r"/etc/shadow",           # System shadow
MEDIUMFilesystem / path · fs.system_paths · CWE-22, CWE-59
app/ast_validator.py:37
r"/etc/passwd",           # System passwd
MEDIUMFilesystem / path · fs.system_paths · CWE-22, CWE-59
scripts/check_source_intake.py:12
result = subprocess.run(['/usr/local/bin/goose', *args], capture_output=True,
MEDIUMFilesystem / path · fs.system_paths · CWE-22, CWE-59
scripts/check_source_intake.py:44
subprocess.run(['/usr/local/bin/goose', '--remove-source', source_id], check=True, timeout=30)
MEDIUMFilesystem / path · fs.system_paths · CWE-22, CWE-59
scripts/goose.py:143
subprocess.run(['/usr/local/bin/goose', {'/project': '--project-workshop', '/system': '--system', '/voice': '--voice'}[prompt]], check=False)
MEDIUMNetwork egress · net.beacon_words · CWE-200, CWE-319
app/engines/writer.py:65
"beacon of",
MEDIUMNetwork egress · net.beacon_words · CWE-200, CWE-319
app/engines/writer.py:78
"tapestry", "delve", "beacon", "groundbreaking", "multifaceted",
MEDIUMNetwork egress · net.raw_ip · CWE-200, CWE-319
aeon/defaults.toml:39
endpoint = "http://127.0.0.1:30000"
MEDIUMNetwork egress · net.raw_ip · CWE-200, CWE-319
aeon/defaults.toml:48
endpoint = "http://127.0.0.1:30001"
MEDIUMNetwork egress · net.raw_ip · CWE-200, CWE-319
aeon/defaults.toml:58
endpoint = "http://127.0.0.1:30002"
MEDIUMNetwork egress · net.raw_ip · CWE-200, CWE-319
aeon/defaults.toml:68
endpoint = "http://127.0.0.1:30003"
MEDIUMNetwork egress · net.raw_ip · CWE-200, CWE-319
aeon/defaults.toml:77
endpoint = "http://127.0.0.1:30004"
MEDIUMObfuscation / stealth · obf.zero_width · CWE-506, CWE-94
scripts/verify_model_compatibility.py:16
'café e\u0301 — 日本語 中文 العربية', '👩🏽💻 🚀', '<s> <think> literal </think>', 'before\x00after']
MEDIUMHard-coded secrets · secret.generic · CWE-798, CWE-321
tests/test_index_prefix.py:43
secret = 'sensitiveuniquevalue12345'
MEDIUMHard-coded secrets · secret.generic · CWE-798, CWE-321
tests/test_memory_requirements.py:151
secret = 'uniquecredential123456789'
MEDIUMHard-coded secrets · secret.private_key · CWE-798, CWE-321
tests/test_source_library.py:31
(repo / 'private.txt').write_text('-----BEGIN OPENSSH PRIVATE KEY-----')
MEDIUMInventory / provenance · skill.no_skill_md · CWE-1104
Why it matters. no SKILL.md at the audited path
Fix. a skill without its instruction file cannot be reviewed as one
LOWCode injection · code.dynamic_import · CWE-78, CWE-94, CWE-95
tests/test_branding.py:37
implementations.append(getattr(importlib.import_module(module), function))
LOWCode injection · code.eval_exec · CWE-78, CWE-94, CWE-95
tests/test_ptrm_reports.py:15
SOURCE = {'a.py': b'exec(code)\n', 'notes.md': b'Not a supported language\n'}
Why it matters. evaluates text as code
Fix. remove; use a parser or a dispatch table
LOWCode injection · code.eval_exec · CWE-78, CWE-94, CWE-95
tests/test_repo_enhancements.py:145
"    eval(user_input)\n"
Why it matters. evaluates text as code
Fix. remove; use a parser or a dispatch table
LOWInsecure crypto · crypto.weak_hash · CWE-327, CWE-338
app/config.py:55
h = int(hashlib.md5(word.encode("utf-8")).hexdigest(), 16)

Gates applied: no_behavioural_pass.

Audited 2026-10-10 · audit v0.4.1 · source sha 0ae753cbd911full audit observations/trust-audit/skill/buzburg__swarmmojo.json · Report an issue / request a re-scan
04

Audit history

Every audit this skill has had.

DateSourceVerdictGradeScoreChange
2026-10-100ae753cbd911BLOCKF49first audit
05

Questions

What does the SwarmMojo skill do?

Full-fledged local-first AI agent harness combining ROMS (RAG, OKF, MCP, Skills), Decision AI, correction memory, and reviewable workflow preparation.

Is SwarmMojo safe to install?

No — not without reading the findings first. The audit graded it F (49/100) and found 3 critical or high issues in the source. Each one is listed on this page with the file and line it is on.

What can SwarmMojo access on my machine?

The audit observed that it reaches the network, runs shell commands and reads or writes files. Each of those is consistent with what it says it does. Secrets in the source: found — see the findings.

Which assistants does SwarmMojo work with?

Its documentation mentions claude-code, cursor and windsurf. That is what the text claims, not a compatibility test we ran.

How current is this page?

The grade is for one exact copy of the source (0ae753cbd911), read on 2026-10-10. The repository is watched, and a new audit runs when it changes — this is the first audit.

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