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Production-ready multi-agent AI framework
We found this by crawling public sources and nobody has attested to it. That is how most of the registry gets here, and it is not a mark against the artifact — it only means no authenticated act of publication is on record. An artifact can be the vendor's own and still appear here.
40 critical findings reported by cisco-skill-scanner, agent-audit-kit, 33 of them in the installed artifact. The composite score alone does not reflect this — read the per-scanner reports below.
Choose your runtime: the CLI writes the mcpServers config entry for that target.
nerlo install --target claude-code -- praison
Install respects the composite badge: Clean proceeds, Caution prompts for confirmation, and Flagged is refused. Write operations require an API token.
4 of 11 scanners examined this package. The rest do not apply to it — language, ecosystem and packaging decide which analyzers can say anything, and a scanner that cannot examine an artifact reports nothing rather than passing it.
v2.0.11
288 findings · 59.8s
v0.3.74
58 findings · 44.3s
v0.1.0
19 findings · 12.2s
v0.1.0
8 findings · 12.2s
v1.4.0
None of the entry points this scanner reads were found in this artifact. What each scanner covers
0 findings · 0.2s
vv0.3.2
No Go packages were found in this artifact. What each scanner covers
0 findings · 0.1s
v0.1.0
This scanner found nothing in this artifact that it assesses. What each scanner covers
0 findings · 2.1s
No report in this scan: govulncheck, osv-scanner, trivy, trivy_image.
1 scan on record. Every scan's full results are retained immutably for 24 months.
| Completed | Composite | Change | Scanners | Status |
|---|---|---|---|---|
| Aug 22, 2026 | Scan Halted | — | agentshield ·n/a: not applicablecisco-skill-scanner: completeagent-audit-kit: completenerlo-behavioral: completenerlo-install-instruction: completecapslock ·n/a: not applicablenerlo-multi-source ·n/a: not applicable | rejected |
Findings in files this artifact installs stand as reported; a model re-read the rest and said which ones it believes are false positives. This is a second opinion published beside the evidence, not a correction to it: the per-scanner reports above are unchanged, every dismissed finding is still listed there at its original severity, and the score and the Flagged badge are computed from those raw severities alone. Nothing below moved them.
Out of 373 findings across every scanner that examined this package. 7 of 40 findings rated critical by their scanner were among the dismissals.
Two keys had to turn. The model had to name a reason from a fixed list of six, and a deterministic check of ours — over which files this artifact actually installs — had to independently agree. Anything it could not corroborate is in “not reviewed” above, at full severity.
106 Documentation or example — The match is in documentation or sample code, confirmed by our own check to be outside the installed artifact.
Rules: COMMAND_INJECTION_SHELL_TRUE, opt.nerlo-rules.nerlo-py-secret-to-network-egress, opt.nerlo-rules.nerlo-py-dynamic-exec and 10 more · Files: /repo/examples/python/tools/cli/app.py, /repo/examples/python/tools/e2b/single_agent.py, /repo/src/praisonai/tests/test.py and 34 more · reported by cisco-skill-scanner, nerlo-behavioral
63 Test or fixture file — The match is in a test or fixture. Our own check confirmed the file is not part of what gets installed.
Rules: COMMAND_INJECTION_EVAL, AAK-SECRET-004, AAK-SPLUNK-TOKLOG-001 and 8 more · Files: /repo/src/praisonai/tests/unit/test_async_agents.py, /repo/src/praisonai/tests/unit/test_tools_and_ui.py, src/praisonai-agents/test_posthog_detailed.py and 23 more · reported by cisco-skill-scanner, agent-audit-kit
12 CI or editor configuration — The match is in build, CI or editor configuration, confirmed by our own check to be outside the installed artifact.
Rules: AAK-AGENT-TRUST-002, AAK-GHA-IMMUTABLE-001, MANIFEST_INVALID_NAME · Files: .github/workflows/claude.yml, .github/workflows/docker-publish.yml, .github/workflows/test-core.yml and 5 more · reported by agent-audit-kit, cisco-skill-scanner
3 Agent instruction file — The match is in a file that instructs an AI coding agent — a CLAUDE.md or similar. It is documentation of intent, and our own check confirmed it is not part of what gets installed.
Rules: TOOL_ABUSE_UNDECLARED_NETWORK · Files: /repo/src/praisonai-agents/repo/src/praisonai-agents/CLAUDE.md, /repo/src/praisonai-agents/tests/repo/src/praisonai-agents/tests/sample.md, /repo/examples/python/usecases/repo/examples/python/usecases/README-domain-context.md · reported by cisco-skill-scanner
These findings are in files this artifact installs and are not placeholder values. No false-positive basis can be corroborated for such a finding, so this review never dismisses one; they were not sent to the model and stand at their scanner's severity.
18 COMMAND_INJECTION_EVAL
Files: /repo/src/praisonai-agents/praisonaiagents/tools/python_tools.py, /repo/src/praisonai-agents/praisonaiagents/tools/calculator_tools.py · reported by cisco-skill-scanner
17 TOOL_ABUSE_SYSTEM_PACKAGE_INSTALL
Files: /repo/src/praisonai/setup.sh, /repo/src/praisonai/praisonai/setup/setup_conda_env.sh · reported by cisco-skill-scanner
15 DATA_EXFIL_NETWORK_REQUESTS
Files: /repo/src/praisonai-agents/praisonaiagents/session.py, /repo/src/praisonai-agents/praisonaiagents/tools/searxng_tools.py, /repo/src/praisonai/praisonai/ui/realtimeclient/tools.py and 1 more · reported by cisco-skill-scanner
12 COMMAND_INJECTION_OS_SYSTEM
Files: /repo/src/praisonai/praisonai/train.py, /repo/src/praisonai/praisonai/train_vision.py · reported by cisco-skill-scanner
12 HIDDEN_DATA_FILE
Files: /repo/src/praisonai-agents/.praisoncontext, /repo/src/praisonai/.praisoncontext, /repo/src/praisonai-agents/.praisonignore and 3 more
Critical shell execution and path traversal risks identified.
The artifact contains multiple instances of shell execution via `eval` and `os.system` in `praisonaiagents/tools/calculator_tools.py`, `praisonaiagents/tools/python_tools.py`, and `praisonai/train.py`. Path traversal vulnerabilities are present in `praisonaiagents/tools/spider_tools.py`, allowing for arbitrary file access. Additionally, there are findings indicating potential credential access leading to network egress.
Concern level assessed by the review: Critical. This is the review's scale, not the registry badge.
Reviewed by gemini-2.5-flash. The model sees the findings, not your code, and cannot change a score.
12 MANIFEST_MISSING_LICENSE
Files: /repo/SKILL.md, /repo/docker/SKILL.md, /repo/docker/call/SKILL.md and 9 more · reported by cisco-skill-scanner
12 SOCIAL_ENG_VAGUE_DESCRIPTION
Files: /repo/SKILL.md, /repo/docker/SKILL.md, /repo/docker/call/SKILL.md and 9 more · reported by cisco-skill-scanner
10 AAK-SECRET-004
Files: src/praisonai-agents/praisonaiagents/telemetry/telemetry.py, src/praisonai/praisonai/chainlit_ui.py, src/praisonai/praisonai/ui/chat.py and 4 more · reported by agent-audit-kit
10 opt.nerlo-rules.nerlo-py-secret-to-network-egress
Files: /repo/src/praisonai/praisonai/chainlit_ui.py, /repo/src/praisonai/praisonai/ui/agents.py, /repo/src/praisonai/praisonai/ui/chat.py and 2 more · reported by nerlo-behavioral
8 RESOURCE_ABUSE_INFINITE_LOOP
Files: /repo/src/praisonai-agents/praisonaiagents/agent/agent.py, /repo/src/praisonai-agents/praisonaiagents/llm/llm.py · reported by cisco-skill-scanner
7 AAK-TASKS-003
Files: src/praisonai-agents/praisonaiagents/main.py, src/praisonai-agents/praisonaiagents/agents/agents.py, src/praisonai-agents/praisonaiagents/agents/autoagents.py and 4 more · reported by agent-audit-kit
6 DATA_EXFIL_JS_NETWORK
Files: /repo/src/praisonai-ts/src/tools/arxivTools.ts · reported by cisco-skill-scanner
6 YARA_code_execution_generic
Files: /repo/src/praisonai/praisonai/upload_vision.py · reported by cisco-skill-scanner
5 opt.nerlo-rules.nerlo-install-run-bundled-artifact
Files: /repo/src/praisonai/praisonai/setup/setup_conda_env.py, /repo/src/praisonai/setup.sh · reported by nerlo-install-instruction
5 TOOL_ABUSE_UNDECLARED_NETWORK
Files: /repo/repo/CHANGELOG.md, /repo/src/praisonai/repo/src/praisonai/README.md, /repo/src/praisonai-agents/praisonaiagents/tools/repo/src/praisonai-agents/praisonaiagents/tools/README.md and 2 more · reported by cisco-skill-scanner
3 AAK-SKILL-UNTRUSTED-EXEC-PATH
Files: src/praisonai/setup.sh, src/praisonai/praisonai/cli.py, src/praisonai/praisonai/ui/code.py · reported by agent-audit-kit
3 COMMAND_INJECTION_SHELL_TRUE
Files: /repo/src/praisonai/praisonai/deploy.py · reported by cisco-skill-scanner
3 EXCESSIVE_FILE_COUNT
Files: /repo/src/praisonai-agents/., /repo/., /repo/src/praisonai/. · reported by cisco-skill-scanner
3 PATH_TRAVERSAL_OPEN
Files: /repo/src/praisonai-agents/praisonaiagents/tools/spider_tools.py · reported by cisco-skill-scanner
3 SECRET_PASSWORD_VAR
Files: /repo/src/praisonai-agents/praisonaiagents/telemetry/telemetry.py · reported by cisco-skill-scanner
2 AAK-MCP-HTTP-NOAUTH-SERVER-001
Files: src/praisonai-agents/praisonaiagents/agents/agents.py, src/praisonai-agents/praisonaiagents/agent/agent.py · reported by agent-audit-kit
2 AAK-TASKS-004
Files: src/praisonai-agents/praisonaiagents/agents/agents.py, src/praisonai-agents/praisonaiagents/task/task.py · reported by agent-audit-kit
2 COMPOUND_FETCH_EXECUTE
Files: /repo/src/praisonai/setup.sh · reported by cisco-skill-scanner
2 FILE_MAGIC_MISMATCH
Files: /repo/src/praisonai/requirements.txt · reported by cisco-skill-scanner
2 LOW_ANALYZABILITY
Files: /repo/src/praisonai-ts/src/tools, /repo/src/praisonai-ts · reported by cisco-skill-scanner
2 opt.nerlo-rules.nerlo-install-pipe-to-shell
Files: /repo/src/praisonai/praisonai/setup/setup_conda_env.sh, /repo/src/praisonai/setup.sh · reported by nerlo-install-instruction
1 AAK-IPI-WILD-CORPUS-001
Files: src/praisonai-agents/praisonaiagents/tools/duckdb_tools.py · reported by agent-audit-kit
1 AAK-LEGAL-002
Files: src/praisonai/package.json · reported by agent-audit-kit
1 AAK-MCP-PRAISONAI-CVE-2026-61427-001
Files: src/praisonai/requirements.txt · reported by agent-audit-kit
1 AAK-SUPPLY-004
Files: pyproject.toml · reported by agent-audit-kit
1 opt.nerlo-rules.nerlo-hardcoded-external-egress
Files: /repo/src/praisonai-ts/src/tools/arxivTools.ts · reported by nerlo-behavioral
1 opt.nerlo-rules.nerlo-install-shell-inline-command
Files: /repo/src/praisonai/setup.sh · reported by nerlo-install-instruction
1 opt.nerlo-rules.nerlo-py-dynamic-exec
Files: /repo/src/praisonai/praisonai/deploy.py · reported by nerlo-behavioral
Showing 25 of 74; the rest are in the per-scanner reports above.