MCP Observatory
4m ago Tracked 59,469 Last 4m ago 24h 2,464

Code analysis

static source read inferred

Static code-analysis findings — hidden prompt content in shipped skill files, committed secrets, dynamic-exec sinks, and suspicious call-home endpoints — across the analyzed catalogue. Heuristic, pure, no code executed; every row deep-links to its source. Click a kind to filter.

analysis coverage 85% of 59,151 analyzable servers
50064 analyzed
8099 re-analysis due
988 not analyzable
0 not yet analyzed
4803 source gone
not analyzable
789 too large 199 no source

Running analyzer v33. The scanner changelog explains what each version detects and when it changed.

committed secrets
  1. comisai/comis 62
  2. Vaibhav91one/assay 36
  3. Sertelegger/holdfast 35
  4. Cepeppe/handoff-mcp 31
  5. clidey/whodb 30
dynamic-exec sinks
  1. zilet/cairn 160
  2. abhishekpandaOfficial/XOne 149
  3. talirezun/the-curator 80
  4. TNLegend/PortaMCP 60
  5. mayowa-kalejaiye/Failures 55
suspicious endpoints
  1. nordsym/apiclaw 156
  2. tourhabk-ui/pos 115
  3. CarlxsMG/mcpbridge 90
  4. ergoveritas1-alt/certscore.ai 78
  5. JSONbored/loopover 68
credentials in logs
  1. gosswerner1-max/lazyrelay 8
  2. Hekkova/hekkova-mcp 6
  3. pendpost/pendpost 6
  4. Canonry/canonry 5
  5. KevinRabun/judges 5
over-broad OAuth scopes
  1. khill1269/servalsheets 82
  2. oneKn8/smart-mcps 26
  3. pipeshub-ai/pipeshub-ai 26
  4. lolxl/safespace-mcp 24
  5. BrianArfi/ai-second-brain 23
suspicious bundled scripts
  1. Dicklesworthstone/mcp_agent_mail 11
  2. frankieramirez/ripen 6
  3. horustechltd/horus-flow-mcp 4
  4. itqanlab/agent-toolkit 4
  5. itqanlab/skills 4
ships skill files
  1. Amey-Thakur/AI-SKILLS 200
  2. ArasaniRohithReddy/LearningOS 200
  3. MANVENDRA-github/agentry 200
  4. Sandeeprdy1729/timps-swarm 200
  5. agentic-flow 200
code findings 15 shown
  1. MEDIUM over-broad oauth scope pipeshub-ai/pipeshub-ai https://www.googleapis.com/auth/drive "https://www.googleapis.com/auth/drive",
    pipeshub-ai-pipeshub-ai-69eef94/backend/python/app/sources/external/google/forms/ example.py :29
  2. MEDIUM over-broad oauth scope pipeshub-ai/pipeshub-ai https://www.googleapis.com/auth/drive "https://www.googleapis.com/auth/drive",
    pipeshub-ai-pipeshub-ai-69eef94/backend/python/app/sources/external/google/docs/ example.py :37
  3. MEDIUM over-broad oauth scope pipeshub-ai/pipeshub-ai https://www.googleapis.com/auth/documents "https://www.googleapis.com/auth/documents",
    pipeshub-ai-pipeshub-ai-69eef94/backend/python/app/sources/external/google/docs/ example.py :36
  4. MEDIUM over-broad oauth scope pipeshub-ai/pipeshub-ai site_admin "site_admin",
    pipeshub-ai-pipeshub-ai-69eef94/backend/python/app/sources/external/github/ example.py :74
  5. HIGH credential in log pipeshub-ai/pipeshub-ai credential in log print(ACCESS_TOKEN)
    pipeshub-ai-pipeshub-ai-69eef94/backend/python/app/sources/external/dropbox/ example.py :15
  6. MEDIUM suspicious endpoint pipeshub-ai/pipeshub-ai app.posthog.com (telemetry) endpoint: str = "https://app.posthog.com/api/graphql",
    pipeshub-ai-pipeshub-ai-69eef94/backend/python/app/sources/client/posthog/ posthog.py :40
  7. MEDIUM over-broad oauth scope pipeshub-ai/pipeshub-ai https://mail.google.com/ if weburl and weburl.startswith("https://mail.google.com/mail?authuser="):
    pipeshub-ai-pipeshub-ai-69eef94/backend/python/app/modules/retrieval/ retrieval_service.py :511
  8. MEDIUM over-broad oauth scope pipeshub-ai/pipeshub-ai https://www.googleapis.com/auth/spreadsheets "https://www.googleapis.com/auth/spreadsheets",
    pipeshub-ai-pipeshub-ai-69eef94/backend/python/app/connectors/sources/google/common/ scopes.py :56
  9. MEDIUM over-broad oauth scope pipeshub-ai/pipeshub-ai https://www.googleapis.com/auth/documents "https://www.googleapis.com/auth/documents",
    pipeshub-ai-pipeshub-ai-69eef94/backend/python/app/connectors/sources/google/common/ scopes.py :52
  10. MEDIUM over-broad oauth scope pipeshub-ai/pipeshub-ai https://www.googleapis.com/auth/drive "https://www.googleapis.com/auth/drive",
    pipeshub-ai-pipeshub-ai-69eef94/backend/python/app/connectors/sources/google/common/ scopes.py :31
  11. MEDIUM over-broad oauth scope pipeshub-ai/pipeshub-ai gmail.modify "https://www.googleapis.com/auth/gmail.modify",
    pipeshub-ai-pipeshub-ai-69eef94/backend/python/app/connectors/sources/google/common/ scopes.py :24
  12. HIGH dynamic exec pipeshub-ai/pipeshub-ai __import__() module = __import__(module_path, fromlist=['*'])
    pipeshub-ai-pipeshub-ai-69eef94/backend/python/app/connectors/core/registry/ connector_registry.py :199
  13. MEDIUM over-broad oauth scope pipeshub-ai/pipeshub-ai https://www.googleapis.com/auth/spreadsheets "https://www.googleapis.com/auth/spreadsheets",
    pipeshub-ai-pipeshub-ai-69eef94/backend/python/app/connectors/core/registry/ connector.py :297
  14. MEDIUM over-broad oauth scope pipeshub-ai/pipeshub-ai https://www.googleapis.com/auth/drive "https://www.googleapis.com/auth/drive",
    pipeshub-ai-pipeshub-ai-69eef94/backend/python/app/connectors/core/registry/ connector.py :224
  15. MEDIUM over-broad oauth scope pipeshub-ai/pipeshub-ai https://www.googleapis.com/auth/documents "https://www.googleapis.com/auth/documents",
    pipeshub-ai-pipeshub-ai-69eef94/backend/python/app/connectors/core/registry/ connector.py :222