GitLab MCP Server and Python API Wrapper
Drift inferred · capture-to-capture
No drift recorded — single capability capture; advisories appear once its surface changes.
transport stdio · streamable-http · http · sse counts 34 tools · 0 res
· 0 prompts
permission surface via code analysis
tools
-
api_request
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gitlab_branches
-
gitlab_commits
-
gitlab_deploy_tokens
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gitlab_discover_graphql_schema
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gitlab_environments
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gitlab_epics
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gitlab_graphql
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gitlab_graphql_ops
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gitlab_groups
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gitlab_ingest_pipelines
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gitlab_ingest_projects
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gitlab_instances
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gitlab_issues
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gitlab_jobs
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gitlab_labels
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gitlab_members
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gitlab_merge_requests
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gitlab_merge_rules
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gitlab_milestones
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gitlab_namespaces
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gitlab_notes
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gitlab_packages
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gitlab_pipeline_schedules
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gitlab_pipelines
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gitlab_projects
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gitlab_protected_branches
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gitlab_releases
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gitlab_runners
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gitlab_snippets
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gitlab_tags
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gitlab_users
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gitlab_vulnerabilities
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gitlab_wiki
prompt-surface
shipped agent-instruction files + hidden-content / dangerous-code findings —
quoted from the analyzed source
analyzed commit 2141746 · analyzer v33 · 5d ago
skills & prompt files 8
- agent-rules Knuckles-Team-gitlab-api-2141746/AGENTS.md
- agent-rules Knuckles-Team-gitlab-api-2141746/CLAUDE.md
- skill Knuckles-Team-gitlab-api-2141746/gitlab_api/skills/gitlab-api-operations/SKILL.md
- skill Knuckles-Team-gitlab-api-2141746/gitlab_api/skills/gitlab-issues/SKILL.md
- skill Knuckles-Team-gitlab-api-2141746/gitlab_api/skills/gitlab-merge-request-create/SKILL.md
- skill Knuckles-Team-gitlab-api-2141746/gitlab_api/skills/gitlab-merge-request-review/SKILL.md
- skill Knuckles-Team-gitlab-api-2141746/gitlab_api/skills/gitlab-pipelines/SKILL.md
- skill Knuckles-Team-gitlab-api-2141746/gitlab_api/skills/gitlab-vulnerabilities/SKILL.md
danger signals1
- committed secret GitLab token Knuckles-Team-gitlab-api-2141746/tests/test_connector_prep.py :220
glpat-…(30 chars, redacted)
evidence-backed
findings quoted directly from the published source artifact — not inferred
code files: 57
filesystem 8
- fs Knuckles-Team-gitlab-api-2141746/.security/authenticated_negative.py :10
from pathlib import Path - fs Knuckles-Team-gitlab-api-2141746/.security/repository_fuzz.py :10
from pathlib import Path - fs (weak) Knuckles-Team-gitlab-api-2141746/scripts/check_import_safety.py :51
from pathlib import Path - fs (weak) Knuckles-Team-gitlab-api-2141746/scripts/security_contract.py :23
from pathlib import Path - fs (weak) Knuckles-Team-gitlab-api-2141746/scripts/security_sanitizer.py :6
from pathlib import Path - fs (weak) Knuckles-Team-gitlab-api-2141746/scripts/verify_api_integration.py :38
with open(filepath, "r", encoding="utf-8") as f: - fs (weak) Knuckles-Team-gitlab-api-2141746/tests/test_concept_parity.py :18
with open(filepath, encoding="utf-8") as f: - fs (weak) Knuckles-Team-gitlab-api-2141746/tests/test_init_dynamics.py :12
import pathlib
shell / exec 3
- shell (weak) Knuckles-Team-gitlab-api-2141746/scripts/security_contract.py :21
import subprocess - shell (weak) Knuckles-Team-gitlab-api-2141746/scripts/security_sanitizer.py :4
import subprocess - shell (weak) Knuckles-Team-gitlab-api-2141746/tests/test_verify_agent.py :9
import subprocess
network 17
- net Knuckles-Team-gitlab-api-2141746/gitlab_api/api/api_client_base.py :7
import requests - net Knuckles-Team-gitlab-api-2141746/gitlab_api/api/api_client_environments.py :5
import requests - net Knuckles-Team-gitlab-api-2141746/gitlab_api/api/api_client_projects.py :5
import requests - net Knuckles-Team-gitlab-api-2141746/gitlab_api/api/api_client_users_groups.py :5
import requests - net Knuckles-Team-gitlab-api-2141746/gitlab_api/api/api_client_vulnerabilities.py :5
import requests - net Knuckles-Team-gitlab-api-2141746/gitlab_api/connector_prep.py :30
from urllib.parse import urlsplit - net Knuckles-Team-gitlab-api-2141746/gitlab_api/gitlab_response_models.py :7
import requests - net Knuckles-Team-gitlab-api-2141746/gitlab_api/instances.py :19
from urllib.parse import urlparse - net Knuckles-Team-gitlab-api-2141746/gitlab_api/mcp_server.py :13
from requests.exceptions import RequestsDependencyWarning - net (weak) Knuckles-Team-gitlab-api-2141746/scripts/validate_a2a_agent.py :7
import httpx - net (weak) Knuckles-Team-gitlab-api-2141746/tests/conftest.py :26
from requests import Response - net (weak) Knuckles-Team-gitlab-api-2141746/tests/test_auth.py :4
from requests import Response - net (weak) Knuckles-Team-gitlab-api-2141746/tests/test_gitlab_a2a_validation.py :7
import requests - net (weak) Knuckles-Team-gitlab-api-2141746/tests/test_gitlab_mcp_validation.py :5
import requests - net (weak) Knuckles-Team-gitlab-api-2141746/tests/test_mock_coverage.py :6
import requests - net (weak) Knuckles-Team-gitlab-api-2141746/tests/test_verify_agent.py :12
import requests - net (weak) Knuckles-Team-gitlab-api-2141746/tests/verify_a2a_queries.py :5
import requests
secrets 3
- secrets Knuckles-Team-gitlab-api-2141746/gitlab_api/instances.py :73
token = os.getenv("GITLAB_TOKEN") - secrets (weak) Knuckles-Team-gitlab-api-2141746/scripts/validate_agent.py :25
api_key=os.getenv("LLM_API_KEY", "ollama"), - secrets (weak) Knuckles-Team-gitlab-api-2141746/tests/test_api_wrapper.py :30
token = os.environ.get("GITLAB_TOKEN", default="NA")
tool registrations 34
- gitlab_instances Knuckles-Team-gitlab-api-2141746/gitlab_api/mcp_server.py :458
- gitlab_ingest_projects Knuckles-Team-gitlab-api-2141746/gitlab_api/mcp_server.py :489
- gitlab_ingest_pipelines Knuckles-Team-gitlab-api-2141746/gitlab_api/mcp_server.py :515
- gitlab_branches Knuckles-Team-gitlab-api-2141746/gitlab_api/mcp_server.py :564
- gitlab_protected_branches Knuckles-Team-gitlab-api-2141746/gitlab_api/mcp_server.py :584
- gitlab_commits Knuckles-Team-gitlab-api-2141746/gitlab_api/mcp_server.py :604
- gitlab_deploy_tokens Knuckles-Team-gitlab-api-2141746/gitlab_api/mcp_server.py :624
- gitlab_environments Knuckles-Team-gitlab-api-2141746/gitlab_api/mcp_server.py :644
- gitlab_groups Knuckles-Team-gitlab-api-2141746/gitlab_api/mcp_server.py :664
- gitlab_jobs Knuckles-Team-gitlab-api-2141746/gitlab_api/mcp_server.py :684
- gitlab_members Knuckles-Team-gitlab-api-2141746/gitlab_api/mcp_server.py :704
- gitlab_merge_requests Knuckles-Team-gitlab-api-2141746/gitlab_api/mcp_server.py :724
- gitlab_merge_rules Knuckles-Team-gitlab-api-2141746/gitlab_api/mcp_server.py :744
- gitlab_packages Knuckles-Team-gitlab-api-2141746/gitlab_api/mcp_server.py :764
- gitlab_pipelines Knuckles-Team-gitlab-api-2141746/gitlab_api/mcp_server.py :784
- gitlab_pipeline_schedules Knuckles-Team-gitlab-api-2141746/gitlab_api/mcp_server.py :804
- gitlab_projects Knuckles-Team-gitlab-api-2141746/gitlab_api/mcp_server.py :824
- gitlab_releases Knuckles-Team-gitlab-api-2141746/gitlab_api/mcp_server.py :844
- gitlab_runners Knuckles-Team-gitlab-api-2141746/gitlab_api/mcp_server.py :864
- gitlab_tags Knuckles-Team-gitlab-api-2141746/gitlab_api/mcp_server.py :884
- gitlab_labels Knuckles-Team-gitlab-api-2141746/gitlab_api/mcp_server.py :904
- gitlab_milestones Knuckles-Team-gitlab-api-2141746/gitlab_api/mcp_server.py :924
- gitlab_snippets Knuckles-Team-gitlab-api-2141746/gitlab_api/mcp_server.py :944
- gitlab_notes Knuckles-Team-gitlab-api-2141746/gitlab_api/mcp_server.py :964
- gitlab_epics Knuckles-Team-gitlab-api-2141746/gitlab_api/mcp_server.py :984
- gitlab_issues Knuckles-Team-gitlab-api-2141746/gitlab_api/mcp_server.py :1004
- api_request Knuckles-Team-gitlab-api-2141746/gitlab_api/mcp_server.py :1024
- gitlab_users Knuckles-Team-gitlab-api-2141746/gitlab_api/mcp_server.py :1058
- gitlab_wiki Knuckles-Team-gitlab-api-2141746/gitlab_api/mcp_server.py :1078
- gitlab_namespaces Knuckles-Team-gitlab-api-2141746/gitlab_api/mcp_server.py :1098
- gitlab_vulnerabilities Knuckles-Team-gitlab-api-2141746/gitlab_api/mcp_server.py :1118
- gitlab_graphql Knuckles-Team-gitlab-api-2141746/gitlab_api/mcp_server.py :1197
- gitlab_discover_graphql_schema Knuckles-Team-gitlab-api-2141746/gitlab_api/mcp_server.py :1235
- gitlab_graphql_ops Knuckles-Team-gitlab-api-2141746/gitlab_api/mcp_server.py :1283
declared dependencies 8
- agent-utilities@>=2.0.0,<3.0.0
- python-dotenv@>=1.2.2
- gql@>=4.0.0
- gitlab-api@>=27.1.0
- pytest-xdist@>=3.8.0
- pytest@>=9.1.1
- pytest-asyncio@>=1.4.0
- pytest-cov@>=7.1.0