Official GitLab MCP server
GitLab MCP servers expose repository operations, merge requests, issues, and CI pipeline controls — high-stakes write access across repos.
C
75 / 100 overall
Score Dimensions
Protocol Compliance
60/100
30%
Schema Quality
100/100
20%
Security
100/100
20%
Reliability
33/100
20%
Performance
100/100
10%
Check Results
3 pass
1 fail
1 partial
2 skipped
tools
Fail
Advertised capability failed during tools/list: [
{
"code": "invalid_value",
"values": [
"object"
],
"path": [
"tools",
0,
"inputSchema",
"type"
],
"message": "Invalid input: expected \"object\""
},
{
"code": "invalid_value",
"values": [
"object"
],
"path": [
"tools",
1,
"inputSchema",
"type"
],
"message": "Invalid input: expected \"object\""
},
{
"code": "invalid_value",
"values": [
"object"
],
"path": [
"tools",
2,
"inputSchema",
"type"
],
"message": "Invalid input: expected \"object\""
},
{
"code": "invalid_value",
"values": [
"object"
],
"path": [
"tools",
3,
"inputSchema",
"type"
],
"message": "Invalid input: expected \"object\""
},
{
"code": "invalid_value",
"values": [
"object"
],
"path": [
"tools",
4,
"inputSchema",
"type"
],
"message": "Invalid input: expected \"object\""
},
{
"code": "invalid_value",
"values": [
"object"
],
"path": [
"tools",
5,
"inputSchema",
"type"
],
"message": "Invalid input: expected \"object\""
},
{
"code": "invalid_value",
"values": [
"object"
],
"path": [
"tools",
6,
"inputSchema",
"type"
],
"message": "Invalid input: expected \"object\""
},
{
"code": "invalid_value",
"values": [
"object"
],
"path": [
"tools",
7,
"inputSchema",
"type"
],
"message": "Invalid input: expected \"object\""
},
{
"code": "invalid_value",
"values": [
"object"
],
"path": [
"tools",
8,
"inputSchema",
"type"
],
"message": "Invalid input: expected \"object\""
}
]
prompts
N/A
Prompts are not advertised by the target.
resources
N/A
Resources are not advertised by the target.
conformance
Partial
5/7 conformance checks passed, 2 failed.
schema-quality
Pass
All 0 item(s) have good schema quality.
security
Pass
No security issues detected.
attack-sim
Pass
Safe attack simulation found no high-risk MCP attack-readiness findings.