gitlab-mcp
A Model Context Protocol (MCP) server for GitLab
Crawler Summary
Model Context Protocol server for AWS S3 operations AWS S3 MCP Server $1 $1 $1 $1 A $1 server that gives AI assistants (Claude, Cursor, etc.) direct access to AWS S3 — enabling them to list, upload, download, and manage S3 buckets and objects through natural language. --- Why This Exists When building AI agent pipelines, you often need agents to read from or write to S3 — whether that's fetching documents for RAG, persisting outputs, or managing files dynamically. Thi Published capability contract available. No trust telemetry is available yet. 1 GitHub stars reported by the source. Last updated 2/24/2026.
Freshness
Last checked 2/22/2026
Best For
Contract is available with explicit auth and schema references.
Not Ideal For
@gangadharrr/aws-s3 is not ideal for teams that need stronger public trust telemetry, lower setup complexity, or more explicit contract coverage before production rollout.
Evidence Sources Checked
editorial-content, capability-contract, runtime-metrics, public facts pack
Model Context Protocol server for AWS S3 operations AWS S3 MCP Server $1 $1 $1 $1 A $1 server that gives AI assistants (Claude, Cursor, etc.) direct access to AWS S3 — enabling them to list, upload, download, and manage S3 buckets and objects through natural language. --- Why This Exists When building AI agent pipelines, you often need agents to read from or write to S3 — whether that's fetching documents for RAG, persisting outputs, or managing files dynamically. Thi
Public facts
7
Change events
1
Artifacts
0
Freshness
Feb 22, 2026
Published capability contract available. No trust telemetry is available yet. 1 GitHub stars reported by the source. Last updated 2/24/2026.
Trust score
Unknown
Compatibility
MCP
Freshness
Feb 22, 2026
Vendor
Gangadharrr
Artifacts
0
Benchmarks
0
Last release
1.0.1
Key links, install path, and a quick operational read before the deeper crawl record.
Summary
Published capability contract available. No trust telemetry is available yet. 1 GitHub stars reported by the source. Last updated 2/24/2026.
Setup snapshot
git clone https://github.com/gangadharrr/aws-s3-mcp.gitSetup complexity is MEDIUM. Standard integration tests and API key provisioning are required before connecting this to production workloads.
Final validation: Expose the agent to a mock request payload inside a sandbox and trace the network egress before allowing access to real customer data.
Everything public we have scraped or crawled about this agent, grouped by evidence type with provenance.
Vendor
Gangadharrr
Protocol compatibility
MCP
Auth modes
mcp, api_key
Machine-readable schemas
OpenAPI or schema references published
Adoption signal
1 GitHub stars
Handshake status
UNKNOWN
Crawlable docs
6 indexed pages on the official domain
Merged public release, docs, artifact, benchmark, pricing, and trust refresh events.
Extracted files, examples, snippets, parameters, dependencies, permissions, and artifact metadata.
Extracted files
0
Examples
4
Snippets
0
Languages
typescript
json
{
"mcpServers": {
"aws-s3": {
"command": "npx",
"args": ["@gangadharrr/aws-s3"],
"env": {
"AWS_REGION": "us-east-1",
"AWS_ACCESS_KEY_ID": "your-access-key-id",
"AWS_SECRET_ACCESS_KEY": "your-secret-access-key"
},
"autoApprove": ["list_buckets", "list_objects", "get_bucket_policy"]
}
}
}json
{
"mcpServers": {
"aws-s3": {
"command": "npx",
"args": ["@gangadharrr/aws-s3"],
"env": {
"AWS_REGION": "us-east-1"
}
}
}
}json
{
"success": true,
"buckets": [
{ "name": "my-bucket", "creationDate": "2023-01-15T00:00:00.000Z" }
],
"count": 1
}json
{
"success": true,
"bucketName": "my-new-bucket",
"location": "http://my-new-bucket.s3.amazonaws.com/"
}Full documentation captured from public sources, including the complete README when available.
Docs source
GITHUB MCP
Editorial quality
ready
Model Context Protocol server for AWS S3 operations AWS S3 MCP Server $1 $1 $1 $1 A $1 server that gives AI assistants (Claude, Cursor, etc.) direct access to AWS S3 — enabling them to list, upload, download, and manage S3 buckets and objects through natural language. --- Why This Exists When building AI agent pipelines, you often need agents to read from or write to S3 — whether that's fetching documents for RAG, persisting outputs, or managing files dynamically. Thi
A Model Context Protocol (MCP) server that gives AI assistants (Claude, Cursor, etc.) direct access to AWS S3 — enabling them to list, upload, download, and manage S3 buckets and objects through natural language.
When building AI agent pipelines, you often need agents to read from or write to S3 — whether that's fetching documents for RAG, persisting outputs, or managing files dynamically. This MCP server bridges that gap by exposing S3 operations as MCP tools, so any MCP-compatible AI client can interact with S3 without custom integration work.
{
"mcpServers": {
"aws-s3": {
"command": "npx",
"args": ["@gangadharrr/aws-s3"],
"env": {
"AWS_REGION": "us-east-1",
"AWS_ACCESS_KEY_ID": "your-access-key-id",
"AWS_SECRET_ACCESS_KEY": "your-secret-access-key"
},
"autoApprove": ["list_buckets", "list_objects", "get_bucket_policy"]
}
}
}
Add this to your MCP client config file:
~/Library/Application Support/Claude/claude_desktop_config.json.cursor/mcp.json in your project rootIf you've already configured the AWS CLI (aws configure), you can omit the key env vars:
{
"mcpServers": {
"aws-s3": {
"command": "npx",
"args": ["@gangadharrr/aws-s3"],
"env": {
"AWS_REGION": "us-east-1"
}
}
}
}
| Tool | Description |
|------|-------------|
| list_buckets | List all S3 buckets in the account |
| create_bucket | Create a new S3 bucket |
| delete_bucket | Delete an empty S3 bucket |
| list_objects | List objects in a bucket (with optional prefix filter) |
| upload_object | Upload a file or string content to a bucket |
| download_object | Download an object from a bucket |
| delete_object | Delete an object from a bucket |
| get_bucket_policy | Get the policy attached to a bucket |
| set_bucket_policy | Set or update a bucket policy |
list_bucketsLists all S3 buckets in the AWS account.
Parameters: None
Response:
{
"success": true,
"buckets": [
{ "name": "my-bucket", "creationDate": "2023-01-15T00:00:00.000Z" }
],
"count": 1
}
create_bucketCreates a new S3 bucket.
Parameters:
| Name | Type | Required | Description |
|------|------|----------|-------------|
| bucketName | string | ✅ | Name of the bucket to create |
| region | string | ❌ | AWS region (defaults to configured region) |
Response:
{
"success": true,
"bucketName": "my-new-bucket",
"location": "http://my-new-bucket.s3.amazonaws.com/"
}
list_objectsLists objects in a bucket with optional prefix filtering.
Parameters:
| Name | Type | Required | Description |
|------|------|----------|-------------|
| bucketName | string | ✅ | Bucket to list objects from |
| prefix | string | ❌ | Filter by prefix (folder path) |
| maxKeys | number | ❌ | Max results (default: 1000) |
| continuationToken | string | ❌ | Pagination token |
upload_objectUploads a file or string content to S3.
Parameters:
| Name | Type | Required | Description |
|------|------|----------|-------------|
| bucketName | string | ✅ | Target bucket |
| key | string | ✅ | Object key (path) in the bucket |
| filePath | string | ❌ | Local file path to upload |
| content | string | ❌ | String content to upload directly |
| contentType | string | ❌ | MIME type of the content |
download_objectDownloads an object from S3.
Parameters:
| Name | Type | Required | Description |
|------|------|----------|-------------|
| bucketName | string | ✅ | Source bucket |
| key | string | ✅ | Object key (path) to download |
| outputPath | string | ❌ | Local path to save the file |
| returnContent | boolean | ❌ | Return content inline in response |
delete_objectDeletes an object from a bucket.
Parameters:
| Name | Type | Required | Description |
|------|------|----------|-------------|
| bucketName | string | ✅ | Bucket containing the object |
| key | string | ✅ | Object key to delete |
get_bucket_policy / set_bucket_policyGet or set the IAM policy for a bucket.
Parameters for set_bucket_policy:
| Name | Type | Required | Description |
|------|------|----------|-------------|
| bucketName | string | ✅ | Target bucket |
| policy | string/object | ✅ | Policy document (JSON string or object) |
The server uses the AWS SDK credential resolution chain in this order:
AWS_ACCESS_KEY_ID + AWS_SECRET_ACCESS_KEY~/.aws/credentials (configured via aws configure)For production, IAM roles are recommended over static credentials.
Contributions are welcome! If you'd like to add a new S3 operation or improve existing ones:
git checkout -b feature/my-new-toolgit commit -m 'Add: new S3 tool'MIT — see LICENSE for details.
Built with the MCP TypeScript SDK and AWS SDK v3.
Machine endpoints, protocol fit, contract coverage, invocation examples, and guardrails for agent-to-agent use.
Contract coverage
Status
ready
Auth
mcp, api_key
Streaming
No
Data region
global
Protocol support
Requires: mcp, lang:typescript
Forbidden: none
Guardrails
Operational confidence: medium
curl -s "https://www.xpersona.co/api/v1/agents/mcp-gangadharrr-aws-s3-mcp/snapshot"
curl -s "https://www.xpersona.co/api/v1/agents/mcp-gangadharrr-aws-s3-mcp/contract"
curl -s "https://www.xpersona.co/api/v1/agents/mcp-gangadharrr-aws-s3-mcp/trust"
Trust and runtime signals, benchmark suites, failure patterns, and practical risk constraints.
Trust signals
Handshake
UNKNOWN
Confidence
unknown
Attempts 30d
unknown
Fallback rate
unknown
Runtime metrics
Observed P50
unknown
Observed P95
unknown
Rate limit
unknown
Estimated cost
unknown
Every public screenshot, visual asset, demo link, and owner-provided destination tied to this agent.
Neighboring agents from the same protocol and source ecosystem for comparison and shortlist building.
A Model Context Protocol (MCP) server for GitLab
A Model Context Protocol (MCP) server for GitLab
This agent researches trends, scripts videos, sets up engagement automation, and compiles everything into a shareable document.
This agent analyzes Reddit data to generate trending content concepts tailored to your audience.
Contract JSON
{
"contractStatus": "ready",
"authModes": [
"mcp",
"api_key"
],
"requires": [
"mcp",
"lang:typescript"
],
"forbidden": [],
"supportsMcp": true,
"supportsA2a": false,
"supportsStreaming": false,
"inputSchemaRef": "https://github.com/gangadharrr/aws-s3-mcp#input",
"outputSchemaRef": "https://github.com/gangadharrr/aws-s3-mcp#output",
"dataRegion": "global",
"contractUpdatedAt": "2026-02-24T19:45:04.183Z",
"sourceUpdatedAt": "2026-02-24T19:45:04.183Z",
"freshnessSeconds": 19550609
}Invocation Guide
{
"preferredApi": {
"snapshotUrl": "https://www.xpersona.co/api/v1/agents/mcp-gangadharrr-aws-s3-mcp/snapshot",
"contractUrl": "https://www.xpersona.co/api/v1/agents/mcp-gangadharrr-aws-s3-mcp/contract",
"trustUrl": "https://www.xpersona.co/api/v1/agents/mcp-gangadharrr-aws-s3-mcp/trust"
},
"curlExamples": [
"curl -s \"https://www.xpersona.co/api/v1/agents/mcp-gangadharrr-aws-s3-mcp/snapshot\"",
"curl -s \"https://www.xpersona.co/api/v1/agents/mcp-gangadharrr-aws-s3-mcp/contract\"",
"curl -s \"https://www.xpersona.co/api/v1/agents/mcp-gangadharrr-aws-s3-mcp/trust\""
],
"jsonRequestTemplate": {
"query": "summarize this repo",
"constraints": {
"maxLatencyMs": 2000,
"protocolPreference": [
"MCP"
]
}
},
"jsonResponseTemplate": {
"ok": true,
"result": {
"summary": "...",
"confidence": 0.9
},
"meta": {
"source": "GITHUB_MCP",
"generatedAt": "2026-10-09T02:28:33.420Z"
}
},
"retryPolicy": {
"maxAttempts": 3,
"backoffMs": [
500,
1500,
3500
],
"retryableConditions": [
"HTTP_429",
"HTTP_503",
"NETWORK_TIMEOUT"
]
}
}Trust JSON
{
"status": "unavailable",
"handshakeStatus": "UNKNOWN",
"verificationFreshnessHours": null,
"reputationScore": null,
"p95LatencyMs": null,
"successRate30d": null,
"fallbackRate": null,
"attempts30d": null,
"trustUpdatedAt": null,
"trustConfidence": "unknown",
"sourceUpdatedAt": null,
"freshnessSeconds": null
}Capability Matrix
{
"rows": [
{
"key": "MCP",
"type": "protocol",
"support": "supported",
"confidenceSource": "contract",
"notes": "Confirmed by capability contract"
},
{
"key": "aws",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "s3",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "mcp",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "model-context-protocol",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "cli",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
}
],
"flattenedTokens": "protocol:MCP|supported|contract capability:aws|supported|profile capability:s3|supported|profile capability:mcp|supported|profile capability:model-context-protocol|supported|profile capability:cli|supported|profile"
}Facts JSON
[
{
"factKey": "docs_crawl",
"category": "integration",
"label": "Crawlable docs",
"value": "6 indexed pages on the official domain",
"href": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
"sourceUrl": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
"sourceType": "search_document",
"confidence": "medium",
"observedAt": "2026-04-15T05:03:46.393Z",
"isPublic": true
},
{
"factKey": "protocols",
"category": "compatibility",
"label": "Protocol compatibility",
"value": "MCP",
"href": "https://www.xpersona.co/api/v1/agents/mcp-gangadharrr-aws-s3-mcp/contract",
"sourceUrl": "https://www.xpersona.co/api/v1/agents/mcp-gangadharrr-aws-s3-mcp/contract",
"sourceType": "contract",
"confidence": "high",
"observedAt": "2026-02-24T19:45:04.183Z",
"isPublic": true
},
{
"factKey": "auth_modes",
"category": "compatibility",
"label": "Auth modes",
"value": "mcp, api_key",
"href": "https://www.xpersona.co/api/v1/agents/mcp-gangadharrr-aws-s3-mcp/contract",
"sourceUrl": "https://www.xpersona.co/api/v1/agents/mcp-gangadharrr-aws-s3-mcp/contract",
"sourceType": "contract",
"confidence": "high",
"observedAt": "2026-02-24T19:45:04.183Z",
"isPublic": true
},
{
"factKey": "schema_refs",
"category": "artifact",
"label": "Machine-readable schemas",
"value": "OpenAPI or schema references published",
"href": "https://github.com/gangadharrr/aws-s3-mcp#input",
"sourceUrl": "https://www.xpersona.co/api/v1/agents/mcp-gangadharrr-aws-s3-mcp/contract",
"sourceType": "contract",
"confidence": "high",
"observedAt": "2026-02-24T19:45:04.183Z",
"isPublic": true
},
{
"factKey": "vendor",
"category": "vendor",
"label": "Vendor",
"value": "Gangadharrr",
"href": "https://github.com/gangadharrr/aws-s3-mcp#readme",
"sourceUrl": "https://github.com/gangadharrr/aws-s3-mcp#readme",
"sourceType": "profile",
"confidence": "medium",
"observedAt": "2026-02-24T19:43:14.176Z",
"isPublic": true
},
{
"factKey": "traction",
"category": "adoption",
"label": "Adoption signal",
"value": "1 GitHub stars",
"href": "https://github.com/gangadharrr/aws-s3-mcp",
"sourceUrl": "https://github.com/gangadharrr/aws-s3-mcp",
"sourceType": "profile",
"confidence": "medium",
"observedAt": "2026-02-24T19:43:14.176Z",
"isPublic": true
},
{
"factKey": "handshake_status",
"category": "security",
"label": "Handshake status",
"value": "UNKNOWN",
"href": "https://www.xpersona.co/api/v1/agents/mcp-gangadharrr-aws-s3-mcp/trust",
"sourceUrl": "https://www.xpersona.co/api/v1/agents/mcp-gangadharrr-aws-s3-mcp/trust",
"sourceType": "trust",
"confidence": "medium",
"observedAt": null,
"isPublic": true
}
]Change Events JSON
[
{
"eventType": "docs_update",
"title": "Docs refreshed: Sign in to GitHub · GitHub",
"description": "Fresh crawlable documentation was indexed for the official domain.",
"href": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
"sourceUrl": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
"sourceType": "search_document",
"confidence": "medium",
"observedAt": "2026-04-15T05:03:46.393Z",
"isPublic": true
}
]Sponsored
Ads related to @gangadharrr/aws-s3 and adjacent AI workflows.