Rank
83
A Model Context Protocol (MCP) server for GitLab
Traction
No public download signal
Freshness
Updated 2d ago
Crawler Summary
Make git commits on behave of AI, so that you can track AI contribution in your codebase git-commit-aider MCP Server Make git commits on behalf of AI, so that you can track AI contribution in your codebase. This is a TypeScript-based MCP server that provides a tool to commit staged changes in a Git repository while appending "(aider)" to the committer's name. Features This MCP server provides only one tool: commit_staged - Commit staged changes with a specific message. - Takes message (string, required) Published capability contract available. No trust telemetry is available yet. 8 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
mcp-git-commit-aider 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
Make git commits on behave of AI, so that you can track AI contribution in your codebase git-commit-aider MCP Server Make git commits on behalf of AI, so that you can track AI contribution in your codebase. This is a TypeScript-based MCP server that provides a tool to commit staged changes in a Git repository while appending "(aider)" to the committer's name. Features This MCP server provides only one tool: commit_staged - Commit staged changes with a specific message. - Takes message (string, required)
Public facts
7
Change events
1
Artifacts
0
Freshness
Feb 22, 2026
Published capability contract available. No trust telemetry is available yet. 8 GitHub stars reported by the source. Last updated 2/24/2026.
Trust score
Unknown
Compatibility
MCP
Freshness
Feb 22, 2026
Vendor
Mrorz
Artifacts
0
Benchmarks
0
Last release
0.1.1
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. 8 GitHub stars reported by the source. Last updated 2/24/2026.
Setup snapshot
git clone https://github.com/MrOrz/mcp-git-commit-aider.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
Mrorz
Protocol compatibility
MCP
Auth modes
mcp, api_key
Machine-readable schemas
OpenAPI or schema references published
Adoption signal
8 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
6
Snippets
0
Languages
typescript
json
{
"mcpServers": {
"git-commit-aider": {
"command": "npx",
"args": ["mcp-git-commit-aider"]
}
}
}sh
git commit --amend --author="$(git config user.name) (aider) <$(git config user.email)>"
sh
git config --global alias.aimend '!git commit --amend --author="$(git config user.name) (aider) <$(git config user.email)>"'
sh
git aimend
sh
#!/bin/bash
# Script to calculate line changes (added, deleted, total) by AI and human authors
# between two commits.
# Output is in JSON format.
#
# This logic is extracted and altered from git-quick-stats.sh, MIT license.
# --- Configuration ---
# You may change the config to match your repository's convention.
# String to identify AI-generated commits in author names
AI_MATCHER="(aider)"
# Define patterns for files/paths to be excluded from the calculation.
# These will be converted to git pathspecs like ":(exclude)*package-lock.json"
IGNORE_PATTERNS=(
"*package-lock.json"
"*.lock"
)
# --- Helper Functions ---
function print_usage() {
echo "Usage: $0 <REVISION_RANGE>"
echo " <REVISION_RANGE>: The revision range to analyze (e.g., HEAD~5..HEAD, my-branch, commit_sha)."
echo " Refer to 'git help log' or 'git help revisions' for more range options."
echo "Example: $0 HEAD~5..HEAD"
echo "Example: $0 origin..HEAD"
echo "Example: $0 my-feature-branch"
echo "Example: $0 abcdef1..fedcba2"
}
# --- Argument Parsing ---
if [ "$#" -ne 1 ]; then
echo "Error: Incorrect number of arguments. Please provide a single revision range."
print_usage
exit 1
fi
REVISION_RANGE="$1"
# --- Main Logic ---
# Construct pathspec arguments for git log
pathspec_args=()
for pattern in "${IGNORE_PATTERNS[@]}"; do
pathspec_args+=(":(exclude)$pattern")
done
git_log_output=$(git log "$REVISION_RANGE" --numstat --pretty="format:AuthorName:%an" -- "${pathspec_args[@]}")
# DEBUG: Uncomment to check the calculation for each commit.
# echo "$git_log_output"
# Process the log output with awk
result_json=$(echo "$git_log_output" | awk -v ai_matcher="$AI_MATCHER" '
BEGIN {
ai_added = 0
ai_deleted = 0
human_added = 0
human_deleted = 0
current_author = ""
is_ai_author = 0
}
/^AuthorName:/ {
# Extract author name
current_author = substr($0, length("AuthorName:") + 1)
if (index(current_author, ai_matcher) > 0) {
is_ai_author = 1
} else {
is_ai_ash
# Assume the script is saved as `calculate_ai_contribution.sh` and is executable (chmod +x calculate_ai_contribution.sh)
# Example 1: Analyze the last 5 commits
./calculate_ai_contribution.sh HEAD~5..HEAD
# Example 2: Analyze commits between a specific commit and HEAD
./calculate_ai_contribution.sh 90a5fcd4..HEAD
# Example 3: Analyze all commits on a feature branch not yet in main
./calculate_ai_contribution.sh main..my-feature-branch
# Example 4: Analyze commits between two tags
./calculate_ai_contribution.sh v1.0..v1.1
# Example output (will vary based on your repository and range):
# {
# "ai_percentage": 48.53,
# "ai_changes": { "added": 100, "deleted": 32, "total": 132 },
# "human_changes": { "added": 103, "deleted": 37, "total": 140 },
# "details": [
# {
# "fileName": "src/featureA.js",
# "author": "Developer One (aider)", "isAI": true,
# "added": 60, "deleted": 10, "total": 70
# },
# {
# "fileName": "src/featureB.js",
# "author": "Developer One (aider)", "isAI": true,
# "added": 40, "deleted": 22, "total": 62
# },
# {
# "fileName": "src/utils.js",
# "author": "Developer Two", "isAI": false,
# "added": 80, "deleted": 15, "total": 95
# },
# {
# "fileName": "README.md",
# "author": "Developer Two", "isAI": false,
# "added": 23, "deleted": 22, "total": 45
# }
# ]
# }Full documentation captured from public sources, including the complete README when available.
Docs source
GITHUB MCP
Editorial quality
ready
Make git commits on behave of AI, so that you can track AI contribution in your codebase git-commit-aider MCP Server Make git commits on behalf of AI, so that you can track AI contribution in your codebase. This is a TypeScript-based MCP server that provides a tool to commit staged changes in a Git repository while appending "(aider)" to the committer's name. Features This MCP server provides only one tool: commit_staged - Commit staged changes with a specific message. - Takes message (string, required)
Make git commits on behalf of AI, so that you can track AI contribution in your codebase.
This is a TypeScript-based MCP server that provides a tool to commit staged changes in a Git repository while appending "(aider)" to the committer's name.
This MCP server provides only one tool:
commit_staged - Commit staged changes with a specific message.
message (string, required) as the commit message.cwd (string, optional) to specify the working directory for the git command.GIT_COMMITTER_NAME, GIT_COMMITTER_EMAIL) if set, otherwise falls back to git config user.name and git config user.email.With this tool installed in your code editor, you can prompt the AI by something like:
Commit the changes for me
This usually happens after the AI has made some changes to your codebase, so often times AI is able to provide a good commit message from the context.
To use this server, add its configuration to your MCP settings file.
{
"mcpServers": {
"git-commit-aider": {
"command": "npx",
"args": ["mcp-git-commit-aider"]
}
}
}
The committer information is retrieved from:
GIT_COMMITTER_NAME and GIT_COMMITTER_EMAIL, which follows git's convention.git config user.name and git config user.email commands.If you don't want to use this MCP server, you can also use the git command directly in your terminal.
You can proceed with normal commit first, and then use the following git command to change the author of the last commit:
git commit --amend --author="$(git config user.name) (aider) <$(git config user.email)>"
This will change the author of the last commit to your name with "(aider)" appended.
To simplify the process, you can set up a Git alias. Run the following command in your terminal:
git config --global alias.aimend '!git commit --amend --author="$(git config user.name) (aider) <$(git config user.email)>"'
Once set up, you can use the alias by running:
git aimend
Commits with "(aider)" can be picked up by aider --stats command, which will show you the contribution of AI in your codebase.
Alternatively, you can use the following script to calculate the contribution of AI in your codebase, measured in lines of code (added, deleted, and total changes).
#!/bin/bash
# Script to calculate line changes (added, deleted, total) by AI and human authors
# between two commits.
# Output is in JSON format.
#
# This logic is extracted and altered from git-quick-stats.sh, MIT license.
# --- Configuration ---
# You may change the config to match your repository's convention.
# String to identify AI-generated commits in author names
AI_MATCHER="(aider)"
# Define patterns for files/paths to be excluded from the calculation.
# These will be converted to git pathspecs like ":(exclude)*package-lock.json"
IGNORE_PATTERNS=(
"*package-lock.json"
"*.lock"
)
# --- Helper Functions ---
function print_usage() {
echo "Usage: $0 <REVISION_RANGE>"
echo " <REVISION_RANGE>: The revision range to analyze (e.g., HEAD~5..HEAD, my-branch, commit_sha)."
echo " Refer to 'git help log' or 'git help revisions' for more range options."
echo "Example: $0 HEAD~5..HEAD"
echo "Example: $0 origin..HEAD"
echo "Example: $0 my-feature-branch"
echo "Example: $0 abcdef1..fedcba2"
}
# --- Argument Parsing ---
if [ "$#" -ne 1 ]; then
echo "Error: Incorrect number of arguments. Please provide a single revision range."
print_usage
exit 1
fi
REVISION_RANGE="$1"
# --- Main Logic ---
# Construct pathspec arguments for git log
pathspec_args=()
for pattern in "${IGNORE_PATTERNS[@]}"; do
pathspec_args+=(":(exclude)$pattern")
done
git_log_output=$(git log "$REVISION_RANGE" --numstat --pretty="format:AuthorName:%an" -- "${pathspec_args[@]}")
# DEBUG: Uncomment to check the calculation for each commit.
# echo "$git_log_output"
# Process the log output with awk
result_json=$(echo "$git_log_output" | awk -v ai_matcher="$AI_MATCHER" '
BEGIN {
ai_added = 0
ai_deleted = 0
human_added = 0
human_deleted = 0
current_author = ""
is_ai_author = 0
}
/^AuthorName:/ {
# Extract author name
current_author = substr($0, length("AuthorName:") + 1)
if (index(current_author, ai_matcher) > 0) {
is_ai_author = 1
} else {
is_ai_author = 0
}
next
}
# Skip empty lines between commit blocks or lines that are not numstat
NF == 0 || !($1 ~ /^[0-9]+$/ && $2 ~ /^[0-9]+$/) {
next
}
# Process numstat line: <added> <deleted> <file>
{
added_lines = $1
deleted_lines = $2
# Skip binary files where numstat shows "-" for lines
if (added_lines == "-" || deleted_lines == "-") {
next
}
# Aggregate stats per author and file for details array
file_name = $3
# Robust key using File Separator character \034
key = current_author "\034" file_name
file_author_added[key] += added_lines
file_author_deleted[key] += deleted_lines
if (is_ai_author) {
ai_added += added_lines
ai_deleted += deleted_lines
} else {
human_added += added_lines
human_deleted += deleted_lines
}
}
END {
ai_total_changed = ai_added + ai_deleted
human_total_changed = human_added + human_deleted
overall_total_changed = ai_total_changed + human_total_changed
ai_percentage = 0.00
if (overall_total_changed > 0) {
ai_percentage = (ai_total_changed / overall_total_changed) * 100
}
printf "{\n"
printf " \"ai_percentage\": %.2f,\n", ai_percentage
printf " \"ai_changes\": {\"added\": %d, \"deleted\": %d, \"total\": %d},\n", ai_added, ai_deleted, ai_total_changed
printf " \"human_changes\": {\"added\": %d, \"deleted\": %d, \"total\": %d},\n", human_added, human_deleted, human_total_changed
# Details array
printf " \"details\": [\n"
first_detail = 1
# Iterate over one of the arrays, keys should be consistent
for (key in file_author_added) {
if (!first_detail) {
printf ",\n"
}
first_detail = 0
# Split key "author\034fileName" into key_parts array
# key_parts[1] will be author, key_parts[2] will be fileName
split(key, key_parts, "\034")
author = key_parts[1]
fileName = key_parts[2]
# Escape double quotes for JSON compatibility
gsub(/"/, "\\\"", author)
gsub(/"/, "\\\"", fileName)
detail_added = file_author_added[key] + 0 # Ensure numeric
detail_deleted = file_author_deleted[key] + 0 # Ensure numeric
detail_total = detail_added + detail_deleted
printf " {\n"
printf " \"fileName\": \"%s\",\n", fileName
printf " \"author\": \"%s\", \"isAI\": %s,\n", author, (index(author, ai_matcher) > 0 ? "true" : "false")
printf " \"added\": %d, \"deleted\": %d, \"total\": %d\n", detail_added, detail_deleted, detail_total
printf " }"
}
printf "\n ]\n"
printf "}\n"
}
')
# --- Output ---
echo "$result_json"
Usage example:
# Assume the script is saved as `calculate_ai_contribution.sh` and is executable (chmod +x calculate_ai_contribution.sh)
# Example 1: Analyze the last 5 commits
./calculate_ai_contribution.sh HEAD~5..HEAD
# Example 2: Analyze commits between a specific commit and HEAD
./calculate_ai_contribution.sh 90a5fcd4..HEAD
# Example 3: Analyze all commits on a feature branch not yet in main
./calculate_ai_contribution.sh main..my-feature-branch
# Example 4: Analyze commits between two tags
./calculate_ai_contribution.sh v1.0..v1.1
# Example output (will vary based on your repository and range):
# {
# "ai_percentage": 48.53,
# "ai_changes": { "added": 100, "deleted": 32, "total": 132 },
# "human_changes": { "added": 103, "deleted": 37, "total": 140 },
# "details": [
# {
# "fileName": "src/featureA.js",
# "author": "Developer One (aider)", "isAI": true,
# "added": 60, "deleted": 10, "total": 70
# },
# {
# "fileName": "src/featureB.js",
# "author": "Developer One (aider)", "isAI": true,
# "added": 40, "deleted": 22, "total": 62
# },
# {
# "fileName": "src/utils.js",
# "author": "Developer Two", "isAI": false,
# "added": 80, "deleted": 15, "total": 95
# },
# {
# "fileName": "README.md",
# "author": "Developer Two", "isAI": false,
# "added": 23, "deleted": 22, "total": 45
# }
# ]
# }
The JSON output contains the following fields:
ai_percentage: (Number) The percentage of total lines changed (sum of added and deleted lines) that were contributed by AI authors (identified by AI_MATCHER).ai_changes: (Object) An object detailing the aggregated line changes (lines added, deleted, and their total) made by AI authors.human_changes: (Object) An object detailing the aggregated line changes (lines added, deleted, and their total) made by human authors.details: (Array of Objects) Provides a detailed breakdown of changes. Each object in the array represents the contribution of a specific author to a particular fileName, including lines added, deleted, and the total changes for that file by that author.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://xpersona.co/api/v1/agents/mcp-mrorz-mcp-git-commit-aider/snapshot"
curl -s "https://xpersona.co/api/v1/agents/mcp-mrorz-mcp-git-commit-aider/contract"
curl -s "https://xpersona.co/api/v1/agents/mcp-mrorz-mcp-git-commit-aider/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.
Rank
83
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Traction
No public download signal
Freshness
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Rank
80
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Traction
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Freshness
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Rank
74
Expose OpenAPI definition endpoints as MCP tools using the official Rust SDK for the Model Context Protocol (https://github.com/modelcontextprotocol/rust-sdk)
Traction
No public download signal
Freshness
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Rank
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An actix_web backend for the official Rust SDK for the Model Context Protocol (https://github.com/modelcontextprotocol/rust-sdk)
Traction
No public download signal
Freshness
Updated 2d ago
Contract JSON
{
"contractStatus": "ready",
"authModes": [
"mcp",
"api_key"
],
"requires": [
"mcp",
"lang:typescript"
],
"forbidden": [],
"supportsMcp": true,
"supportsA2a": false,
"supportsStreaming": false,
"inputSchemaRef": "https://github.com/MrOrz/mcp-git-commit-aider#input",
"outputSchemaRef": "https://github.com/MrOrz/mcp-git-commit-aider#output",
"dataRegion": "global",
"contractUpdatedAt": "2026-02-24T19:46:51.485Z",
"sourceUpdatedAt": "2026-02-24T19:46:51.485Z",
"freshnessSeconds": 4428173
}Invocation Guide
{
"preferredApi": {
"snapshotUrl": "https://xpersona.co/api/v1/agents/mcp-mrorz-mcp-git-commit-aider/snapshot",
"contractUrl": "https://xpersona.co/api/v1/agents/mcp-mrorz-mcp-git-commit-aider/contract",
"trustUrl": "https://xpersona.co/api/v1/agents/mcp-mrorz-mcp-git-commit-aider/trust"
},
"curlExamples": [
"curl -s \"https://xpersona.co/api/v1/agents/mcp-mrorz-mcp-git-commit-aider/snapshot\"",
"curl -s \"https://xpersona.co/api/v1/agents/mcp-mrorz-mcp-git-commit-aider/contract\"",
"curl -s \"https://xpersona.co/api/v1/agents/mcp-mrorz-mcp-git-commit-aider/trust\""
],
"jsonRequestTemplate": {
"query": "summarize this repo",
"constraints": {
"maxLatencyMs": 2000,
"protocolPreference": [
"MCP"
]
}
},
"jsonResponseTemplate": {
"ok": true,
"result": {
"summary": "...",
"confidence": 0.9
},
"meta": {
"source": "GITHUB_MCP",
"generatedAt": "2026-04-17T01:49:44.969Z"
}
},
"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": "cli",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
}
],
"flattenedTokens": "protocol:MCP|supported|contract 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://xpersona.co/api/v1/agents/mcp-mrorz-mcp-git-commit-aider/contract",
"sourceUrl": "https://xpersona.co/api/v1/agents/mcp-mrorz-mcp-git-commit-aider/contract",
"sourceType": "contract",
"confidence": "high",
"observedAt": "2026-02-24T19:46:51.485Z",
"isPublic": true
},
{
"factKey": "auth_modes",
"category": "compatibility",
"label": "Auth modes",
"value": "mcp, api_key",
"href": "https://xpersona.co/api/v1/agents/mcp-mrorz-mcp-git-commit-aider/contract",
"sourceUrl": "https://xpersona.co/api/v1/agents/mcp-mrorz-mcp-git-commit-aider/contract",
"sourceType": "contract",
"confidence": "high",
"observedAt": "2026-02-24T19:46:51.485Z",
"isPublic": true
},
{
"factKey": "schema_refs",
"category": "artifact",
"label": "Machine-readable schemas",
"value": "OpenAPI or schema references published",
"href": "https://github.com/MrOrz/mcp-git-commit-aider#input",
"sourceUrl": "https://xpersona.co/api/v1/agents/mcp-mrorz-mcp-git-commit-aider/contract",
"sourceType": "contract",
"confidence": "high",
"observedAt": "2026-02-24T19:46:51.485Z",
"isPublic": true
},
{
"factKey": "vendor",
"category": "vendor",
"label": "Vendor",
"value": "Mrorz",
"href": "https://github.com/MrOrz/mcp-git-commit-aider",
"sourceUrl": "https://github.com/MrOrz/mcp-git-commit-aider",
"sourceType": "profile",
"confidence": "medium",
"observedAt": "2026-02-24T19:43:14.176Z",
"isPublic": true
},
{
"factKey": "traction",
"category": "adoption",
"label": "Adoption signal",
"value": "8 GitHub stars",
"href": "https://github.com/MrOrz/mcp-git-commit-aider",
"sourceUrl": "https://github.com/MrOrz/mcp-git-commit-aider",
"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://xpersona.co/api/v1/agents/mcp-mrorz-mcp-git-commit-aider/trust",
"sourceUrl": "https://xpersona.co/api/v1/agents/mcp-mrorz-mcp-git-commit-aider/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 mcp-git-commit-aider and adjacent AI workflows.