Rank
83
A Model Context Protocol (MCP) server for GitLab
Traction
No public download signal
Freshness
Updated 2d ago
Crawler Summary
OpenClaw agent: mcp-impact-analysis Swift Impact Analysis MCP Server $1 <img width="2796" height="2330" alt="image" src="https://github.com/user-attachments/assets/39b74732-3080-4c56-8093-b4fdd4eb77ab" /> A lightweight MCP server for analyzing Swift and Objective-C codebases using SourceKitten and Clang AST parsing. Quick Start Configure for VS Code Create a .vscode directory in your project root and add an mcp.json file: **VS Code** (.vscode/mcp.json) Published capability contract available. No trust telemetry is available yet. 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-impact-analysis 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
OpenClaw agent: mcp-impact-analysis Swift Impact Analysis MCP Server $1 <img width="2796" height="2330" alt="image" src="https://github.com/user-attachments/assets/39b74732-3080-4c56-8093-b4fdd4eb77ab" /> A lightweight MCP server for analyzing Swift and Objective-C codebases using SourceKitten and Clang AST parsing. Quick Start Configure for VS Code Create a .vscode directory in your project root and add an mcp.json file: **VS Code** (.vscode/mcp.json)
Public facts
6
Change events
1
Artifacts
0
Freshness
Feb 22, 2026
Published capability contract available. No trust telemetry is available yet. Last updated 2/24/2026.
Trust score
Unknown
Compatibility
MCP
Freshness
Feb 22, 2026
Vendor
Sareenv
Artifacts
0
Benchmarks
0
Last release
1.0.0
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. Last updated 2/24/2026.
Setup snapshot
git clone https://github.com/sareenv/swift-impact-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
Sareenv
Protocol compatibility
MCP
Auth modes
mcp, api_key
Machine-readable schemas
OpenAPI or schema references published
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
bash
# Install dependencies npm install brew install sourcekitten # For Swift analysis # Clang is included with Xcode Command Line Tools # If not already installed: xcode-select --install # Run npm start
bash
mkdir .vscode
json
{
"servers": {
"swift-impact-analyzer": {
"type": "stdio",
"command": "node",
"args": ["mcp-server.js"],
"cwd": "${workspaceFolder}"
}
}
}text
# Start analysis (works with Swift-only, Objective-C-only, or mixed projects) Analyze the Swift project at /Users/me/MyApp # Understand code (works for both Swift and Objective-C symbols) How does ContentView work? Explain the NetworkService class Explain the MyViewController class # Even if it's Objective-C # Find code Find all controllers List all protocols # Includes both Swift and Objective-C protocols # Overview Show me the project statistics # Shows counts for both languages What's in the Models folder?
text
mcp-impact-analysis/
├── mcp-server.js # MCP server
├── package.json
├── README.md
├── *.prompt.md # Reusable prompts
└── .github/
├── copilot-instructions.md # Main AI instructions
└── instructions/
├── swift-analysis.instructions.md
└── mcp-server.instructions.mdbash
brew install sourcekitten
Full documentation captured from public sources, including the complete README when available.
Docs source
GITHUB MCP
Editorial quality
ready
OpenClaw agent: mcp-impact-analysis Swift Impact Analysis MCP Server $1 <img width="2796" height="2330" alt="image" src="https://github.com/user-attachments/assets/39b74732-3080-4c56-8093-b4fdd4eb77ab" /> A lightweight MCP server for analyzing Swift and Objective-C codebases using SourceKitten and Clang AST parsing. Quick Start Configure for VS Code Create a .vscode directory in your project root and add an mcp.json file: **VS Code** (.vscode/mcp.json)
A lightweight MCP server for analyzing Swift and Objective-C codebases using SourceKitten and Clang AST parsing.
# Install dependencies
npm install
brew install sourcekitten # For Swift analysis
# Clang is included with Xcode Command Line Tools
# If not already installed:
xcode-select --install
# Run
npm start
Create a .vscode directory in your project root and add an mcp.json file:
mkdir .vscode
VS Code (.vscode/mcp.json):
{
"servers": {
"swift-impact-analyzer": {
"type": "stdio",
"command": "node",
"args": ["mcp-server.js"],
"cwd": "${workspaceFolder}"
}
}
}
| Tool | Description | Example Prompt |
|------|-------------|----------------|
| init_swift_repo | Analyze Swift project | "Analyze /path/to/MyApp" |
| load_ast | Load existing app.json | "Load the app.json" |
| explain_symbol | Explain a symbol | "How does UserManager work?" |
| search_symbols | Find symbols | "Find all ViewModels" |
| get_codebase_stats | Project overview | "Show project statistics" |
| get_file_overview | File contents | "What's in AppDelegate.swift?" |
# Start analysis (works with Swift-only, Objective-C-only, or mixed projects)
Analyze the Swift project at /Users/me/MyApp
# Understand code (works for both Swift and Objective-C symbols)
How does ContentView work?
Explain the NetworkService class
Explain the MyViewController class # Even if it's Objective-C
# Find code
Find all controllers
List all protocols # Includes both Swift and Objective-C protocols
# Overview
Show me the project statistics # Shows counts for both languages
What's in the Models folder?
| Language | Parser | Features Extracted | |----------|--------|-------------------| | Swift | SourceKitten | Classes, Structs, Protocols, Enums, Functions, Extensions, Properties, Methods | | Objective-C | Clang | Classes, Protocols, Categories, Properties, Methods |
The tool automatically detects and analyzes both Swift and Objective-C files in mixed codebases:
mcp-impact-analysis/
├── mcp-server.js # MCP server
├── package.json
├── README.md
├── *.prompt.md # Reusable prompts
└── .github/
├── copilot-instructions.md # Main AI instructions
└── instructions/
├── swift-analysis.instructions.md
└── mcp-server.instructions.md
init_swift_repo runs SourceKitten on each .swift file and Clang on each .m/.h fileapp.json| Scenario | Without Tool | With Tool |
|----------|--------------|-----------|
| "How does UserManager work?" | Open file, read code, trace imports | explain_symbol → instant summary |
| "What uses BaseProtocol?" | Cmd+Shift+F, grep, manual tracing | See all conformances in one call |
| "Overview of new codebase" | Browse folders, read files | get_codebase_stats → full breakdown |
| "Find all ViewModels" | Grep, hope naming is consistent | search_symbols → grouped list |
| "Safe to refactor X?" | Manually trace dependencies | See "Referenced in" count |
| Limitation | Details |
|------------|---------|
| Static analysis | No runtime behavior, just code structure |
| No semantic search | Finds by name, not by "what code does" |
| No Interface Builder | Doesn't parse .xib, .storyboard, or asset catalogs |
| Clang JSON bugs | Some Objective-C constructs may cause Clang to crash (known bug in Clang 18.1.3 with protocol method mangling) - these files are skipped with errors counted |
Note: Mixed Swift/Objective-C projects are fully supported. Both Swift and Objective-C code will be analyzed and cross-language dependencies are tracked.
This project relies on SourceKitten by JP Simard — a Swift tool that interfaces with Apple's SourceKit framework to provide accurate AST parsing. SourceKitten powers tools like SwiftLint and Jazzy.
brew install sourcekitten
⚠️ USE AT YOUR OWN RISK
This software is provided "as is", without warranty of any kind, express or implied.
By using this tool, you accept full responsibility for any outcomes.
MIT
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-sareenv-swift-impact-mcp/snapshot"
curl -s "https://xpersona.co/api/v1/agents/mcp-sareenv-swift-impact-mcp/contract"
curl -s "https://xpersona.co/api/v1/agents/mcp-sareenv-swift-impact-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.
Rank
83
A Model Context Protocol (MCP) server for GitLab
Traction
No public download signal
Freshness
Updated 2d ago
Rank
80
A Model Context Protocol (MCP) server for GitLab
Traction
No public download signal
Freshness
Updated 2d ago
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
Updated 2d ago
Rank
72
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/sareenv/swift-impact-mcp#input",
"outputSchemaRef": "https://github.com/sareenv/swift-impact-mcp#output",
"dataRegion": "global",
"contractUpdatedAt": "2026-02-24T19:46:48.535Z",
"sourceUpdatedAt": "2026-02-24T19:46:48.535Z",
"freshnessSeconds": 4438437
}Invocation Guide
{
"preferredApi": {
"snapshotUrl": "https://xpersona.co/api/v1/agents/mcp-sareenv-swift-impact-mcp/snapshot",
"contractUrl": "https://xpersona.co/api/v1/agents/mcp-sareenv-swift-impact-mcp/contract",
"trustUrl": "https://xpersona.co/api/v1/agents/mcp-sareenv-swift-impact-mcp/trust"
},
"curlExamples": [
"curl -s \"https://xpersona.co/api/v1/agents/mcp-sareenv-swift-impact-mcp/snapshot\"",
"curl -s \"https://xpersona.co/api/v1/agents/mcp-sareenv-swift-impact-mcp/contract\"",
"curl -s \"https://xpersona.co/api/v1/agents/mcp-sareenv-swift-impact-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": "2026-04-17T04:40:46.124Z"
}
},
"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"
}
],
"flattenedTokens": "protocol:MCP|supported|contract"
}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-sareenv-swift-impact-mcp/contract",
"sourceUrl": "https://xpersona.co/api/v1/agents/mcp-sareenv-swift-impact-mcp/contract",
"sourceType": "contract",
"confidence": "high",
"observedAt": "2026-02-24T19:46:48.535Z",
"isPublic": true
},
{
"factKey": "auth_modes",
"category": "compatibility",
"label": "Auth modes",
"value": "mcp, api_key",
"href": "https://xpersona.co/api/v1/agents/mcp-sareenv-swift-impact-mcp/contract",
"sourceUrl": "https://xpersona.co/api/v1/agents/mcp-sareenv-swift-impact-mcp/contract",
"sourceType": "contract",
"confidence": "high",
"observedAt": "2026-02-24T19:46:48.535Z",
"isPublic": true
},
{
"factKey": "schema_refs",
"category": "artifact",
"label": "Machine-readable schemas",
"value": "OpenAPI or schema references published",
"href": "https://github.com/sareenv/swift-impact-mcp#input",
"sourceUrl": "https://xpersona.co/api/v1/agents/mcp-sareenv-swift-impact-mcp/contract",
"sourceType": "contract",
"confidence": "high",
"observedAt": "2026-02-24T19:46:48.535Z",
"isPublic": true
},
{
"factKey": "vendor",
"category": "vendor",
"label": "Vendor",
"value": "Sareenv",
"href": "https://github.com/sareenv/swift-impact-mcp",
"sourceUrl": "https://github.com/sareenv/swift-impact-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://xpersona.co/api/v1/agents/mcp-sareenv-swift-impact-mcp/trust",
"sourceUrl": "https://xpersona.co/api/v1/agents/mcp-sareenv-swift-impact-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 mcp-impact-analysis and adjacent AI workflows.