Brainiall NLP
Sentiment, toxicity, entity extraction, PII, translation, summary, QA, fraud scoring, safety audit.
Crawler Summary
LLM-optimized MCP filesystem server with intelligent pagination and ripgrep integration MCP Smart Filesystem Server An LLM-optimized Model Context Protocol (MCP) filesystem server with intelligent features designed for effective AI agent interaction. Features π **Intelligent File Pagination** - Automatically chunks large files (>500 lines) into manageable pieces - Simple start_line parameter for easy navigation - Clear indicators when more content is available - Prevents context overflow in LLM convers 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
mcp-server-filesystem-smart 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
LLM-optimized MCP filesystem server with intelligent pagination and ripgrep integration MCP Smart Filesystem Server An LLM-optimized Model Context Protocol (MCP) filesystem server with intelligent features designed for effective AI agent interaction. Features π **Intelligent File Pagination** - Automatically chunks large files (>500 lines) into manageable pieces - Simple start_line parameter for easy navigation - Clear indicators when more content is available - Prevents context overflow in LLM convers
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
Lofcz
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. 1 GitHub stars reported by the source. Last updated 2/24/2026.
Setup snapshot
git clone https://github.com/lofcz/mcp-filesystem-smart.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
Lofcz
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
6
Snippets
0
Languages
typescript
json
{
"path": "src"
}json
{
"path": "src/large-file.ts",
"start_line": 0
}json
{
"pattern": "\\b(class|struct|interface|enum)\\s+ServiceName\\b",
"filePattern": "*.ts"
}json
{
"pattern": "\\b(public|private|protected).*\\s+methodName\\s*\\(",
"path": "src/directory"
}json
{
"pattern": "async\\s+.*\\s*\\(",
"caseInsensitive": true,
"contextLines": 3
}json
{
"path": "src/server.ts",
"pattern": "app\\.use\\(",
"contextLines": 3
}Full documentation captured from public sources, including the complete README when available.
Docs source
GITHUB MCP
Editorial quality
ready
LLM-optimized MCP filesystem server with intelligent pagination and ripgrep integration MCP Smart Filesystem Server An LLM-optimized Model Context Protocol (MCP) filesystem server with intelligent features designed for effective AI agent interaction. Features π **Intelligent File Pagination** - Automatically chunks large files (>500 lines) into manageable pieces - Simple start_line parameter for easy navigation - Clear indicators when more content is available - Prevents context overflow in LLM convers
An LLM-optimized Model Context Protocol (MCP) filesystem server with intelligent features designed for effective AI agent interaction.
start_line parameter for easy navigationList directory contents with metadata.
{
"path": "src"
}
Returns: Files, directories, sizes, line counts, and summary statistics.
Read file contents with automatic pagination for large files.
{
"path": "src/large-file.ts",
"start_line": 0
}
For files >500 lines, returns first 500 lines with hasMore: true and nextStartLine.
Read next chunk with start_line: 500, then 1000, etc.
Search for code patterns using ripgrep (very fast).
Examples:
Find any type declaration (class/struct/interface/enum):
{
"pattern": "\\b(class|struct|interface|enum)\\s+ServiceName\\b",
"filePattern": "*.ts"
}
Find method with any access modifier:
{
"pattern": "\\b(public|private|protected).*\\s+methodName\\s*\\(",
"path": "src/directory"
}
Find all async functions:
{
"pattern": "async\\s+.*\\s*\\(",
"caseInsensitive": true,
"contextLines": 3
}
Options:
pattern (required): Regex patternpath: Limit to specific directoryfilePattern: File glob (e.g., *.js, *.{ts,tsx}, !*test*)caseInsensitive: Ignore casecontextLines: Lines of context (default: 2)maxResults: Max results (default: 50)literalString: Treat as literal, not regexwordBoundary: Match whole words onlySearch within a specific file (like Ctrl+F with regex).
{
"path": "src/server.ts",
"pattern": "app\\.use\\(",
"contextLines": 3
}
Find files by name pattern.
{
"pattern": "*Handler*.ts"
}
Pattern examples:
config.json - Exact name*.config - Wildcard*Service* - Contains "Service"*.{ts,tsx,js} - Multiple extensionsGet file metadata without reading contents.
{
"path": "src/large-file.ts"
}
Returns: Size, line count, language, binary status, and reading strategy for large files.
Show accessible directories (security boundaries).
{}
# Build image
docker build -t mcp-filesystem-smart .
# Run with workspace mounted
docker run -i --rm \
-v /path/to/your/project:/workspace:ro \
mcp-filesystem-smart
The :ro flag makes the directory read-only for extra security.
Customize behavior with environment variables:
docker run -i --rm \
-e MCP_LINES_PER_PAGE=1000 \
-e MCP_MAX_SEARCH_RESULTS=200 \
-v /path/to/your/project:/workspace:ro \
mcp-filesystem-smart
Available Variables:
MCP_LINES_PER_PAGE - Lines per page when reading files (default: 500)MCP_MAX_SEARCH_RESULTS - Search results per page (default: 100)npm install
npm run build
node dist/index.js /path/to/allowed/directory
{
"mcpServers": {
"filesystem-smart": {
"command": "docker",
"args": [
"run", "-i", "--rm",
"-v", "/home/user/projects/myapp:/workspace:ro",
"mcp-filesystem-smart"
]
}
}
}
# Local
node dist/index.js /path/to/dir1 /path/to/dir2
# Docker (mount multiple volumes)
docker run -i --rm \
-v /path/to/dir1:/workspace1:ro \
-v /path/to/dir2:/workspace2:ro \
mcp-filesystem-smart /workspace1 /workspace2
When you don't know if something is a class, struct, interface, or record:
search_code({
pattern: "\\b(class|struct|record|interface|enum)\\s+MyType\\b",
filePattern: "*.cs"
})
search_code(pattern="functionName")get_file_info(path="src/module.ts")read_file(path="src/module.ts", start_line=0)get_file_info(path="big-file.ts") β "1500 lines"search_in_file(path="big-file.ts", pattern="export class")find_files(pattern="*Service*.ts")search_code(pattern="constructor", path="src/services")// Find any type
"\\b(class|struct|record|interface|enum)\\s+TypeName\\b"
// Find method
"\\b(public|private|protected|internal).*\\s+MethodName\\s*\\("
// Find async methods
"async\\s+(Task|ValueTask)<.*>\\s+\\w+\\s*\\("
// Find function/method
"(function|const|let|var)\\s+\\w+\\s*=.*=>|function\\s+\\w+\\s*\\("
// Find class/interface
"(class|interface)\\s+\\w+"
// Find async functions
"async\\s+(function|\\w+\\s*=>|\\(.*\\)\\s*=>)"
// Find class
"class\\s+\\w+.*:"
// Find function
"def\\s+\\w+\\s*\\("
// Find async function
"async\\s+def\\s+\\w+"
apk add ripgrepapt install ripgrepbrew install ripgrepchoco install ripgrepThis server implements multiple security layers:
:ro for read-only access# Install dependencies
npm install
# Build
npm run build
# Watch mode
npm run watch
# Test locally
node dist/index.js $(pwd)
MIT
Built on top of the Model Context Protocol (MCP) SDK and ripgrep.
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-lofcz-mcp-filesystem-smart/snapshot"
curl -s "https://www.xpersona.co/api/v1/agents/mcp-lofcz-mcp-filesystem-smart/contract"
curl -s "https://www.xpersona.co/api/v1/agents/mcp-lofcz-mcp-filesystem-smart/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.
Sentiment, toxicity, entity extraction, PII, translation, summary, QA, fraud scoring, safety audit.
Agent-callable B2B SaaS directory: capability-structured, continuously verified listings.
Loan & mortgage calculator, compound interest, ROI, crypto prices, FX conversion for AI agents.
Structured website and review evidence for AI-assisted local-business shortlisting.
Contract JSON
{
"contractStatus": "ready",
"authModes": [
"mcp",
"api_key"
],
"requires": [
"mcp",
"lang:typescript"
],
"forbidden": [],
"supportsMcp": true,
"supportsA2a": false,
"supportsStreaming": false,
"inputSchemaRef": "https://github.com/lofcz/mcp-filesystem-smart#input",
"outputSchemaRef": "https://github.com/lofcz/mcp-filesystem-smart#output",
"dataRegion": "global",
"contractUpdatedAt": "2026-02-24T19:46:52.912Z",
"sourceUpdatedAt": "2026-02-24T19:46:52.912Z",
"freshnessSeconds": 19622485
}Invocation Guide
{
"preferredApi": {
"snapshotUrl": "https://www.xpersona.co/api/v1/agents/mcp-lofcz-mcp-filesystem-smart/snapshot",
"contractUrl": "https://www.xpersona.co/api/v1/agents/mcp-lofcz-mcp-filesystem-smart/contract",
"trustUrl": "https://www.xpersona.co/api/v1/agents/mcp-lofcz-mcp-filesystem-smart/trust"
},
"curlExamples": [
"curl -s \"https://www.xpersona.co/api/v1/agents/mcp-lofcz-mcp-filesystem-smart/snapshot\"",
"curl -s \"https://www.xpersona.co/api/v1/agents/mcp-lofcz-mcp-filesystem-smart/contract\"",
"curl -s \"https://www.xpersona.co/api/v1/agents/mcp-lofcz-mcp-filesystem-smart/trust\""
],
"jsonRequestTemplate": {
"query": "summarize this repo",
"constraints": {
"maxLatencyMs": 2000,
"protocolPreference": [
"MCP"
]
}
},
"jsonResponseTemplate": {
"ok": true,
"result": {
"summary": "...",
"confidence": 0.9
},
"meta": {
"source": "GITHUB_MCP",
"generatedAt": "2026-10-09T22:28:18.795Z"
}
},
"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": "mcp",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "filesystem",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "ripgrep",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "llm",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "ai",
"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:mcp|supported|profile capability:filesystem|supported|profile capability:ripgrep|supported|profile capability:llm|supported|profile capability:ai|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-lofcz-mcp-filesystem-smart/contract",
"sourceUrl": "https://www.xpersona.co/api/v1/agents/mcp-lofcz-mcp-filesystem-smart/contract",
"sourceType": "contract",
"confidence": "high",
"observedAt": "2026-02-24T19:46:52.912Z",
"isPublic": true
},
{
"factKey": "auth_modes",
"category": "compatibility",
"label": "Auth modes",
"value": "mcp, api_key",
"href": "https://www.xpersona.co/api/v1/agents/mcp-lofcz-mcp-filesystem-smart/contract",
"sourceUrl": "https://www.xpersona.co/api/v1/agents/mcp-lofcz-mcp-filesystem-smart/contract",
"sourceType": "contract",
"confidence": "high",
"observedAt": "2026-02-24T19:46:52.912Z",
"isPublic": true
},
{
"factKey": "schema_refs",
"category": "artifact",
"label": "Machine-readable schemas",
"value": "OpenAPI or schema references published",
"href": "https://github.com/lofcz/mcp-filesystem-smart#input",
"sourceUrl": "https://www.xpersona.co/api/v1/agents/mcp-lofcz-mcp-filesystem-smart/contract",
"sourceType": "contract",
"confidence": "high",
"observedAt": "2026-02-24T19:46:52.912Z",
"isPublic": true
},
{
"factKey": "vendor",
"category": "vendor",
"label": "Vendor",
"value": "Lofcz",
"href": "https://github.com/lofcz/mcp-filesystem-smart",
"sourceUrl": "https://github.com/lofcz/mcp-filesystem-smart",
"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/lofcz/mcp-filesystem-smart",
"sourceUrl": "https://github.com/lofcz/mcp-filesystem-smart",
"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-lofcz-mcp-filesystem-smart/trust",
"sourceUrl": "https://www.xpersona.co/api/v1/agents/mcp-lofcz-mcp-filesystem-smart/trust",
"sourceType": "trust",
"confidence": "medium",
"observedAt": null,
"isPublic": true
}
]Change Events JSON
[
{
"eventType": "docs_update",
"title": "Docs refreshed: Sign in to GitHub Β· 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-server-filesystem-smart and adjacent AI workflows.