{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"github_mcp-bgauryy-octocode-mcp","slug":"mcp-bgauryy-octocode-mcp","name":"octocode-mcp","type":"mcp","url":"https://github.com/bgauryy/octocode-mcp","page_url":"https://unfragile.ai/mcp-bgauryy-octocode-mcp","categories":["mcp-servers"],"tags":["agent","ai","ai-agents","ai-tools","claude-ai","code-intelligence","code-search","context","cursor","cursor-ai","development","github","github-api","llm","mcp","model-context-protocol","modelcontextprotocol","octocode","semantic-search","vibe-coding"],"pricing":{"model":"open_source","free":true,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"github_mcp-bgauryy-octocode-mcp__cap_0","uri":"capability://search.retrieval.semantic.code.search.across.github.gitlab.repositories","name":"semantic code search across github/gitlab repositories","description":"Executes natural language queries against public and private GitHub/GitLab repositories using the GitHub Search API and GitLab API, translating user intent into optimized code search queries. Implements a 6-level token resolution priority chain (environment variables, OAuth tokens, personal access tokens) evaluated on every API call without caching, enabling dynamic permission-based access control. Supports both GitHub Cloud and GitHub Enterprise Server via configurable GITHUB_API_URL, with per-tool circuit breakers preventing cascading failures during rate limiting.","intents":["Find implementations of a specific pattern across multiple repositories I have access to","Search for code examples in public repos without authentication","Locate function definitions or API usage across private company repositories","Discover how a library is used in real-world codebases"],"best_for":["AI agents researching code patterns across distributed repositories","developers building context-aware code assistants","teams migrating from manual code search to semantic search"],"limitations":["GitHub API rate limits (60 req/hour unauthenticated, 5000/hour authenticated) apply per token","Search results limited to GitHub/GitLab API response sizes (~100 results per query)","No built-in result ranking by relevance — returns API-ordered results","GitLab support limited to public instances and self-hosted with API access"],"requires":["GitHub account or GitHub Enterprise Server instance","GitHub personal access token (PAT) or OAuth token for private repo access","Network connectivity to GitHub.com or configured GITHUB_API_URL","Node.js 18+ runtime"],"input_types":["natural language query string","repository owner/name identifiers","file path patterns"],"output_types":["structured JSON with file paths, line numbers, code snippets","repository metadata (stars, language, last updated)"],"categories":["search-retrieval","code-intelligence"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"github_mcp-bgauryy-octocode-mcp__cap_1","uri":"capability://search.retrieval.repository.structure.visualization.and.navigation","name":"repository structure visualization and navigation","description":"Exposes repository directory trees and file hierarchies via the viewRepoStructure tool, parsing GitHub/GitLab API responses into nested JSON structures representing the full codebase organization. Implements lazy-loading patterns to handle large monorepos by returning paginated results, with configurable depth limits to prevent token exhaustion. Integrates with LSP (Language Server Protocol) tools for semantic understanding of file relationships and import dependencies.","intents":["Understand the overall organization of a codebase before diving into specific files","Map out directory structure to identify where related code lives","Generate context about project layout for LLM agents planning code modifications","Identify entry points and main modules in unfamiliar repositories"],"best_for":["AI agents onboarding to new codebases","developers exploring unfamiliar open-source projects","teams building code navigation tools"],"limitations":["Depth-limited to prevent excessive API calls on monorepos (configurable, default ~5 levels)","Does not include file sizes or commit history metadata","Pagination required for repos with >1000 files per directory","No symbolic link resolution — treats symlinks as regular files"],"requires":["GitHub/GitLab API access token","Repository read permissions","Network connectivity to GitHub.com or GitLab instance"],"input_types":["repository owner and name","optional branch/ref specification","optional path prefix for subtree navigation"],"output_types":["nested JSON tree structure","file type metadata (blob, tree)","file paths with relative URLs"],"categories":["search-retrieval","memory-knowledge"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"github_mcp-bgauryy-octocode-mcp__cap_10","uri":"capability://tool.use.integration.skills.marketplace.and.custom.tool.extension","name":"skills marketplace and custom tool extension","description":"Provides extensibility mechanism via skills marketplace enabling developers to create custom tools and workflows extending the core 13-tool registry. Implements skill packaging format with metadata (name, description, tools, permissions), skill discovery via marketplace API, and dynamic tool registration at runtime. Each skill includes self-contained tool implementations with schema validation and error handling, enabling community contributions without core codebase changes.","intents":["Extend octocode-mcp with custom tools for domain-specific code research","Share reusable research workflows via marketplace","Integrate third-party APIs (Jira, Linear, Slack) with code research tools","Build organization-specific code intelligence tools"],"best_for":["developers building custom code research tools","teams extending octocode-mcp for internal use cases","community contributors sharing reusable skills"],"limitations":["Skill packaging format not yet standardized (evolving)","No built-in skill versioning or dependency management","Skills loaded at server startup (no hot-reload)","Limited marketplace discoverability (early stage)","Skill security model relies on developer trust (no sandboxing)"],"requires":["TypeScript/JavaScript knowledge for skill development","Understanding of MCP tool schema and registration","Marketplace account for skill publishing","Node.js 18+ runtime"],"input_types":["skill metadata (name, description, tools)","tool implementations with schema definitions","optional configuration parameters"],"output_types":["registered tools available to MCP clients","skill metadata for discovery","tool execution results"],"categories":["tool-use-integration","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"github_mcp-bgauryy-octocode-mcp__cap_11","uri":"capability://automation.workflow.bulk.operations.and.batch.api.call.optimization","name":"bulk operations and batch api call optimization","description":"Optimizes multiple sequential API calls into batched requests where possible, reducing round-trip latency and API rate limit consumption. Implements query optimization combining multiple filter conditions into single GitHub Search API calls, and bulk file retrieval via GitHub API tree endpoint. Supports concurrent tool execution with configurable concurrency limits (default 5 concurrent requests) and exponential backoff for rate-limited responses.","intents":["Execute multiple code searches in parallel to reduce total research time","Retrieve multiple files from a repository in fewer API calls","Optimize API rate limit usage for large-scale code analysis","Handle rate limiting gracefully with exponential backoff"],"best_for":["AI agents conducting large-scale code research across many repositories","teams analyzing multiple codebases simultaneously","developers optimizing API usage for cost and performance"],"limitations":["Concurrency limits (default 5) may be insufficient for very large batch operations","Query optimization limited to GitHub Search API (GitLab has different syntax)","Exponential backoff may cause significant delays during rate limiting","Bulk file retrieval limited to GitHub API tree endpoint (no GitLab equivalent)","No built-in result deduplication across concurrent requests"],"requires":["GitHub/GitLab API token with sufficient rate limits","Configuration for concurrency limits and backoff parameters","Understanding of GitHub Search API syntax for query optimization"],"input_types":["multiple search queries or file paths","optional concurrency limit override","optional backoff configuration"],"output_types":["aggregated results from multiple API calls","rate limit status and remaining quota","execution timing and optimization metrics"],"categories":["automation-workflow","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"github_mcp-bgauryy-octocode-mcp__cap_12","uri":"capability://automation.workflow.session.management.and.telemetry.tracking","name":"session management and telemetry tracking","description":"Tracks research sessions with unique identifiers, recording tool execution history, API call metrics, and error events. Implements session persistence via octocode-shared infrastructure enabling session resumption and audit trails. Collects telemetry including API latency, rate limit usage, tool success rates, and error frequencies, with optional reporting to telemetry backend for usage analytics and debugging.","intents":["Resume interrupted research sessions from saved checkpoints","Track API usage and rate limit consumption across sessions","Debug tool failures with detailed execution history","Analyze research patterns and tool usage for optimization"],"best_for":["developers debugging tool failures and API issues","teams analyzing research patterns and tool usage","organizations tracking API consumption for cost management"],"limitations":["Session persistence requires external state store (no built-in persistence)","Telemetry collection adds ~10-20ms latency per tool call","Telemetry reporting may expose sensitive information (requires careful configuration)","Session resumption limited to checkpoint data (no full state reconstruction)","No built-in session cleanup (requires manual deletion)"],"requires":["External state store for session persistence (optional)","Configuration for telemetry reporting (optional)","Network connectivity for telemetry backend (optional)"],"input_types":["session ID for resumption","telemetry configuration (enabled, backend URL, sampling rate)"],"output_types":["session metadata and execution history","telemetry metrics (latency, rate limits, errors)","audit trail for compliance"],"categories":["automation-workflow","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"github_mcp-bgauryy-octocode-mcp__cap_13","uri":"capability://safety.moderation.error.handling.and.resilience.with.circuit.breakers","name":"error handling and resilience with circuit breakers","description":"Implements per-tool circuit breakers preventing cascading failures when APIs become unavailable or rate-limited. Uses exponential backoff strategy for transient errors (429, 503) with configurable retry limits (default 3 retries). Implements timeout protection (default 30 seconds per request) and graceful degradation returning partial results when possible. Includes detailed error classification (transient vs permanent) enabling intelligent retry logic.","intents":["Handle API rate limiting gracefully without failing entire research workflow","Recover from transient network errors automatically","Prevent cascading failures when one tool fails","Provide detailed error information for debugging"],"best_for":["production systems requiring high reliability","long-running research workflows sensitive to transient failures","teams debugging API integration issues"],"limitations":["Circuit breaker state not shared across server instances (no distributed state)","Exponential backoff may cause significant delays (max ~30 seconds default)","Timeout protection may truncate slow API responses","Partial result degradation may produce incomplete research results","Error classification heuristics may misidentify error types"],"requires":["Configuration for retry limits and backoff parameters","Understanding of error types (transient vs permanent)","Monitoring/alerting for circuit breaker state"],"input_types":["API request with timeout and retry configuration","optional circuit breaker state override"],"output_types":["API response or error with classification","circuit breaker status (open, closed, half-open)","retry metrics (attempts, backoff duration)"],"categories":["safety-moderation","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"github_mcp-bgauryy-octocode-mcp__cap_14","uri":"capability://tool.use.integration.vs.code.extension.oauth.provider.and.server.launcher","name":"vs code extension oauth provider and server launcher","description":"Provides VS Code Extension implementing OAuth flow for token acquisition without manual PAT creation, and server process launcher managing octocode-mcp lifecycle within VS Code. Implements token synchronization between VS Code Extension and MCP server via encrypted credential storage, and configuration management for VS Code-specific settings (tools, token preferences). Integrates with VS Code's built-in authentication provider API for seamless OAuth experience.","intents":["Acquire GitHub/GitLab OAuth tokens through VS Code UI without manual PAT creation","Launch and manage octocode-mcp server process from VS Code","Synchronize authentication tokens between VS Code and MCP server","Configure octocode-mcp settings within VS Code preferences"],"best_for":["VS Code users preferring OAuth over personal access tokens","developers wanting integrated octocode-mcp experience in VS Code","teams managing octocode-mcp configuration via VS Code settings"],"limitations":["VS Code Extension only (not available in other IDEs)","OAuth flow requires VS Code 1.80+ with authentication provider support","Token synchronization adds ~100-200ms latency on startup","Server process management limited to VS Code lifecycle (no background service)","Configuration changes require VS Code restart to take effect"],"requires":["VS Code 1.80+","VS Code Extension installed from marketplace","GitHub/GitLab OAuth application configured","Node.js 18+ runtime"],"input_types":["GitHub/GitLab OAuth credentials","VS Code settings for tool configuration"],"output_types":["OAuth token stored in VS Code credential storage","server process ID and status","configuration validation results"],"categories":["tool-use-integration","safety-moderation"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"github_mcp-bgauryy-octocode-mcp__cap_2","uri":"capability://search.retrieval.file.content.retrieval.with.caching.and.streaming","name":"file content retrieval with caching and streaming","description":"Fetches raw file contents from GitHub/GitLab repositories using the getFileContent tool, implementing content-aware streaming for large files (>1MB) to prevent token overflow in LLM contexts. Uses GitHub's raw content API endpoints for efficient delivery, with optional base64 encoding for binary files. Integrates with the content processing pipeline to apply syntax highlighting metadata and language detection before returning to clients.","intents":["Retrieve specific file contents to analyze code patterns","Get configuration files (package.json, requirements.txt) for dependency analysis","Fetch documentation files (README, CONTRIBUTING) for context","Stream large files in chunks to avoid LLM context limits"],"best_for":["LLM agents analyzing specific implementation files","code review automation tools","documentation generation systems"],"limitations":["Files >1MB automatically truncated or streamed (configurable threshold)","Binary files returned as base64-encoded strings, increasing token usage","No built-in caching — every request hits GitHub API","Line-range queries not supported (must fetch entire file)","GitHub API raw content endpoint has separate rate limits"],"requires":["GitHub/GitLab API token with repository read access","Valid repository owner, name, and file path","Optional: branch/ref specification (defaults to default branch)"],"input_types":["repository identifier (owner/repo)","file path","optional branch/tag/commit SHA","optional encoding preference (utf-8, base64)"],"output_types":["raw file content as string","language detection metadata","file size and encoding information"],"categories":["search-retrieval","memory-knowledge"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"github_mcp-bgauryy-octocode-mcp__cap_3","uri":"capability://search.retrieval.pull.request.and.issue.search.with.filtering","name":"pull request and issue search with filtering","description":"Searches GitHub/GitLab pull requests and issues using the searchPullRequests tool, translating natural language queries into GitHub Search API syntax with support for advanced filters (state, author, labels, date ranges). Implements query optimization to reduce API calls by combining multiple filter conditions into single requests. Returns structured metadata including PR/issue status, author information, and linked commits for context-aware analysis.","intents":["Find related pull requests or issues discussing a specific feature or bug","Identify recent changes to a codebase by searching merged PRs","Discover how other developers solved similar problems","Track discussion history and decision rationale in issue threads"],"best_for":["AI agents researching code change history and rationale","developers understanding design decisions in open-source projects","teams analyzing contribution patterns"],"limitations":["GitHub Search API limits to 1000 results per query (pagination required)","Advanced filters (e.g., review status) require additional API calls","Issue/PR body text not included in search results (requires separate fetch)","GitLab issue search less feature-rich than GitHub (no advanced filtering)"],"requires":["GitHub/GitLab API token","Repository read permissions","Understanding of GitHub Search query syntax for advanced filters"],"input_types":["natural language query or GitHub search syntax","optional filters: state (open/closed), author, labels, date range","repository scope (single repo or organization)"],"output_types":["structured JSON with PR/issue metadata","author and reviewer information","linked commit SHAs","creation/update timestamps"],"categories":["search-retrieval","memory-knowledge"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"github_mcp-bgauryy-octocode-mcp__cap_4","uri":"capability://code.generation.editing.local.filesystem.code.analysis.with.lsp.integration","name":"local filesystem code analysis with lsp integration","description":"Provides local filesystem access via LSP (Language Server Protocol) tools, enabling semantic analysis of code structure without cloning repositories. Implements per-language LSP server management (Python, TypeScript, Go, Rust, etc.) with automatic server lifecycle management (start, stop, restart on failure). Supports symbol queries (definitions, references, hover information) and diagnostic analysis (linting, type errors) through standardized LSP protocol, with results cached per-session to reduce redundant analysis.","intents":["Analyze code structure and dependencies in local projects without pushing to GitHub","Get precise symbol definitions and type information for code understanding","Identify unused code, type errors, and linting issues before commit","Navigate code relationships (callers, callees, implementations) semantically"],"best_for":["developers analyzing private/local codebases","AI agents understanding code semantics beyond text matching","teams building local code intelligence tools"],"limitations":["Requires LSP server binaries installed for each language (not bundled)","ENABLE_LOCAL configuration must be true (disabled by default in production)","LSP servers consume significant memory (100-500MB per language)","Symbol queries limited to workspace scope (no cross-workspace analysis)","Startup latency for LSP servers (~2-5 seconds per language)"],"requires":["Local filesystem access with read permissions","Language-specific LSP server installed (e.g., pylance for Python, typescript-language-server for JS)","ENABLE_LOCAL=true configuration flag","Node.js 18+ runtime"],"input_types":["local file paths","symbol names for definition/reference queries","position (line, column) for hover information","workspace root directory"],"output_types":["symbol definitions with file locations","type information and signatures","diagnostic messages (errors, warnings)","reference locations (callers, implementations)"],"categories":["code-generation-editing","memory-knowledge"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"github_mcp-bgauryy-octocode-mcp__cap_5","uri":"capability://search.retrieval.package.registry.search.and.dependency.analysis","name":"package registry search and dependency analysis","description":"Searches npm, PyPI, and other package registries via the packageSearch tool, translating natural language queries into registry-specific API calls. Implements provider abstraction layer supporting multiple registries with unified query interface, returning structured metadata (versions, dependencies, maintainers, download stats). Integrates with dependency resolution to identify transitive dependencies and version compatibility issues.","intents":["Find npm packages or Python libraries matching a specific capability","Check package versions, maintenance status, and popularity metrics","Identify dependencies and their transitive requirements","Discover alternatives to existing packages"],"best_for":["developers researching third-party dependencies","AI agents recommending libraries for specific use cases","teams evaluating package security and maintenance status"],"limitations":["Registry search APIs have different query syntax and result formats","Dependency resolution limited to direct dependencies (transitive requires separate queries)","No built-in security vulnerability checking (requires separate tools like npm audit)","Private package registries require separate authentication configuration"],"requires":["Network connectivity to npm, PyPI, or configured private registry","Optional: authentication tokens for private registries","Knowledge of package naming conventions per registry"],"input_types":["natural language package description","package name or keyword","optional language/ecosystem filter (npm, pip, cargo, etc.)"],"output_types":["structured JSON with package metadata","version information and release dates","dependency lists","maintainer and license information"],"categories":["search-retrieval","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"github_mcp-bgauryy-octocode-mcp__cap_6","uri":"capability://tool.use.integration.mcp.tool.registration.and.schema.validation","name":"mcp tool registration and schema validation","description":"Registers 13 discrete tools (searchCode, getFileContent, viewRepoStructure, etc.) with the Model Context Protocol via stdio, implementing tool metadata and hints system for client discovery. Each tool includes JSON Schema validation for inputs, with per-tool circuit breakers and resilience wrappers preventing cascading failures. Tool registry supports dynamic registration enabling extensibility via skills marketplace, with self-check protocol validating tool availability before execution.","intents":["Enable LLM clients (Claude, Cursor, Windsurf) to discover available code research tools","Validate tool inputs before execution to prevent malformed API calls","Provide tool hints and descriptions for LLM context injection","Extend tool registry with custom skills from marketplace"],"best_for":["MCP client developers integrating octocode-mcp into their tools","teams building custom skills extending the tool registry","developers debugging tool availability and schema issues"],"limitations":["Tool registration is static at server startup (no hot-reload)","Schema validation adds ~50-100ms latency per tool call","Circuit breakers require manual reset after threshold exceeded","Tool hints limited to JSON Schema (no runtime type checking)"],"requires":["MCP-compatible client (Claude Desktop, Cursor, Windsurf, VS Code Copilot)","Node.js 18+ runtime","stdio-based communication channel"],"input_types":["tool name and input parameters","JSON-formatted tool arguments"],"output_types":["tool execution results","error messages with circuit breaker status","tool metadata and schema information"],"categories":["tool-use-integration","safety-moderation"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"github_mcp-bgauryy-octocode-mcp__cap_7","uri":"capability://planning.reasoning.research.driven.development.rdd.pipeline.orchestration","name":"research-driven development (rdd) pipeline orchestration","description":"Orchestrates multi-step research workflows via the octocode-research HTTP server, implementing a formal 5-phase sequential pipeline (Planning, Exploration, Analysis, Synthesis, Validation) with checkpoint support for resumable research. Each phase executes atomic tool calls with self-check protocol validating results before proceeding to next phase. Implements context management with configurable token budgets per phase, circuit breakers preventing infinite loops, and telemetry tracking research progress.","intents":["Execute complex multi-step code research workflows (e.g., find pattern → analyze implementations → synthesize best practices)","Resume interrupted research from checkpoints without re-executing completed phases","Track research progress and validate results at each phase","Constrain research scope with token budgets and iteration limits"],"best_for":["AI agents conducting deep code research across multiple repositories","teams building research-driven development workflows","developers analyzing complex architectural patterns"],"limitations":["5-phase pipeline is rigid (no custom phase ordering)","Checkpoint persistence requires external state store (no built-in persistence)","Token budget constraints may truncate results in large codebases","Circuit breakers require manual reset after threshold exceeded","Phase transitions add ~200-500ms latency per step"],"requires":["octocode-research HTTP server running","Tool registry with all 13 tools registered","External state store for checkpoint persistence (optional)","Configuration for token budgets and iteration limits"],"input_types":["research query (natural language)","phase configuration (token budgets, iteration limits)","optional checkpoint ID for resumption"],"output_types":["structured research results per phase","checkpoint data for resumption","telemetry and progress tracking","validation status per phase"],"categories":["planning-reasoning","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"github_mcp-bgauryy-octocode-mcp__cap_8","uri":"capability://safety.moderation.oauth.token.management.and.credential.resolution","name":"oauth token management and credential resolution","description":"Implements 6-level dynamic token resolution priority chain evaluated on every API call: environment variables → OAuth tokens → personal access tokens → GitHub App tokens → GitLab tokens → fallback to unauthenticated. Uses encrypted credential storage via octocode-shared infrastructure with per-platform encryption (macOS Keychain, Windows Credential Manager, Linux secret-tool). Supports OAuth flow via VS Code Extension for interactive token acquisition without manual PAT creation.","intents":["Automatically resolve correct authentication token for GitHub/GitLab API calls","Support both public and private repository access with permission-aware token selection","Enable OAuth-based authentication without exposing PATs in configuration","Manage multiple tokens for different GitHub/GitLab instances (Cloud, Enterprise)"],"best_for":["developers using octocode-mcp with private repositories","teams managing GitHub Enterprise Server instances","users preferring OAuth over personal access tokens"],"limitations":["Token resolution evaluated per-call (no caching) adds ~10-50ms latency","Encrypted storage platform-dependent (Keychain on macOS, Credential Manager on Windows)","OAuth tokens require VS Code Extension for acquisition (CLI fallback to manual PAT)","No built-in token rotation or expiration management","6-level priority chain may cause unexpected token selection if multiple tokens present"],"requires":["GitHub/GitLab account with OAuth application configured","VS Code Extension for OAuth flow (optional, CLI can use PATs)","Platform-specific credential storage (Keychain, Credential Manager, secret-tool)","Network connectivity for OAuth token exchange"],"input_types":["GitHub/GitLab API endpoint","optional token type preference (OAuth, PAT, GitHub App)"],"output_types":["resolved authentication token","token metadata (type, expiration, scopes)"],"categories":["safety-moderation","tool-use-integration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"github_mcp-bgauryy-octocode-mcp__cap_9","uri":"capability://automation.workflow.multi.ide.mcp.server.configuration.and.lifecycle.management","name":"multi-ide mcp server configuration and lifecycle management","description":"Manages MCP server process lifecycle across multiple IDEs (Claude Desktop, Cursor, Windsurf, VS Code Copilot) via the octocode-cli and VS Code Extension. Implements server initialization with stdio protocol, automatic restart on failure, and graceful shutdown with resource cleanup. Supports multi-IDE configuration via MCP configuration files (claude_desktop_config.json, .cursor/settings.json, etc.) with per-IDE token and tool configuration.","intents":["Install and configure octocode-mcp server in multiple IDEs simultaneously","Automatically restart server on failure without manual intervention","Manage separate token configurations per IDE","Enable/disable tools per IDE based on security policies"],"best_for":["developers using multiple AI-assisted IDEs","teams managing octocode-mcp across organization","enterprises with security policies requiring per-IDE configuration"],"limitations":["Server restart adds ~2-5 second latency (not transparent to user)","Configuration changes require manual IDE restart to take effect","No built-in health checks (relies on IDE to detect server crashes)","stdio protocol limits to single server instance per IDE","Multi-IDE configuration requires manual updates to each IDE's config file"],"requires":["Node.js 18+ runtime","MCP-compatible IDE (Claude Desktop, Cursor, Windsurf, VS Code Copilot)","Write permissions to IDE configuration directories","octocode-cli or VS Code Extension for configuration management"],"input_types":["IDE identifier (claude-desktop, cursor, windsurf, vscode)","server configuration (token, tools, options)","optional startup parameters"],"output_types":["server process ID and status","configuration validation results","startup/shutdown logs"],"categories":["automation-workflow","tool-use-integration"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":49,"verified":false,"data_access_risk":"high","permissions":["GitHub account or GitHub Enterprise Server instance","GitHub personal access token (PAT) or OAuth token for private repo access","Network connectivity to GitHub.com or configured GITHUB_API_URL","Node.js 18+ runtime","GitHub/GitLab API access token","Repository read permissions","Network connectivity to GitHub.com or GitLab instance","TypeScript/JavaScript knowledge for skill development","Understanding of MCP tool schema and registration","Marketplace account for skill publishing"],"failure_modes":["GitHub API rate limits (60 req/hour unauthenticated, 5000/hour authenticated) apply per token","Search results limited to GitHub/GitLab API response sizes (~100 results per query)","No built-in result ranking by relevance — returns API-ordered results","GitLab support limited to public instances and self-hosted with API access","Depth-limited to prevent excessive API calls on monorepos (configurable, default ~5 levels)","Does not include file sizes or commit history metadata","Pagination required for repos with >1000 files per directory","No symbolic link resolution — treats symlinks as regular files","Skill packaging format not yet standardized (evolving)","No built-in skill versioning or dependency management","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.3951869625258332,"quality":0.6,"ecosystem":0.6000000000000001,"match_graph":0.25,"freshness":0.75,"weights":{"adoption":0.25,"quality":0.25,"ecosystem":0.15,"match_graph":0.23,"freshness":0.12}},"observed_outcomes":{"matches":0,"success_rate":0,"avg_confidence":0,"top_intents":[],"last_matched_at":null},"maintenance":{"status":"active","updated_at":"2026-05-24T12:16:22.064Z","last_scraped_at":"2026-05-03T14:23:34.856Z","last_commit":"2026-05-02T09:17:34Z"},"community":{"stars":805,"forks":68,"weekly_downloads":null,"model_downloads":null,"model_likes":null}},"distribution":{"claim_url":"https://unfragile.ai/submit?claim=mcp-bgauryy-octocode-mcp","compare_url":"https://unfragile.ai/compare?artifact=mcp-bgauryy-octocode-mcp"}},"signature":"FLfW8YmqQqn7XtMIYbjRqaP7nZnp1dQhGAvyRGFnpFzfo6erUnjhWl8KK5DT4+Z/FJ9MeVPNkI/kB4BAcz9pBw==","signedAt":"2026-06-20T21:35:57.154Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/mcp-bgauryy-octocode-mcp","artifact":"https://unfragile.ai/mcp-bgauryy-octocode-mcp","verify":"https://unfragile.ai/api/v1/verify?slug=mcp-bgauryy-octocode-mcp","publicKey":"https://unfragile.ai/api/v1/trust-passport-public-key","spec":"https://unfragile.ai/trust","schema":"https://unfragile.ai/schema.json","docs":"https://unfragile.ai/docs"}}