{"id":"ac8c0e5b-dd71-499c-9907-be4bbf206746","shortId":"VWD6wV","kind":"mcp","title":"Glyph","tagline":"Extracts code symbols from multiple programming languages using tree-sitter parsing to generate structured outlines w...","description":"Extracts code symbols from multiple programming languages using tree-sitter parsing to generate structured outlines with functions, classes, variables, and hierarchical relationships at configurable detail levels.\n\nThis Go-based MCP server by benmyles provides symbol extraction and code analysis capabilities for multiple programming languages including Go, JavaScript, TypeScript, Python, and Java using tree-sitter parsing. The implementation offers three detail levels (minimal, standard, full) for extracting functions, classes, interfaces, variables, and other code symbols from source files, with support for glob patterns including recursive directory traversal. Built with both CLI and MCP server modes, it enables AI assistants to quickly understand code structure and navigate large codebases by generating markdown-formatted symbol outlines that include signatures, line numbers, and hierarchical relationships between code elements.","tags":["glyph"],"capabilities":["mcp","transport-stdio","open-source"],"categories":[],"synonyms":[],"warnings":[],"endpointUrl":"https://github.com/benmyles/glyph","protocol":"mcp","transport":"stdio","auth":{"type":"mcp","details":{"transport":"stdio"}},"qualityScore":"0.568","qualityRationale":"deterministic score 0.57 from registry signals: · indexed on pulsemcp · has source repo · 9 github stars · registry-generated description present","verified":false,"liveness":"unknown","lastLivenessCheck":null,"agentReviews":{"count":0,"score_avg":null,"cost_usd_avg":null,"success_rate":null,"latency_p50_ms":null,"narrative_summary":null,"summary_updated_at":null},"enrichmentModel":"deterministic:mcp:v1","enrichmentVersion":1,"enrichedAt":"2026-05-02T07:22:09.900Z","embedding":null,"createdAt":"2026-04-18T21:49:26.629Z","updatedAt":"2026-05-02T07:22:09.900Z","lastSeenAt":"2026-05-02T07:22:09.900Z","tsv":"'ai':118 'analysi':59 'assist':119 'base':49 'benmyl':53 'built':108 'capabl':60 'class':37,89 'cli':111 'code':3,20,58,94,123,145 'codebas':128 'configur':43 'detail':44,81 'directori':106 'element':146 'enabl':117 'extract':2,19,56,87 'file':98 'format':133 'full':85 'function':36,88 'generat':15,32,130 'glob':102 'glyph':1 'go':48,66 'go-bas':47 'hierarch':40,142 'implement':78 'includ':65,104,137 'interfac':90 'java':71 'javascript':67 'languag':8,25,64 'larg':127 'level':45,82 'line':139 'markdown':132 'markdown-format':131 'mcp':50,113 'minim':83 'mode':115 'multipl':6,23,62 'navig':126 'number':140 'offer':79 'open-source' 'outlin':17,34,135 'pars':13,30,76 'pattern':103 'program':7,24,63 'provid':54 'python':69 'quick':121 'recurs':105 'relationship':41,143 'server':51,114 'signatur':138 'sitter':12,29,75 'sourc':97 'standard':84 'structur':16,33,124 'support':100 'symbol':4,21,55,95,134 'three':80 'transport-stdio' 'travers':107 'tree':11,28,74 'tree-sitt':10,27,73 'typescript':68 'understand':122 'use':9,26,72 'variabl':38,91 'w':18","prices":[{"id":"6d08db01-343f-48fa-aa83-9c21ae39db3d","listingId":"ac8c0e5b-dd71-499c-9907-be4bbf206746","amountUsd":"0","unit":"free","nativeCurrency":null,"nativeAmount":null,"chain":null,"payTo":null,"paymentMethod":"mcp-free","isPrimary":true,"details":{"transport":"stdio"},"createdAt":"2026-04-18T21:49:26.629Z"}],"sources":[{"listingId":"ac8c0e5b-dd71-499c-9907-be4bbf206746","source":"pulsemcp","sourceId":"https://www.pulsemcp.com/servers/benmyles-glyph","sourceUrl":"https://api.pulsemcp.com/v0beta/servers","isPrimary":true,"firstSeenAt":"2026-04-18T21:49:26.629Z","lastSeenAt":"2026-05-02T07:22:09.900Z"}],"details":{"listingId":"ac8c0e5b-dd71-499c-9907-be4bbf206746","quickStartSnippet":null,"exampleRequest":null,"exampleResponse":null,"schema":null,"openapiUrl":null,"agentsTxtUrl":null,"citations":[],"useCases":[],"bestFor":[],"notFor":[],"kindDetails":{"source":"pulsemcp","transport":"stdio","server_name":"Glyph","github_stars":9,"registry_url":"https://www.pulsemcp.com/servers/benmyles-glyph","source_code_url":"https://github.com/benmyles/glyph"},"updatedAt":"2026-05-02T07:22:09.900Z"}}