{"id":"583da124-428b-4546-995e-371178c26dd9","shortId":"3Yz9gT","kind":"mcp","title":"CodeSkeleton","tagline":"Compact Python code reader that provides file skeletons and targeted symbol reads for AI agents.","description":"Compact Python code reader that provides file skeletons and targeted symbol reads for AI agents.\n\nProvides AI agents with efficient access to Python codebases by returning compact file skeletons first, then allowing targeted reads of specific symbols and implementations. Offers five tools: skeleton/skeletons for file maps, symbols for symbol lists, implementation/implementations for targeted code reads, implementation_batch for cross-file reads, and smart_batch for symbol discovery across files. Reduces token usage and noise when agents need to navigate large codebases.","tags":["codeskeleton"],"capabilities":["mcp","transport-stdio","open-source"],"categories":[],"synonyms":[],"warnings":[],"endpointUrl":"https://github.com/dugd/codeskeleton","protocol":"mcp","transport":"stdio","auth":{"type":"mcp","details":{"transport":"stdio"}},"qualityScore":"0.556","qualityRationale":"deterministic score 0.56 from registry signals: · indexed on pulsemcp · has source repo · 3 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":"2026-05-29T01:22:47.605Z","embedding":null,"createdAt":"2026-05-15T05:22:14.064Z","updatedAt":"2026-05-29T01:22:47.605Z","lastSeenAt":"2026-05-29T01:22:47.605Z","tsv":"'access':37 'across':85 'agent':16,31,34,93 'ai':15,30,33 'allow':48 'batch':73,81 'code':4,19,70 'codebas':40,98 'codeskeleton':1 'compact':2,17,43 'cross':76 'cross-fil':75 'discoveri':84 'effici':36 'file':8,23,44,61,77,86 'first':46 'five':57 'implement':55,72 'implementation/implementations':67 'larg':97 'list':66 'map':62 'mcp' 'navig':96 'need':94 'nois':91 'offer':56 'open-source' 'provid':7,22,32 'python':3,18,39 'read':13,28,50,71,78 'reader':5,20 'reduc':87 'return':42 'skeleton':9,24,45 'skeleton/skeletons':59 'smart':80 'specif':52 'symbol':12,27,53,63,65,83 'target':11,26,49,69 'token':88 'tool':58 'transport-stdio' 'usag':89","prices":[{"id":"fec74a18-9b6f-4b16-af2a-33d4cf819cdd","listingId":"583da124-428b-4546-995e-371178c26dd9","amountUsd":"0","unit":"free","nativeCurrency":null,"nativeAmount":null,"chain":null,"payTo":null,"paymentMethod":"mcp-free","isPrimary":true,"details":{"transport":"stdio"},"createdAt":"2026-05-15T05:22:14.064Z"}],"sources":[{"listingId":"583da124-428b-4546-995e-371178c26dd9","source":"pulsemcp","sourceId":"https://www.pulsemcp.com/servers/dugd-codeskeleton","sourceUrl":"https://api.pulsemcp.com/v0beta/servers","isPrimary":true,"firstSeenAt":"2026-05-15T05:22:14.064Z","lastSeenAt":"2026-05-29T01:22:47.605Z"}],"details":{"listingId":"583da124-428b-4546-995e-371178c26dd9","quickStartSnippet":null,"exampleRequest":null,"exampleResponse":null,"schema":null,"openapiUrl":null,"agentsTxtUrl":null,"citations":[],"useCases":[],"bestFor":[],"notFor":[],"kindDetails":{"source":"pulsemcp","transport":"stdio","server_name":"CodeSkeleton","github_stars":3,"registry_url":"https://www.pulsemcp.com/servers/dugd-codeskeleton","source_code_url":"https://github.com/dugd/codeskeleton"},"updatedAt":"2026-05-29T01:22:47.605Z"}}