{"id":"d45f6859-07a9-43cf-9fae-8af0a6ef3cc9","shortId":"w2UvXX","kind":"mcp","title":"PMLL Memory","tagline":"Persistent key-value context memory with Q-promise deduplication for AI agent tasks.","description":"Persistent key-value context memory with Q-promise deduplication for AI agent tasks.\n\nPMLL Memory provides persistent key-value context storage and Q-promise deduplication for AI agent workflows. It is a companion MCP server within the PPM (Python Package Manager) project, offering memory retention capabilities that agents can use to maintain context across sessions.\n\nPublished on npm as pmll-memory-mcp, the server handles context persistence, deduplication of repeated queries, and structured memory management for LLM-based toolchains.","tags":["pmll","memory"],"capabilities":["mcp","transport-stdio","open-source"],"categories":[],"synonyms":[],"warnings":[],"endpointUrl":"https://github.com/drqedwards/ppm","protocol":"mcp","transport":"stdio","auth":{"type":"mcp","details":{"transport":"stdio"}},"qualityScore":"0.574","qualityRationale":"deterministic score 0.57 from registry signals: · indexed on pulsemcp · has source repo · 12 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":"2026-04-24T17:22:09.621Z","embedding":null,"createdAt":"2026-04-21T19:27:47.745Z","updatedAt":"2026-04-24T17:22:09.621Z","lastSeenAt":"2026-04-24T17:22:09.621Z","tsv":"'across':75 'agent':16,31,49,69 'ai':15,30,48 'base':101 'capabl':67 'companion':54 'context':7,22,40,74,88 'dedupl':13,28,46,90 'handl':87 'key':5,20,38 'key-valu':4,19,37 'llm':100 'llm-base':99 'maintain':73 'manag':62,97 'mcp':55,84 'memori':2,8,23,34,65,83,96 'npm':79 'offer':64 'open-source' 'packag':61 'persist':3,18,36,89 'pmll':1,33,82 'pmll-memory-mcp':81 'ppm':59 'project':63 'promis':12,27,45 'provid':35 'publish':77 'python':60 'q':11,26,44 'q-promis':10,25,43 'queri':93 'repeat':92 'retent':66 'server':56,86 'session':76 'storag':41 'structur':95 'task':17,32 'toolchain':102 'transport-stdio' 'use':71 'valu':6,21,39 'within':57 'workflow':50","prices":[{"id":"c7ed5caf-b4ba-4689-be42-03557ca11833","listingId":"d45f6859-07a9-43cf-9fae-8af0a6ef3cc9","amountUsd":"0","unit":"free","nativeCurrency":null,"nativeAmount":null,"chain":null,"payTo":null,"paymentMethod":"mcp-free","isPrimary":true,"details":{"transport":"stdio"},"createdAt":"2026-04-21T19:27:47.745Z"}],"sources":[{"listingId":"d45f6859-07a9-43cf-9fae-8af0a6ef3cc9","source":"pulsemcp","sourceId":"https://www.pulsemcp.com/servers/drqedwards-pmll-memory","sourceUrl":"https://api.pulsemcp.com/v0beta/servers","isPrimary":true,"firstSeenAt":"2026-04-21T19:27:47.745Z","lastSeenAt":"2026-04-24T17:22:09.621Z"}],"details":{"listingId":"d45f6859-07a9-43cf-9fae-8af0a6ef3cc9","quickStartSnippet":null,"exampleRequest":null,"exampleResponse":null,"schema":null,"openapiUrl":null,"agentsTxtUrl":null,"citations":[],"useCases":[],"bestFor":[],"notFor":[],"kindDetails":{"source":"pulsemcp","transport":"stdio","server_name":"PMLL Memory","external_url":"https://github.com/drQedwards/PPM","github_stars":12,"registry_url":"https://www.pulsemcp.com/servers/drqedwards-pmll-memory","source_code_url":"https://github.com/drqedwards/ppm"},"updatedAt":"2026-04-24T17:22:09.621Z"}}