[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"skill-mem0-mem0-oss-to-platform":3,"mdc-n3xyj9-key":46,"related-repo-mem0-mem0-oss-to-platform":1006,"related-org-mem0-mem0-oss-to-platform":1094},{"slug":4,"name":4,"fn":5,"description":6,"org":7,"tags":12,"stars":23,"repoUrl":24,"updatedAt":25,"license":26,"forks":27,"topics":28,"repo":41,"sourceUrl":44,"mdContent":45},"mem0-oss-to-platform","migrate Mem0 projects to platform","Plan and then execute a migration of a project from the mem0 open-source \u002F self-hosted SDK (the local `Memory` class) to the mem0 Platform \u002F hosted \u002F managed SDK (the `MemoryClient` class). Use this whenever a developer wants to move, switch, or migrate their mem0 usage off OSS\u002Fself-hosted to the hosted API — e.g. \"migrate my mem0 setup to the platform\", \"switch from self-hosted mem0 to MemoryClient\", \"use my mem0 API key instead of a local Qdrant\", \"move mem0 to the cloud\u002Fhosted\u002Fmanaged service\", or \"replace my local mem0 vector store + embedder config with the platform\". Applies to Python (`from mem0 import Memory` → `from mem0 import MemoryClient`) and TypeScript\u002FJavaScript (`import { Memory } from \"mem0ai\u002Foss\"` → `import MemoryClient from \"mem0ai\"`). Trigger even when the user doesn't say the word \"migrate\" but clearly wants their existing mem0 integration to run against the hosted platform. It first produces a reviewable migration plan, then executes it after the developer approves. Strictly scoped to the mem0 integration — it does not refactor, restructure, or \"improve\" any unrelated code.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},"mem0","Mem0","https:\u002F\u002Fpexgzepcugksgbtrxkhf.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Forg-logos\u002Fmem0.png","mem0ai",[13,17,20],{"name":14,"slug":15,"type":16},"Memory","memory","tag",{"name":18,"slug":19,"type":16},"Migration","migration",{"name":21,"slug":22,"type":16},"Agents","agents",60691,"https:\u002F\u002Fgithub.com\u002Fmem0ai\u002Fmem0","2026-07-13T06:12:43.848266",null,7066,[22,29,30,31,32,33,34,35,36,15,37,38,39,40],"ai","ai-agents","application","chatbots","chatgpt","genai","llm","long-term-memory","memory-management","python","rag","state-management",{"repoUrl":24,"stars":23,"forks":27,"topics":42,"description":43},[22,29,30,31,32,33,34,35,36,15,37,38,39,40],"Universal memory layer for AI Agents","https:\u002F\u002Fgithub.com\u002Fmem0ai\u002Fmem0\u002Ftree\u002FHEAD\u002Fskills\u002Fmem0-oss-to-platform","---\nname: mem0-oss-to-platform\ndescription: >-\n  Plan and then execute a migration of a project from the mem0 open-source \u002F self-hosted SDK\n  (the local `Memory` class) to the mem0 Platform \u002F hosted \u002F managed SDK (the `MemoryClient`\n  class). Use this whenever a developer wants to move, switch, or migrate their mem0 usage off\n  OSS\u002Fself-hosted to the hosted API — e.g. \"migrate my mem0 setup to the platform\", \"switch from\n  self-hosted mem0 to MemoryClient\", \"use my mem0 API key instead of a local Qdrant\", \"move mem0\n  to the cloud\u002Fhosted\u002Fmanaged service\", or \"replace my local mem0 vector store + embedder config\n  with the platform\". Applies to Python (`from mem0 import Memory` → `from mem0 import MemoryClient`)\n  and TypeScript\u002FJavaScript (`import { Memory } from \"mem0ai\u002Foss\"` → `import MemoryClient from \"mem0ai\"`).\n  Trigger even when the user doesn't say the word \"migrate\" but clearly wants their existing mem0\n  integration to run against the hosted platform. It first produces a reviewable migration plan,\n  then executes it after the developer approves. Strictly scoped to the mem0 integration — it does\n  not refactor, restructure, or \"improve\" any unrelated code.\n---\n\n# Migrate mem0 OSS → mem0 Platform (hosted)\n\nThis skill migrates a project's memory layer from the **self-hosted mem0 OSS SDK** to the\n**hosted mem0 Platform SDK**, working for any project shape — an agent, a RAG pipeline, an API\nservice, a chatbot, a background worker. You discover where mem0 is actually used, write a plan the\ndeveloper reviews, and then execute it on approval.\n\n## The mental model (read this first — it's why the migration is shaped the way it is)\n\nOSS mem0 means **the developer runs the whole memory stack themselves**: a vector store\n(Qdrant\u002Fpgvector\u002FChroma\u002F…), an embedder, an LLM for fact extraction, and a local history DB. All of\nthat is wired up in a config object passed to `Memory`.\n\nThe Platform means **mem0 runs that stack for them**. The developer just holds an **API key**. So\nthe migration is mostly *subtraction*: the local infrastructure config collapses into a single\n`MemoryClient(api_key=...)`. The method calls stay recognizable (`add`\u002F`search`\u002F`get_all`\u002F…), but a\nfew parameter conventions tighten up and the return values are server responses.\n\nSo the core of every migration is:\n1. `Memory` \u002F `Memory.from_config({...})` → `MemoryClient()` (reads the API key from the env).\n2. Delete the local `vector_store` \u002F `llm` \u002F `embedder` \u002F `graph_store` \u002F `history_db_path` config.\n3. Fix up each call site to the hosted call convention (entity IDs into `filters`, pagination, etc.).\n4. Flag everything that *isn't* a clean 1:1 so the developer can decide (see `references\u002Fgotchas.md`).\n\n**Scope discipline:** touch only mem0-related code, config, dependencies, and env. Preserve the\nproject's existing behavior, structure, and style. Do not rename things, \"tidy\" nearby code, or\nchange the app's logic. The developer asked to swap a backend, not to refactor their project.\n\n## Workflow\n\nWork through these phases in order. Phases 1–4 produce the plan; phase 5 runs only after approval.\n\n### Phase 0 — Prerequisite check\nThe hosted SDK needs a mem0 API key (`MEM0_API_KEY`, obtainable at https:\u002F\u002Fapp.mem0.ai). Confirm\nthe developer has one. You don't need the key value to write the plan, but flag in the plan that it\nmust be set (in `.env` \u002F secrets manager, never hardcoded) before execution and verification.\n\n### Phase 1 — Discover the mem0 footprint\nDo not assume the layout. Find every place mem0 appears. Detect the language and the **installed**\nversion first, then sweep for usage. Concretely, search for:\n- **Imports \u002F instantiation:** `from mem0 import Memory`, `Memory.from_config`, `Memory(`,\n  `import ... from \"mem0ai\"`, `from \"mem0ai\u002Foss\"`, `new Memory(`.\n- **Config blocks:** keys like `vector_store`\u002F`vectorStore`, `embedder`, `llm`, `graph_store`\u002F\n  `graphStore`, `history_db_path`, `historyStore`, `custom_fact_extraction_prompt`,\n  `custom_update_memory_prompt`, `enable_graph`.\n- **Every call site:** `.add(`, `.search(`, `.get_all(`\u002F`.getAll(`, `.delete_all(`\u002F`.deleteAll(`,\n  `.get(`, `.update(`, `.delete(`, `.reset(`, `.history(`.\n- **Dependencies & env:** `requirements.txt`\u002F`pyproject.toml`\u002F`package.json` for `mem0ai` and any\n  local-infra deps that exist *only* for mem0 (e.g. `qdrant-client`, `chromadb`); `.env`\u002Fconfig for\n  things like `OPENAI_API_KEY` used by the local embedder\u002FLLM; any docker-compose service (e.g. a\n  Qdrant container) that exists only to back mem0.\n\nUse Grep\u002FGlob broadly; a single missed call site is a runtime break later. Record `file:line` for\neach finding — the plan's inventory is built from this.\n\n### Phase 2 — Verify the API against the installed SDK (don't guess)\nVersions drift, and the OSS and hosted classes have subtly different signatures. Before mapping,\nconfirm the **real** signatures of the installed package rather than trusting memory:\n- **Python:** `python -c \"import inspect; from mem0 import MemoryClient; print(inspect.signature(MemoryClient.search))\"`\n  for each method you'll touch, and read the installed source under\n  `site-packages\u002Fmem0\u002Fclient\u002Fmain.py` if anything is ambiguous (e.g. whether a method *rejects*\n  top-level entity params). Also check the OSS side the project currently uses.\n- **TypeScript:** read the installed types\u002Fdist under `node_modules\u002Fmem0ai\u002F` to confirm option names\n  (`limit` vs `topK`, `userId` vs a nested `filters`) and the default vs `mem0ai\u002Foss` export.\n\nThis verification step is the single most important habit — it's what keeps the plan correct across\nmem0 versions. Then consult `references\u002Fapi-mapping.md` for the OSS→hosted translation of each\nmethod (Python and TypeScript), and the official guide at https:\u002F\u002Fdocs.mem0.ai\u002Fmigration\u002Foss-v2-to-v3.\n\n### Phase 3 — Map each site and flag the gaps\nFor every call site and config block from Phase 1, determine the hosted equivalent using the\nmapping. Most calls map cleanly. Some don't — and those matter more than the mechanical edits.\nRead `references\u002Fgotchas.md` and flag anything that needs a human decision: self-hosted\u002Fdata-\nresidency setups, local model choices moving server-side, graph-memory usage, custom prompts, hot-\npath calls that now make network round-trips, and **existing locally-stored memories not carrying\nover** (data migration is out of scope unless the developer asks — note it, don't silently attempt it).\n\n### Phase 4 — Write the plan and stop\nWrite the full plan to `MEM0_MIGRATION_PLAN.md` at the repo root, following the structure in\n`references\u002Fplan-template.md`. It must be concrete enough to execute from and honest about the gaps.\nThen **stop and present it for review.** Do not start editing code in the same turn — the whole\npoint is that the developer reads and approves the plan first.\n\n### Phase 5 — Execute on approval (guided)\nOnce the developer approves (they may ask for changes first — incorporate them), execute the plan:\n- Make the edits file by file, staying strictly within mem0 scope.\n- Update dependencies and env (`MEM0_API_KEY`; remove now-dead local-infra deps\u002Fservices only if\n  they exist solely for mem0 and you're confident).\n- **Verify**, mirroring how you'd confirm any backend swap:\n  - It imports \u002F type-checks \u002F byte-compiles.\n  - A smoke test exercises `add` → `search`\u002F`get_all` → `delete_all` against the hosted API with a\n    real `MEM0_API_KEY`, and the app's own entry point still runs.\n  - No local mem0 storage directory gets created anymore (e.g. a `.mem0\u002F`, local Qdrant path) —\n    proof the memory really lives on the platform now.\n- Report what changed, what was verified, and any flagged concerns the developer still needs to act\n  on (e.g. configuring custom instructions in the dashboard, migrating old data).\n\n## Reference files\n- `references\u002Fapi-mapping.md` — exact OSS→hosted method\u002Fparam\u002Freturn mapping for Python and\n  TypeScript, plus dependency and env changes. Read during Phase 2–3.\n- `references\u002Fgotchas.md` — the things that aren't a clean 1:1 and need a human decision. Read\n  during Phase 3 so the plan's \"Concerns\" section is complete.\n- `references\u002Fplan-template.md` — the exact structure for `MEM0_MIGRATION_PLAN.md`. Use in Phase 4.\n",{"data":47,"body":48},{"name":4,"description":6},{"type":49,"children":50},"root",[51,60,81,88,108,166,171,275,285,291,296,303,334,340,352,654,667,673,685,776,796,802,821,827,855,861,866,960,966],{"type":52,"tag":53,"props":54,"children":56},"element","h1",{"id":55},"migrate-mem0-oss-mem0-platform-hosted",[57],{"type":58,"value":59},"text","Migrate mem0 OSS → mem0 Platform (hosted)",{"type":52,"tag":61,"props":62,"children":63},"p",{},[64,66,72,74,79],{"type":58,"value":65},"This skill migrates a project's memory layer from the ",{"type":52,"tag":67,"props":68,"children":69},"strong",{},[70],{"type":58,"value":71},"self-hosted mem0 OSS SDK",{"type":58,"value":73}," to the\n",{"type":52,"tag":67,"props":75,"children":76},{},[77],{"type":58,"value":78},"hosted mem0 Platform SDK",{"type":58,"value":80},", working for any project shape — an agent, a RAG pipeline, an API\nservice, a chatbot, a background worker. 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All of\nthat is wired up in a config object passed to ",{"type":52,"tag":101,"props":102,"children":104},"code",{"className":103},[],[105],{"type":58,"value":14},{"type":58,"value":107},".",{"type":52,"tag":61,"props":109,"children":110},{},[111,113,118,120,125,127,133,135,141,143,149,151,157,158,164],{"type":58,"value":112},"The Platform means ",{"type":52,"tag":67,"props":114,"children":115},{},[116],{"type":58,"value":117},"mem0 runs that stack for them",{"type":58,"value":119},". The developer just holds an ",{"type":52,"tag":67,"props":121,"children":122},{},[123],{"type":58,"value":124},"API key",{"type":58,"value":126},". 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Preserve the\nproject's existing behavior, structure, and style. Do not rename things, \"tidy\" nearby code, or\nchange the app's logic. The developer asked to swap a backend, not to refactor their project.",{"type":52,"tag":82,"props":286,"children":288},{"id":287},"workflow",[289],{"type":58,"value":290},"Workflow",{"type":52,"tag":61,"props":292,"children":293},{},[294],{"type":58,"value":295},"Work through these phases in order. 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You don't need the key value to write the plan, but flag in the plan that it\nmust be set (in ",{"type":52,"tag":101,"props":327,"children":329},{"className":328},[],[330],{"type":58,"value":331},".env",{"type":58,"value":333}," \u002F secrets manager, never hardcoded) before execution and verification.",{"type":52,"tag":297,"props":335,"children":337},{"id":336},"phase-1-discover-the-mem0-footprint",[338],{"type":58,"value":339},"Phase 1 — Discover the mem0 footprint",{"type":52,"tag":61,"props":341,"children":342},{},[343,345,350],{"type":58,"value":344},"Do not assume the layout. Find every place mem0 appears. Detect the language and the ",{"type":52,"tag":67,"props":346,"children":347},{},[348],{"type":58,"value":349},"installed",{"type":58,"value":351},"\nversion first, then sweep for usage. 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",{"type":52,"tag":101,"props":625,"children":627},{"className":626},[],[628],{"type":58,"value":629},"qdrant-client",{"type":58,"value":373},{"type":52,"tag":101,"props":632,"children":634},{"className":633},[],[635],{"type":58,"value":636},"chromadb",{"type":58,"value":638},"); ",{"type":52,"tag":101,"props":640,"children":642},{"className":641},[],[643],{"type":58,"value":331},{"type":58,"value":645},"\u002Fconfig for\nthings like ",{"type":52,"tag":101,"props":647,"children":649},{"className":648},[],[650],{"type":58,"value":651},"OPENAI_API_KEY",{"type":58,"value":653}," used by the local embedder\u002FLLM; any docker-compose service (e.g. a\nQdrant container) that exists only to back mem0.",{"type":52,"tag":61,"props":655,"children":656},{},[657,659,665],{"type":58,"value":658},"Use Grep\u002FGlob broadly; a single missed call site is a runtime break later. Record ",{"type":52,"tag":101,"props":660,"children":662},{"className":661},[],[663],{"type":58,"value":664},"file:line",{"type":58,"value":666}," for\neach finding — the plan's inventory is built from this.",{"type":52,"tag":297,"props":668,"children":670},{"id":669},"phase-2-verify-the-api-against-the-installed-sdk-dont-guess",[671],{"type":58,"value":672},"Phase 2 — Verify the API against the installed SDK (don't guess)",{"type":52,"tag":61,"props":674,"children":675},{},[676,678,683],{"type":58,"value":677},"Versions drift, and the OSS and hosted classes have subtly different signatures. Before mapping,\nconfirm the ",{"type":52,"tag":67,"props":679,"children":680},{},[681],{"type":58,"value":682},"real",{"type":58,"value":684}," signatures of the installed package rather than trusting memory:",{"type":52,"tag":353,"props":686,"children":687},{},[688,720],{"type":52,"tag":176,"props":689,"children":690},{},[691,696,697,703,705,711,713,718],{"type":52,"tag":67,"props":692,"children":693},{},[694],{"type":58,"value":695},"Python:",{"type":58,"value":365},{"type":52,"tag":101,"props":698,"children":700},{"className":699},[],[701],{"type":58,"value":702},"python -c \"import inspect; from mem0 import MemoryClient; print(inspect.signature(MemoryClient.search))\"",{"type":58,"value":704},"\nfor each method you'll touch, and read the installed source under\n",{"type":52,"tag":101,"props":706,"children":708},{"className":707},[],[709],{"type":58,"value":710},"site-packages\u002Fmem0\u002Fclient\u002Fmain.py",{"type":58,"value":712}," if anything is ambiguous (e.g. whether a method ",{"type":52,"tag":128,"props":714,"children":715},{},[716],{"type":58,"value":717},"rejects",{"type":58,"value":719},"\ntop-level entity params). Also check the OSS side the project currently uses.",{"type":52,"tag":176,"props":721,"children":722},{},[723,728,730,736,738,744,746,752,753,759,761,766,768,774],{"type":52,"tag":67,"props":724,"children":725},{},[726],{"type":58,"value":727},"TypeScript:",{"type":58,"value":729}," read the installed types\u002Fdist under ",{"type":52,"tag":101,"props":731,"children":733},{"className":732},[],[734],{"type":58,"value":735},"node_modules\u002Fmem0ai\u002F",{"type":58,"value":737}," to confirm option names\n(",{"type":52,"tag":101,"props":739,"children":741},{"className":740},[],[742],{"type":58,"value":743},"limit",{"type":58,"value":745}," vs ",{"type":52,"tag":101,"props":747,"children":749},{"className":748},[],[750],{"type":58,"value":751},"topK",{"type":58,"value":373},{"type":52,"tag":101,"props":754,"children":756},{"className":755},[],[757],{"type":58,"value":758},"userId",{"type":58,"value":760}," vs a nested ",{"type":52,"tag":101,"props":762,"children":764},{"className":763},[],[765],{"type":58,"value":252},{"type":58,"value":767},") and the default vs ",{"type":52,"tag":101,"props":769,"children":771},{"className":770},[],[772],{"type":58,"value":773},"mem0ai\u002Foss",{"type":58,"value":775}," export.",{"type":52,"tag":61,"props":777,"children":778},{},[779,781,787,789,795],{"type":58,"value":780},"This verification step is the single most important habit — it's what keeps the plan correct across\nmem0 versions. Then consult ",{"type":52,"tag":101,"props":782,"children":784},{"className":783},[],[785],{"type":58,"value":786},"references\u002Fapi-mapping.md",{"type":58,"value":788}," for the OSS→hosted translation of each\nmethod (Python and TypeScript), and the official guide at ",{"type":52,"tag":317,"props":790,"children":793},{"href":791,"rel":792},"https:\u002F\u002Fdocs.mem0.ai\u002Fmigration\u002Foss-v2-to-v3",[321],[794],{"type":58,"value":791},{"type":58,"value":107},{"type":52,"tag":297,"props":797,"children":799},{"id":798},"phase-3-map-each-site-and-flag-the-gaps",[800],{"type":58,"value":801},"Phase 3 — Map each site and flag the gaps",{"type":52,"tag":61,"props":803,"children":804},{},[805,807,812,814,819],{"type":58,"value":806},"For every call site and config block from Phase 1, determine the hosted equivalent using the\nmapping. Most calls map cleanly. Some don't — and those matter more than the mechanical edits.\nRead ",{"type":52,"tag":101,"props":808,"children":810},{"className":809},[],[811],{"type":58,"value":272},{"type":58,"value":813}," and flag anything that needs a human decision: self-hosted\u002Fdata-\nresidency setups, local model choices moving server-side, graph-memory usage, custom prompts, hot-\npath calls that now make network round-trips, and ",{"type":52,"tag":67,"props":815,"children":816},{},[817],{"type":58,"value":818},"existing locally-stored memories not carrying\nover",{"type":58,"value":820}," (data migration is out of scope unless the developer asks — note it, don't silently attempt it).",{"type":52,"tag":297,"props":822,"children":824},{"id":823},"phase-4-write-the-plan-and-stop",[825],{"type":58,"value":826},"Phase 4 — Write the plan and stop",{"type":52,"tag":61,"props":828,"children":829},{},[830,832,838,840,846,848,853],{"type":58,"value":831},"Write the full plan to ",{"type":52,"tag":101,"props":833,"children":835},{"className":834},[],[836],{"type":58,"value":837},"MEM0_MIGRATION_PLAN.md",{"type":58,"value":839}," at the repo root, following the structure in\n",{"type":52,"tag":101,"props":841,"children":843},{"className":842},[],[844],{"type":58,"value":845},"references\u002Fplan-template.md",{"type":58,"value":847},". It must be concrete enough to execute from and honest about the gaps.\nThen ",{"type":52,"tag":67,"props":849,"children":850},{},[851],{"type":58,"value":852},"stop and present it for review.",{"type":58,"value":854}," Do not start editing code in the same turn — the whole\npoint is that the developer reads and approves the plan first.",{"type":52,"tag":297,"props":856,"children":858},{"id":857},"phase-5-execute-on-approval-guided",[859],{"type":58,"value":860},"Phase 5 — Execute on approval (guided)",{"type":52,"tag":61,"props":862,"children":863},{},[864],{"type":58,"value":865},"Once the developer approves (they may ask for changes first — incorporate them), execute the plan:",{"type":52,"tag":353,"props":867,"children":868},{},[869,874,886,955],{"type":52,"tag":176,"props":870,"children":871},{},[872],{"type":58,"value":873},"Make the edits file by file, staying strictly within mem0 scope.",{"type":52,"tag":176,"props":875,"children":876},{},[877,879,884],{"type":58,"value":878},"Update dependencies and env (",{"type":52,"tag":101,"props":880,"children":882},{"className":881},[],[883],{"type":58,"value":313},{"type":58,"value":885},"; remove now-dead local-infra deps\u002Fservices only if\nthey exist solely for mem0 and you're confident).",{"type":52,"tag":176,"props":887,"children":888},{},[889,894,896],{"type":52,"tag":67,"props":890,"children":891},{},[892],{"type":58,"value":893},"Verify",{"type":58,"value":895},", mirroring how you'd confirm any backend swap:\n",{"type":52,"tag":353,"props":897,"children":898},{},[899,904,942],{"type":52,"tag":176,"props":900,"children":901},{},[902],{"type":58,"value":903},"It imports \u002F type-checks \u002F byte-compiles.",{"type":52,"tag":176,"props":905,"children":906},{},[907,909,914,915,920,921,926,927,933,935,940],{"type":58,"value":908},"A smoke test exercises ",{"type":52,"tag":101,"props":910,"children":912},{"className":911},[],[913],{"type":58,"value":148},{"type":58,"value":193},{"type":52,"tag":101,"props":916,"children":918},{"className":917},[],[919],{"type":58,"value":156},{"type":58,"value":150},{"type":52,"tag":101,"props":922,"children":924},{"className":923},[],[925],{"type":58,"value":163},{"type":58,"value":193},{"type":52,"tag":101,"props":928,"children":930},{"className":929},[],[931],{"type":58,"value":932},"delete_all",{"type":58,"value":934}," against the hosted API with a\nreal ",{"type":52,"tag":101,"props":936,"children":938},{"className":937},[],[939],{"type":58,"value":313},{"type":58,"value":941},", and the app's own entry point still runs.",{"type":52,"tag":176,"props":943,"children":944},{},[945,947,953],{"type":58,"value":946},"No local mem0 storage directory gets created anymore (e.g. a ",{"type":52,"tag":101,"props":948,"children":950},{"className":949},[],[951],{"type":58,"value":952},".mem0\u002F",{"type":58,"value":954},", local Qdrant path) —\nproof the memory really lives on the platform now.",{"type":52,"tag":176,"props":956,"children":957},{},[958],{"type":58,"value":959},"Report what changed, what was verified, and any flagged concerns the developer still needs to act\non (e.g. configuring custom instructions in the dashboard, migrating old data).",{"type":52,"tag":82,"props":961,"children":963},{"id":962},"reference-files",[964],{"type":58,"value":965},"Reference files",{"type":52,"tag":353,"props":967,"children":968},{},[969,979,989],{"type":52,"tag":176,"props":970,"children":971},{},[972,977],{"type":52,"tag":101,"props":973,"children":975},{"className":974},[],[976],{"type":58,"value":786},{"type":58,"value":978}," — exact OSS→hosted method\u002Fparam\u002Freturn mapping for Python and\nTypeScript, plus dependency and env changes. Read during Phase 2–3.",{"type":52,"tag":176,"props":980,"children":981},{},[982,987],{"type":52,"tag":101,"props":983,"children":985},{"className":984},[],[986],{"type":58,"value":272},{"type":58,"value":988}," — the things that aren't a clean 1:1 and need a human decision. Read\nduring Phase 3 so the plan's \"Concerns\" section is complete.",{"type":52,"tag":176,"props":990,"children":991},{},[992,997,999,1004],{"type":52,"tag":101,"props":993,"children":995},{"className":994},[],[996],{"type":58,"value":845},{"type":58,"value":998}," — the exact structure for ",{"type":52,"tag":101,"props":1000,"children":1002},{"className":1001},[],[1003],{"type":58,"value":837},{"type":58,"value":1005},". Use in Phase 4.",{"items":1007,"total":1093},[1008,1020,1032,1044,1058,1072,1084],{"slug":1009,"name":1009,"fn":1010,"description":1011,"org":1012,"tags":1013,"stars":23,"repoUrl":24,"updatedAt":1019},"context-loader","load project context from Mem0","Searches and injects relevant memories into context before starting work on a task. Use when beginning a new task, switching context, or when project history, past decisions, or coding conventions need to be loaded.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[1014,1015,1018],{"name":21,"slug":22,"type":16},{"name":1016,"slug":1017,"type":16},"Context","context",{"name":14,"slug":15,"type":16},"2026-07-13T06:13:15.682218",{"slug":1021,"name":1021,"fn":1022,"description":1023,"org":1024,"tags":1025,"stars":23,"repoUrl":24,"updatedAt":1031},"dream","consolidate and prune stored memories","Consolidates stored memories by merging duplicates, resolving contradictions, and pruning stale entries. Use when memory count is high, search results feel noisy or repetitive, or periodic cleanup is needed to maintain memory quality.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[1026,1027,1030],{"name":21,"slug":22,"type":16},{"name":1028,"slug":1029,"type":16},"Data Cleaning","data-cleaning",{"name":14,"slug":15,"type":16},"2026-07-13T06:12:54.000421",{"slug":1033,"name":1033,"fn":1034,"description":1035,"org":1036,"tags":1037,"stars":23,"repoUrl":24,"updatedAt":1043},"export","export project memories to Markdown files","Exports all project memories to a portable Markdown file for backup or migration. Use when backing up memories, migrating to another project, sharing memory state with teammates, or archiving before cleanup.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[1038,1041,1042],{"name":1039,"slug":1040,"type":16},"Backup","backup",{"name":14,"slug":15,"type":16},{"name":18,"slug":19,"type":16},"2026-07-13T06:13:05.091831",{"slug":1045,"name":1045,"fn":1046,"description":1047,"org":1048,"tags":1049,"stars":23,"repoUrl":24,"updatedAt":1057},"forget","delete outdated or incorrect memories","Deletes memories by search query or memory ID with confirmation before removal. Use when removing outdated decisions, incorrect memories, sensitive data, or cleaning up after experiments. Also handles undo of recent additions.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[1050,1053,1054],{"name":1051,"slug":1052,"type":16},"Maintenance","maintenance",{"name":14,"slug":15,"type":16},{"name":1055,"slug":1056,"type":16},"Privacy","privacy","2026-07-13T06:13:00.862899",{"slug":1059,"name":1059,"fn":1060,"description":1061,"org":1062,"tags":1063,"stars":23,"repoUrl":24,"updatedAt":1071},"health","diagnose Mem0 connectivity and health","Diagnoses mem0 connectivity, API key validity, and memory read\u002Fwrite functionality. Use when memory operations fail, searches return empty, add_memory errors occur, MCP connection drops, or to verify the plugin is working correctly.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[1064,1067,1068],{"name":1065,"slug":1066,"type":16},"Debugging","debugging",{"name":14,"slug":15,"type":16},{"name":1069,"slug":1070,"type":16},"Monitoring","monitoring","2026-07-13T06:13:06.569475",{"slug":1073,"name":1073,"fn":1074,"description":1075,"org":1076,"tags":1077,"stars":23,"repoUrl":24,"updatedAt":1083},"import","import project memories from Markdown files","Imports memories from an exported Markdown file or MEMORY.md into the current project. Use when migrating from another project, restoring from backup, importing Claude Code native MEMORY.md content, or setting up a new project with existing knowledge.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[1078,1081,1082],{"name":1079,"slug":1080,"type":16},"Markdown","markdown",{"name":14,"slug":15,"type":16},{"name":18,"slug":19,"type":16},"2026-07-13T06:12:59.389494",{"slug":1085,"name":1085,"fn":1086,"description":1087,"org":1088,"tags":1089,"stars":23,"repoUrl":24,"updatedAt":1092},"list-projects","list projects with stored memories","Lists all projects with stored memories for the current user, showing memory counts and last activity dates. Use when checking which projects have memories, comparing memory distribution across repos, or finding a specific project scope.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[1090,1091],{"name":21,"slug":22,"type":16},{"name":14,"slug":15,"type":16},"2026-07-13T06:13:27.80043",23,{"items":1095,"total":1093},[1096,1102,1108,1114,1120,1126,1132,1137,1148,1162,1174,1180],{"slug":1009,"name":1009,"fn":1010,"description":1011,"org":1097,"tags":1098,"stars":23,"repoUrl":24,"updatedAt":1019},{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[1099,1100,1101],{"name":21,"slug":22,"type":16},{"name":1016,"slug":1017,"type":16},{"name":14,"slug":15,"type":16},{"slug":1021,"name":1021,"fn":1022,"description":1023,"org":1103,"tags":1104,"stars":23,"repoUrl":24,"updatedAt":1031},{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[1105,1106,1107],{"name":21,"slug":22,"type":16},{"name":1028,"slug":1029,"type":16},{"name":14,"slug":15,"type":16},{"slug":1033,"name":1033,"fn":1034,"description":1035,"org":1109,"tags":1110,"stars":23,"repoUrl":24,"updatedAt":1043},{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[1111,1112,1113],{"name":1039,"slug":1040,"type":16},{"name":14,"slug":15,"type":16},{"name":18,"slug":19,"type":16},{"slug":1045,"name":1045,"fn":1046,"description":1047,"org":1115,"tags":1116,"stars":23,"repoUrl":24,"updatedAt":1057},{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[1117,1118,1119],{"name":1051,"slug":1052,"type":16},{"name":14,"slug":15,"type":16},{"name":1055,"slug":1056,"type":16},{"slug":1059,"name":1059,"fn":1060,"description":1061,"org":1121,"tags":1122,"stars":23,"repoUrl":24,"updatedAt":1071},{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[1123,1124,1125],{"name":1065,"slug":1066,"type":16},{"name":14,"slug":15,"type":16},{"name":1069,"slug":1070,"type":16},{"slug":1073,"name":1073,"fn":1074,"description":1075,"org":1127,"tags":1128,"stars":23,"repoUrl":24,"updatedAt":1083},{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[1129,1130,1131],{"name":1079,"slug":1080,"type":16},{"name":14,"slug":15,"type":16},{"name":18,"slug":19,"type":16},{"slug":1085,"name":1085,"fn":1086,"description":1087,"org":1133,"tags":1134,"stars":23,"repoUrl":24,"updatedAt":1092},{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[1135,1136],{"name":21,"slug":22,"type":16},{"name":14,"slug":15,"type":16},{"slug":8,"name":8,"fn":1138,"description":1139,"org":1140,"tags":1141,"stars":23,"repoUrl":24,"updatedAt":1147},"add persistent memory to AI applications","Mem0 Platform SDK for adding persistent memory to AI applications. TRIGGER when: user mentions \"mem0\", \"MemoryClient\", \"memory layer\", \"remember user preferences\", \"persistent context\", \"personalization\", or needs to add long-term memory to chatbots, agents, or AI apps. Covers Python SDK (mem0ai), TypeScript SDK (mem0ai), and framework integrations (LangChain, CrewAI, OpenAI Agents SDK, Pipecat, LlamaIndex, AutoGen, LangGraph). Also covers the open-source self-hosted Memory class. This is the DEFAULT mem0 skill for ambiguous queries. DO NOT TRIGGER when: user asks about CLI commands, terminal usage, or shell scripts (use mem0-cli), or Vercel AI SDK \u002F @mem0\u002Fvercel-ai-provider \u002F createMem0 (use mem0-vercel-ai-sdk).\n",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[1142,1143,1146],{"name":21,"slug":22,"type":16},{"name":1144,"slug":1145,"type":16},"AI Infrastructure","ai-infrastructure",{"name":14,"slug":15,"type":16},"2026-07-13T06:12:42.552904",{"slug":1149,"name":1149,"fn":1150,"description":1151,"org":1152,"tags":1153,"stars":23,"repoUrl":24,"updatedAt":1161},"mem0-cli","manage Mem0 memory via command line","Mem0 CLI -- the command-line interface for mem0 memory operations. TRIGGER when: user mentions \"mem0 cli\", \"mem0 command line\", \"@mem0\u002Fcli\", \"mem0-cli\", \"pip install mem0-cli\", \"npm install -g @mem0\u002Fcli\", or is running mem0 commands in a terminal\u002Fshell (mem0 add, mem0 search, mem0 list, mem0 get, mem0 init, mem0 config, mem0 import). Also triggers when query includes CLI flags like --user-id, --output, --json, --agent, or describes bash\u002Fzsh\u002Fterminal\u002Fshell usage. DO NOT TRIGGER when: user asks about programmatic SDK integration in Python\u002FTS code (use mem0 skill), or Vercel AI SDK provider (use mem0-vercel-ai-sdk skill).\n",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[1154,1157,1160],{"name":1155,"slug":1156,"type":16},"Automation","automation",{"name":1158,"slug":1159,"type":16},"CLI","cli",{"name":14,"slug":15,"type":16},"2026-07-13T06:12:48.46494",{"slug":1163,"name":1163,"fn":1164,"description":1165,"org":1166,"tags":1167,"stars":23,"repoUrl":24,"updatedAt":1173},"mem0-integrate","integrate Mem0 into repositories","Integrate Mem0 into an existing repository using a goal-driven, TDD pipeline. Detects the repo's language automatically and asks the user to pick between Mem0 Platform (managed) and Mem0 Open Source (self-hosted). Writes failing tests before any implementation. Produces a local feature branch plus `.mem0-integration\u002F` artifacts consumed by the paired verification skill. TRIGGER when: user says \"integrate mem0\", \"add mem0 to this repo\", \"wire mem0 into \u003Crepo>\", or asks how to add memory to an existing project. DO NOT TRIGGER when: the user wants general SDK usage (use skill:mem0), CLI usage (use skill:mem0-cli), or Vercel AI SDK (use skill:mem0-vercel-ai-sdk). After success, invoke skill:mem0-test-integration to verify in the same workspace (loose coupling).\n",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[1168,1169,1172],{"name":21,"slug":22,"type":16},{"name":1170,"slug":1171,"type":16},"API Development","api-development",{"name":14,"slug":15,"type":16},"2026-07-13T06:12:46.60755",{"slug":4,"name":4,"fn":5,"description":6,"org":1175,"tags":1176,"stars":23,"repoUrl":24,"updatedAt":25},{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[1177,1178,1179],{"name":21,"slug":22,"type":16},{"name":14,"slug":15,"type":16},{"name":18,"slug":19,"type":16},{"slug":1181,"name":1181,"fn":1182,"description":1183,"org":1184,"tags":1185,"stars":23,"repoUrl":24,"updatedAt":1194},"mem0-test-integration","verify Mem0 integration tests","Verify a Mem0 integration produced by \u002Fmem0-integrate. Runs in the same workspace on the same branch (loose coupling) — installs dependencies, runs the repo's native test suite, then exercises a real end-to-end smoke flow against the user's API key. Produces a scorecard. TRIGGER when: user has just run \u002Fmem0-integrate and says \"verify\", \"test the integration\", \"run \u002Fmem0-test-integration\", or when a .mem0-integration\u002F directory exists and tests have not been run yet on the current branch. DO NOT TRIGGER when: the user wants to run general project tests (defer to the repo's native test command), or when no prior \u002Fmem0-integrate run exists in the current branch (ask them to run \u002Fmem0-integrate first). This skill ONLY catches compile and runtime bugs by design. Logical integration errors — wrong data stored, wrong time retrieved, wrong user scoping — are on the human reviewer.\n",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[1186,1187,1188,1191],{"name":21,"slug":22,"type":16},{"name":14,"slug":15,"type":16},{"name":1189,"slug":1190,"type":16},"QA","qa",{"name":1192,"slug":1193,"type":16},"Testing","testing","2026-07-13T06:12:50.669701"]