Owner

mem0ai

2 indexed repositories · View on GitHub

mem0
The Memory Layer for AI Agents - Drop-in memory infrastructure for AI agents and apps. Context that persists. Built for production.

Python · 65625 stars
memory-benchmarks
Open-source evaluation suite for memory-augmented LLM systems

Python · 112 stars

Beginner friendly Everything

Open All

AWS Bedrock: non-tool Amazon Nova path sends Converse but parses with the invoke_model parser, so generate_response returns "Error parsing response" Open

sdk-python

Difficulty 2/5 1-3 hours Newbie friendliness 88/100

mem0ai/mem0#7360 · 3 comments · Opened Sep 17, 2026
Upgrade mem0-ts to OpenAI SDK v5 Open

enhancement sdk-typescript

Difficulty 2/5 1-3 hours Newbie friendliness 72/100

mem0ai/mem0#7356 · Opened Sep 17, 2026
docs: Python multimodal examples recreate clients with vision disabled Open

documentation sdk-python

Difficulty 2/5 1-3 hours Newbie friendliness 84/100

mem0ai/mem0#7352 · Opened Sep 17, 2026
[Bug] AWS Bedrock: legacy amazon (Titan) responses always parse to '' — _parse_response reads a 'completion' field Titan never returns Open

sdk-python

Difficulty 2/5 1-3 hours Newbie friendliness 88/100

mem0ai/mem0#7336 · 5 comments · Opened Sep 15, 2026
PGVector destructor closes externally supplied connection_pool Open

sdk-python vector-store

Difficulty 2/5 1-3 hours Newbie friendliness 86/100

mem0ai/mem0#7314 · 1 comment · Opened Sep 14, 2026
Docs: BaseEmbedderConfig says openai_base_url defaults to api.openai.com, but two env vars come first Open

documentation sdk-python

Difficulty 1/5 Under an hour Newbie friendliness 92/100

mem0ai/mem0#7313 · 1 comment · Opened Sep 14, 2026
vllm_example.py crashes on v3: top-level user_id and wrong iteration over results Open

integrations plugin sdk-python

Difficulty 2/5 1-3 hours Newbie friendliness 88/100

mem0ai/mem0#7288 · Opened Sep 12, 2026
bug(memory): V3 rewrite dropped Memory and AsyncMemory context-manager methods Open

rest-api sdk-python

Difficulty 2/5 1-3 hours Newbie friendliness 88/100

mem0ai/mem0#7272 · 4 comments · Opened Sep 9, 2026
bug(server): no rate limiting on LLM-calling endpoints (/memories, /search, /generate-instructions) Open

rest-api

Difficulty 2/5 1-3 hours Newbie friendliness 78/100

mem0ai/mem0#7260 · 5 comments · Opened Sep 8, 2026
bug(vector_stores/faiss): empty payload bypasses client-side filters (returns True) Open

vector-store

Difficulty 2/5 1-3 hours Newbie friendliness 82/100

mem0ai/mem0#7256 · 3 comments · Opened Sep 8, 2026
CLI config JSON should use explicit UTF-8 encoding Open

accepted sdk-python

Difficulty 2/5 1-3 hours Newbie friendliness 78/100

mem0ai/mem0#7227 · 2 comments · Opened Sep 4, 2026
bug(vector_stores/valkey): enhanced metadata filters silently become literal TAG matches Open

sdk-python vector-store

Difficulty 2/5 1-3 hours Newbie friendliness 88/100

mem0ai/mem0#7206 · 1 comment · Opened Sep 2, 2026
Skill examples and LLM.md call search()/get_all() with top-level user_id, which raises ValueError Open

documentation sdk-python

Difficulty 2/5 1-3 hours Newbie friendliness 88/100

mem0ai/mem0#7202 · 2 comments · Opened Sep 1, 2026
Codex hooks fail with exit 127 when PLUGIN_ROOT contains spaces Open

integrations plugin

Difficulty 1/5 Under an hour Newbie friendliness 92/100

mem0ai/mem0#7179 · 4 comments · Opened Aug 31, 2026
docs: LLM openai_base_url is not the embedder base URL Open

documentation sdk-python

Difficulty 2/5 1-3 hours Newbie friendliness 85/100

mem0ai/mem0#7149 · Opened Aug 28, 2026
CI never installs the nlp extra, so entity extraction and BM25 lemmatization are untested and regressions in them pass green Open

integrations plugin sdk-python

Difficulty 2/5 1-3 hours Newbie friendliness 68/100

mem0ai/mem0#7143 · 7 comments · Opened Aug 27, 2026
GET/DELETE /memories/{id} with a non-UUID id returns 502 instead of 4xx Open

bug rest-api

Difficulty 2/5 1-3 hours Newbie friendliness 78/100

mem0ai/mem0#7140 · 3 comments · Opened Aug 27, 2026
bug(vector_stores/supabase): search() returns the raw vecs distance as the similarity score for non-cosine index_measure, inverting ranking and dropping nearest matches Open

bug sdk-python vector-store

Difficulty 2/5 1-3 hours Newbie friendliness 84/100

mem0ai/mem0#7130 · 5 comments · Opened Aug 27, 2026
Qdrant vector store silently drops the '*' metadata-filter wildcard instead of matching field presence (diverges from OpenSearch/Pinecone) Open

sdk-python vector-store

Difficulty 2/5 1-3 hours Newbie friendliness 86/100

mem0ai/mem0#7113 · 6 comments · Opened Aug 25, 2026
Ensure project configuration is restored when integration tests fail Open

bug sdk-typescript

Difficulty 2/5 1-3 hours Newbie friendliness 82/100

mem0ai/mem0#7044 · 2 comments · 1 reaction · Opened Aug 20, 2026
Shell entrypoints fail in Docker after Windows CRLF checkout Open

rest-api

Difficulty 1/5 Under an hour Newbie friendliness 86/100

mem0ai/mem0#7038 · 3 comments · Opened Aug 19, 2026
IndexError in Memory.delete_all() when vector store is empty Open

vector-store

Difficulty 2/5 1-3 hours Newbie friendliness 72/100

mem0ai/mem0#7031 · 3 comments · Opened Aug 18, 2026
bug(memory): sync delete_all crashes on an empty outer list response Open

sdk-python

Difficulty 2/5 1-3 hours Newbie friendliness 82/100

mem0ai/mem0#7025 · 6 comments · Opened Aug 18, 2026
bug(proxy): Completions.create mutates input and can persist injected memories Open

sdk-python

Difficulty 2/5 1-3 hours Newbie friendliness 78/100

mem0ai/mem0#7024 · 1 comment · Opened Aug 18, 2026
bug(cli-node): successful API-key ping leaves a 5s timer that delays command exit Open

sdk-typescript

Difficulty 2/5 1-3 hours Newbie friendliness 84/100

mem0ai/mem0#7014 · 3 comments · Opened Aug 17, 2026
bug(sdk-python): expiration check compares naive local date to UTC date, hiding memories early/late by UTC offset Open

sdk-python

Difficulty 2/5 1-3 hours Newbie friendliness 68/100

mem0ai/mem0#6931 · 2 comments · Opened Aug 13, 2026
TypeScript SDK live-API integration suite fails intermittently on a different test each run Open

sdk-typescript

Difficulty 2/5 1-3 hours Newbie friendliness 82/100

mem0ai/mem0#6927 · Opened Aug 12, 2026
max_tokens unsupported in Gemma models Open

accepted bug sdk-python

Difficulty 2/5 1-3 hours Newbie friendliness 72/100

mem0ai/mem0#6920 · 1 comment · Opened Aug 11, 2026
bug(vector_stores/cassandra): list() applies top_k before the client-side filters, returning a fraction of matching vectors Open

vector-store

Difficulty 2/5 1-3 hours Newbie friendliness 78/100

mem0ai/mem0#6867 · Opened Aug 9, 2026
bug(sdk-python): threshold parameter in _validate_search_params silently accepts booleans (True/False) instead of raising ValueError Open

bug sdk-python

Difficulty 1/5 1-3 hours Newbie friendliness 86/100

mem0ai/mem0#6854 · 1 comment · Opened Aug 7, 2026
bug(vector_stores/azure_ai_search): failed IndexingResult is ignored because the success check is inverted Open

vector-store

Difficulty 2/5 1-3 hours Newbie friendliness 72/100

mem0ai/mem0#6850 · 1 comment · Opened Aug 7, 2026
`mem0` skill teaches the removed v2 `client.search(query, user_id=...)` signature in its Python quickstart Open

bug sdk-python

Difficulty 2/5 1-3 hours Newbie friendliness 78/100

mem0ai/mem0#6831 · 2 comments · Opened Aug 6, 2026
All 18 tests in tests/test_oss_to_platform_migrate.py fail on Windows — Windows paths are passed unescaped to `bash` Open

bug sdk-python

Difficulty 2/5 1-3 hours Newbie friendliness 78/100

mem0ai/mem0#6830 · Opened Aug 6, 2026
Plugin version drift — marketplace advertises mem0 plugin 0.2.14 but every plugin.json still declares 0.2.13 Open

bug plugin

Difficulty 2/5 1-3 hours Newbie friendliness 88/100

mem0ai/mem0#6828 · 1 comment · Opened Aug 6, 2026
REST `GET /memories` (admin list-all) leaks the internal `text_lemmatized` search-index field into every memory's `metadata` Open

bug rest-api

Difficulty 2/5 1-3 hours Newbie friendliness 78/100

mem0ai/mem0#6825 · Opened Aug 6, 2026
`Memory.get_all(top_k=0)` returns 1 memory instead of 0 (post-append limit check) Open

bug sdk-python

Difficulty 2/5 1-3 hours Newbie friendliness 82/100

mem0ai/mem0#6823 · Opened Aug 6, 2026
`mem0.proxy` runs `pip install litellm` at import time and calls `sys.exit(1)` on failure Open

bug sdk-python

Difficulty 2/5 1-3 hours Newbie friendliness 78/100

mem0ai/mem0#6821 · 1 comment · Opened Aug 6, 2026
Proxy chat silently writes no memories — `_async_add_to_memory` passes `filters=` to `Memory.add()`, which no longer accepts it Open

bug sdk-python

Difficulty 2/5 1-3 hours Newbie friendliness 78/100

mem0ai/mem0#6819 · Opened Aug 6, 2026
`import mem0` crashes when the config directory cannot be created (module-level `os.makedirs` in memory/setup.py) Open

bug sdk-python

Difficulty 2/5 1-3 hours Newbie friendliness 78/100

mem0ai/mem0#6812 · Opened Aug 5, 2026
`import mem0` raises PackageNotFoundError from a source checkout, breaking the whole pytest suite Open

bug sdk-python

Difficulty 2/5 1-3 hours Newbie friendliness 84/100

mem0ai/mem0#6810 · 2 comments · Opened Aug 5, 2026
expiration_date not exposed in @mem0/vercel-ai-provider config Open

enhancement sdk-typescript

Difficulty 2/5 1-3 hours Newbie friendliness 82/100

mem0ai/mem0#6777 · 2 comments · Opened Aug 3, 2026
bug(embeddings/ollama): default embedding_dims=512 mismatches default model nomic-embed-text (768) Open

sdk-python vector-store

Difficulty 1/5 Under an hour Newbie friendliness 88/100

mem0ai/mem0#6734 · Opened Aug 2, 2026
bug(vector_stores/azure_ai_search): unguarded __del__ crashes during GC if init fails Open

sdk-python vector-store

Difficulty 2/5 1-3 hours Newbie friendliness 86/100

mem0ai/mem0#6732 · Opened Aug 2, 2026
bug(vector_stores/pgvector): raise exc loses traceback in psycopg2 error path Open

sdk-python vector-store

Difficulty 1/5 Under an hour Newbie friendliness 90/100

mem0ai/mem0#6730 · Opened Aug 2, 2026
Windows: test_safe_unpickler_blocks_os_system asserts the POSIX module name for os.system Open

bug P2-medium sdk-python vector-store

Difficulty 1/5 Under an hour Newbie friendliness 82/100

mem0ai/mem0#6719 · 1 comment · Opened Aug 1, 2026
bug(search): NaN threshold bypasses validation and disables score filtering Open

sdk-python

Difficulty 2/5 1-3 hours Newbie friendliness 78/100

mem0ai/mem0#6713 · Opened Aug 1, 2026
openclaw integration: run_id is silently dropped on auto-capture — buildAddOptions sets opts.run_id (snake) but the provider reads opts.runId (camel) Open

accepted bug integrations P1-high plugin

Difficulty 2/5 1-3 hours Newbie friendliness 76/100

mem0ai/mem0#6708 · 3 comments · Opened Aug 1, 2026
TS client MemoryClient.getAll() ignores pageSize unless page is also passed Open

sdk-typescript

Difficulty 2/5 1-3 hours Newbie friendliness 78/100

mem0ai/mem0#6697 · Opened Jul 31, 2026
Python SDK: documented dev setup fails — ruff/isort/pre-commit not installed in hatch dev environments Open

sdk-python

Difficulty 2/5 1-3 hours Newbie friendliness 82/100

mem0ai/mem0#6683 · 3 comments · Opened Jul 30, 2026
bug(storage): SQLiteManager.close() lacks lock, races with concurrent operations Open

bug P2-medium sdk-python

Difficulty 2/5 1-3 hours Newbie friendliness 72/100

mem0ai/mem0#6619 · 1 comment · Opened Jul 27, 2026

mem0ai

Get new issues in your inbox