kartik-mem0
c8b93de8e9
docs: refresh README first fold, reconcile stale benchmark numbers, unify the one-liner
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README first fold:
- banner 800px -> 520px
- badges condensed from two paragraphs into one row (Trendshift kept, inline)
- lead with Introduction instead of benchmarks
- new How it works section explaining the add/search loop
- benchmarks moved below the intro and retitled from the date-stamped
New Memory Algorithm (April 2026)
- dropped Research Highlights, which restated the benchmark table verbatim
Benchmarks: the README was already correct at 92.5 / 94.4, matching
mem0.ai/research and docs/core-concepts/memory-evaluation.mdx. The stale
copies were in the migration guides, which quote the numbers as a live
reason to upgrade. Updated both to 92.5 / 94.4 (+21 / +27).
docs/changelog/highlights.mdx keeps 91.6 / 93.4 inside its dated
2026-04-14 entry, which records what was announced at the time.
One-liner: standardized on 'the memory layer for AI agents', already the
canonical form in cli-spec.json, cli/python/pyproject.toml and the CLI
specification. Swept the remaining variants.
2026-08-13 18:06:40 +05:30
Kartik and GitHub
71f2ebefa3
fix(memory): escape delimiters when building the session scope key ( #6892 )
2026-08-11 23:23:55 +05:30
Harsh Vardhan Gupta and GitHub
4debc58a83
fix(security): patch 8 HIGH + 18 MEDIUM Vanta vulnerabilities across 4 pnpm workspaces ( #6847 )
2026-08-07 19:04:33 +05:30
Saket Aryan and GitHub
12c47f5249
feat(sdk, docs): expose agent_custom_instructions for agent-scoped extraction ( #6809 )
2026-08-05 22:12:10 +05:30
Kartik and GitHub
18021dd106
feat(ts-oss): add Oracle AI Vector Search vector store ( #6690 )
2026-08-05 10:55:33 +05:30
Kartik and GitHub
1112be3e5e
chore(release): bump SDK, CLI, and plugin versions ( #6800 )
2026-08-05 00:16:26 +05:30
Kartik and GitHub
50bdaaea0c
chore: bump versions and update changelog for Python 2.0.15, TypeScript 3.1.3, and plugin releases ( #6715 )
2026-08-01 20:26:31 +05:30
9c2d6222ce
fix(security): patch 32 HIGH + 57 MEDIUM Vanta vulnerabilities across 6 pnpm workspaces ( #6639 )
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Co-authored-by: kartik-mem0 <kartik.labhshetwar@mem0.ai >
2026-07-30 15:20:13 +05:30
Kartik and GitHub
b357a5a1b0
chore(release): Python SDK v2.0.14, TypeScript SDK v3.1.2 ( #6589 )
2026-07-25 17:51:48 +05:30
Kartik and GitHub
5e7adc4d12
chore: update changelog, bump versions to Python 2.0.13, TypeScript 3.1.1, OpenCode plugin 0.2.2 ( #6504 )
2026-07-22 23:27:47 +05:30
Kartik and GitHub
756b0b1b6d
fix(ts-sdk): lazy-load optional provider SDKs in mem0ai/oss ( #6389 )
2026-07-20 15:53:35 +05:30
Kartik and GitHub
42cf18c4e6
chore: update changelog, bump SDK versions to Python 2.0.12 and TypeScript 3.1.0 ( #6281 )
2026-07-13 22:11:51 +05:30
Kartik and GitHub
d89793b666
refactor(ts-sdk): lazy-load optional provider SDKs so importing mem0ai/oss never requires them ( #6280 )
2026-07-13 15:23:12 +05:30
17836748d7
feat(vector-stores): add Databricks provider to TypeScript OSS SDK ( #5824 )
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Co-authored-by: kartik-mem0 <kartik.labhshetwar@mem0.ai >
2026-07-11 16:35:47 +05:30
33a0ed7559
feat(ts-sdk): add AWS Neptune Analytics vector store ( #5797 )
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Co-authored-by: kartik-mem0 <kartik.labhshetwar@mem0.ai >
2026-07-10 19:51:05 +05:30
ba9054e0c8
feat(ts-sdk): add AWS Bedrock LLM provider ( closes #5765 ) ( #5890 )
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Co-authored-by: kartik-mem0 <kartik.labhshetwar@mem0.ai >
2026-07-10 19:14:15 +05:30
573b20cec8
feat(mem0-ts): add Baidu vector store provider ( #5790 )
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Co-authored-by: kartik-mem0 <kartik.labhshetwar@mem0.ai >
2026-07-09 23:52:53 +05:30
Kartik and GitHub
6a801bfe2f
feat(oss): add reranker + per-search rerank to the TypeScript OSS SDK ( #6055 )
2026-07-09 22:18:38 +05:30
b26469e006
feat(vector-stores): add Weaviate adapter to TypeScript OSS SDK ( #5800 )
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Co-authored-by: kartik-mem0 <kartik.labhshetwar@mem0.ai >
2026-07-08 21:12:01 +05:30
e72ae96ad4
feat(ts-sdk): add Milvus vector store provider ( closes #5774 ) ( #5889 )
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Co-authored-by: kartik-mem0 <kartik.labhshetwar@mem0.ai >
2026-07-08 20:25:06 +05:30
22f70d50e1
feat(ts-sdk): add Chroma vector store provider ( #6145 )
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Co-authored-by: kartik-mem0 <kartik.labhshetwar@mem0.ai >
2026-07-08 19:14:05 +05:30
Harsh Vardhan Gupta and GitHub
846f25bd39
fix(mem0-ts): patch fast-xml-parser and tar transitive CVEs ( #6160 )
2026-07-08 18:25:59 +05:30
803ff13bb8
feat(mem0-ts): add MongoDB vector store provider to OSS TypeScript SDK ( #5793 )
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Co-authored-by: kartik-mem0 <kartik.labhshetwar@mem0.ai >
2026-07-07 17:13:51 +05:30
94e46526bc
feat(ts-sdk): add Elasticsearch vector store provider ( #5866 )
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Co-authored-by: kartik-mem0 <kartik.labhshetwar@mem0.ai >
2026-07-07 17:10:25 +05:30
87276ef968
feat(ts-sdk): add OpenSearch vector store ( #5810 )
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Co-authored-by: kartik-mem0 <kartik.labhshetwar@mem0.ai >
2026-07-07 15:40:20 +05:30
9d36b2c94d
feat(ts-sdk): add Upstash Vector vector store ( #5811 )
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Co-authored-by: kartik-mem0 <kartik.labhshetwar@mem0.ai >
2026-07-06 23:41:05 +05:30
c944bed460
feat(ts-sdk): add Azure MySQL vector store ( #5827 )
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Co-authored-by: kartik-mem0 <kartik.labhshetwar@mem0.ai >
2026-07-06 23:17:43 +05:30
2cc060fd76
feat(vector-stores): add Turbopuffer provider to TypeScript OSS SDK ( #5801 )
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Co-authored-by: kartik-mem0 <kartik.labhshetwar@mem0.ai >
2026-07-06 22:57:00 +05:30
2bc2f763d9
feat: add Google Vertex AI Vector Search support to vector store factory ( #5791 )
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Co-authored-by: kartik-mem0 <kartik.labhshetwar@mem0.ai >
Co-authored-by: divyansh-1009 <divyansh-1009@users.noreply.github.com >
2026-07-06 22:54:24 +05:30
7fb3feb5cd
feat(vector-stores): add Cassandra provider to TypeScript OSS SDK ( #5823 )
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Co-authored-by: kartik-mem0 <kartik.labhshetwar@mem0.ai >
2026-07-06 21:57:32 +05:30
fec7cdf118
feat(ts-sdk): add FastEmbed embedding provider ( #5862 )
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Co-authored-by: kartik-mem0 <kartik.labhshetwar@mem0.ai >
2026-07-06 21:56:11 +05:30
03b41ab00f
feat(vector-stores): add Pinecone provider to TypeScript SDK ( #5802 )
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Co-authored-by: kartik-mem0 <kartik.labhshetwar@mem0.ai >
2026-07-06 21:39:10 +05:30
a7ecf781cd
Feat/valkey vector store ( #5826 )
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Co-authored-by: kartik-mem0 <kartik.labhshetwar@mem0.ai >
2026-07-06 20:20:59 +05:30
6dc4606dcf
feat(vector-stores): add S3 Vectors provider to TypeScript OSS SDK ( #5822 )
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Co-authored-by: kartik-mem0 <kartik.labhshetwar@mem0.ai >
2026-07-06 20:08:13 +05:30
Kartik and GitHub
f2532f072f
chore: update changelog, bump SDK versions to Python 2.0.11 and TypeScript 3.0.13 ( #6031 )
2026-07-01 22:17:41 +05:30
Kartik and GitHub
8d6b7c1d67
chore: update changelog, bump SDK versions to Python 2.0.10 and TypeScript 3.0.12 ( #5927 )
2026-06-27 22:33:14 +05:30
Harsh Vardhan Gupta and GitHub
bbbfcfea07
fix(deps): bump undici to >=6.27.0 (CVE-2026-12151) ( #5861 )
2026-06-26 15:32:09 +05:30
b33fa5427c
fix(memory): align entity extraction precision ( #5829 )
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Making the entity extraction function cleaner
Co-authored-by: Soumil Rathi <soumilrathi@gmail.com >
2026-06-24 15:48:37 -07:00
Kartik and GitHub
98dbf90864
chore: update changelog, bump SDK versions to Python 2.0.8 and TypeScript 3.0.10 ( #5825 )
2026-06-24 20:21:06 +05:30
96b31c4bc0
fix(form-data): upgrade to >=4.0.6 across pnpm workspaces (CVE-2026-12143) ( #5618 )
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Co-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com >
2026-06-18 13:44:05 +05:30
Kartik and GitHub
158e9111cb
chore: update changelog, bump SDK versions to Python 2.0.7 and TypeScript 3.0.9 ( #5615 )
2026-06-17 21:45:28 +05:30
4492e75d04
fix(deps): bump esbuild >=0.28.1 across all npm packages ( #5563 )
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Co-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com >
2026-06-15 17:04:11 +05:30
Kartik and GitHub
b3ede5b7c0
chore: update changelog, bump SDK and package versions to 3.0.8 and 2.0.6 ( #5522 )
2026-06-13 20:59:53 +05:30
168ad358d5
fix(deps): resolve all open MEDIUM Dependabot alerts (npm overrides + Python pins) ( #5489 )
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Co-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com >
2026-06-12 15:15:26 +05:30
Kartik and GitHub
8399b088a5
chore: release Python SDK v2.0.5 and TypeScript SDK v3.0.7 ( #5470 )
2026-06-10 22:17:16 +05:30
Harsh Vardhan Gupta and GitHub
8e65ce915d
fix(deps): remediate high-severity vulnerabilities in npm packages ( #5294 )
2026-06-02 01:36:29 +05:30
75a37ec93d
feat(sdk): add delete_linked option to MemoryClient.delete (Python + TS) ( #5270 )
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Co-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com >
2026-05-27 22:38:16 +05:30
Kartik and GitHub
ad736d9a06
fix(pgvector, server): add rich filter operators and fix /search 502 ( #5263 )
2026-05-26 22:47:41 +05:30
Harsh Vardhan Gupta and GitHub
8b11e0787a
fix(deps): address additional CVEs in langchain, starlette, mcp, cryptography, and lodash ( #5219 )
2026-05-22 01:18:41 +05:30
Harsh Vardhan Gupta and GitHub
09dc74d61a
fix(deps): bump vulnerable dependencies across Python and TypeScript. ( #5217 )
2026-05-21 23:28:35 +05:30
kartik-mem0