zilliztech/memsearch

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A persistent, unified memory layer for all your AI agents (e.g. Claude Code, Codex, DSH), backed by Markdown and Milvus.

Stars: 2.6k
Forks: 253
Open beginner issues: 0
Indexed issues: 36
Avg merge: 12h 47m
Merged PRs (30d): 23

Dominant language: Python
License: MIT
Last GitHub push: Sep 19, 2026
Latest indexed: Sep 20, 2026
Contributing guide: Contributing guide
Code of conduct: No code of conduct
Beginner labels: No beginner labels indexed

Beginner friendly Everything

Open All

35 open issues indexed

`search` creates the collection it is searching, so a wrong `--collection` is silently empty forever instead of erroring Open

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

zilliztech/memsearch#756 · Opened Sep 20, 2026
[claude-code plugin] Lite-mode one-time index job is backgrounded without setsid/nohup, unlike start_watch() in the same file — index silently stops advancing Open

Difficulty 3/5 1-2 days Newbie friendliness 74/100

zilliztech/memsearch#755 · 1 comment · Opened Sep 19, 2026
[claude-code plugin] 0.4.20 regression on Windows: Win32 `CLAUDE_PROJECT_DIR` treated as relative → `.memsearch` created under `<repo>/D:/…`, collection hash changes Open

bug

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

zilliztech/memsearch#752 · 3 comments · Opened Sep 18, 2026
indexed_sources() queries unpaginated and hits the 4 MiB gRPC limit on large collections, silently disabling stale-chunk cleanup Open

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

zilliztech/memsearch#750 · Opened Sep 16, 2026
macOS: memsearch index aborts after success — onnxruntime telemetry uploader races process exit (call ort.disable_telemetry_events()) Open

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

zilliztech/memsearch#747 · Opened Sep 14, 2026
OpenClaw 2026.9: declare contracts.tools for memory_* tools Open

Difficulty 1/5 Under an hour Newbie friendliness 95/100

zilliztech/memsearch#746 · Opened Sep 14, 2026
stop.sh silently dies on unbound CLAUDE_PLUGIN_ROOT, permanently killing capture with no visible error Open

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

zilliztech/memsearch#740 · 1 comment · Opened Sep 12, 2026
Claude Code: UserPromptSubmit hint uses systemMessage, so it never reaches the model (memory-recall invoked 0 times in 252 sessions) Open

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

zilliztech/memsearch#738 · 2 reactions · Opened Sep 11, 2026
Stop hook appends a session entry as five separate writes, so concurrent sessions interleave in the daily memory file Open

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

zilliztech/memsearch#727 · Opened Sep 8, 2026
Daily memory filename collides across machines sharing a synced .memsearch/memory/ folder Open

Difficulty 3/5 1-2 days Newbie friendliness 55/100

zilliztech/memsearch#720 · Opened Sep 5, 2026
Memory summary unavailable: dsh headless summarization timed out; transcript content was omitted. Use the transcript anchor for progressive disclosure. Open

Difficulty 4/5 3-5 days Newbie friendliness 38/100

zilliztech/memsearch#716 · 1 comment · Opened Sep 3, 2026
Official ZCode support (capture hooks + plugin), like Claude Code / OpenCode / Codex / Kimi Open

feature

Difficulty 5/5 Over a week Newbie friendliness 48/100

zilliztech/memsearch#715 · Opened Sep 2, 2026
macOS Seatbelt sandbox: both orphan-reaping paths fail silently, watch processes accumulate without bound Open

Difficulty 4/5 3-5 days Newbie friendliness 52/100

zilliztech/memsearch#708 · 1 comment · Opened Aug 28, 2026
Per-provider custom request body in [llm.providers.*] (vendor-specific CoT/sampling knobs) Open

Difficulty 4/5 3-5 days Newbie friendliness 52/100

zilliztech/memsearch#705 · Opened Aug 26, 2026
memory_to_skill: replace tool-call loop with response_format JSON-schema constraint decoding Open

Difficulty 4/5 3-5 days Newbie friendliness 63/100

zilliztech/memsearch#704 · Opened Aug 26, 2026
Claude Code plugin: watch pidfile lives inside the watched dir, so removing a git worktree orphans its watcher permanently (34 leaked trees / 6.7 GB observed) Open

Difficulty 4/5 3-5 days Newbie friendliness 58/100

zilliztech/memsearch#692 · 1 comment · Opened Aug 21, 2026
feat: add DeepSeek Harness (DSH) as a first-class platform plugin Open

feature

Difficulty 5/5 Over a week Newbie friendliness 32/100

zilliztech/memsearch#679 · Opened Aug 17, 2026
Claude Code SessionStart hook still hits `timeout: 10` after #645 — `--version` is a second full CLI boot and the PyPI check blocks (~3.4s of ~4.9s is avoidable) Open

Difficulty 4/5 3-5 days Newbie friendliness 57/100

zilliztech/memsearch#676 · 4 comments · Opened Aug 14, 2026
feat(kimi): memsearch plugin for the Kimi Code CLI agent Open

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

zilliztech/memsearch#672 · Opened Aug 8, 2026
Hermes Agent platform integration — hookless capture from state.db + SKILL.md recall Open

Difficulty 4/5 3-5 days Newbie friendliness 52/100

zilliztech/memsearch#670 · Opened Aug 8, 2026
feat(memory): customizable daily-log filename (e.g. include project slug for multi-project users) Open

Difficulty 4/5 3-5 days Newbie friendliness 68/100

zilliztech/memsearch#667 · 1 comment · Opened Aug 6, 2026
tests: subprocess.run(["bash", ...]) fails with WinError 2 outside Git Bash on Windows Open

bug

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

zilliztech/memsearch#665 · Opened Aug 5, 2026
Windows/Git Bash: stop_watch orphan sweep is a no-op (no pgrep) - duplicate watch processes accumulate Open

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

zilliztech/memsearch#658 · 3 comments · Opened Jul 30, 2026
Claude and Codex hooks resolve different project roots outside a git repo (fork memory store) Open

stale

Difficulty 4/5 3-5 days Newbie friendliness 45/100

zilliztech/memsearch#631 · 3 comments · Opened Jul 17, 2026
Claude Code plugin: Stop-hook summarizer re-triggers plugin hooks, scattering phantom session headers (and a stray watcher + junk collection) into ~/.memsearch Open

stale

Difficulty 4/5 3-5 days Newbie friendliness 64/100

zilliztech/memsearch#604 · 2 comments · Opened Jul 2, 2026
Windows: kill_orphaned_index can't reap native index processes (Git Bash) -> unbounded accumulation / OOM Open

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

zilliztech/memsearch#600 · 4 comments · Opened Jun 29, 2026
Claude Code: SessionStart writes an empty `## Session HH:MM` heading every session, polluting Recent Memory injection and the search index Open

stale

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

zilliztech/memsearch#598 · 3 comments · Opened Jun 23, 2026
Feature request: pi-mono coding agent support Open

Difficulty 4/5 3-5 days Newbie friendliness 52/100

zilliztech/memsearch#547 · 3 comments · 2 reactions · Opened May 19, 2026
Stop hook writes Anthropic API rate-limit error string as memory summary content Open

stale

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

zilliztech/memsearch#527 · 5 comments · Opened May 5, 2026
Feature request: automatic memory refinement (dreaming) and knowledge wiki to prevent document rot Open

stale

Difficulty 5/5 Over a week Newbie friendliness 28/100

zilliztech/memsearch#523 · 2 comments · 3 reactions · Opened May 2, 2026
Stop hook's `claude -p` summarize call fires SessionStart, polluting daily logs and leaking to nested directories Open

stale

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

zilliztech/memsearch#520 · 3 comments · 1 reaction · Opened Apr 30, 2026
Installation in OpenCode: how to test if it works Open

Difficulty 3/5 1-2 days Newbie friendliness 52/100

zilliztech/memsearch#387 · 4 comments · Opened Apr 15, 2026
[Bug&FR] VSCode Copilot Agent Hook Compability Open

feature

Difficulty 4/5 3-5 days Newbie friendliness 52/100

zilliztech/memsearch#221 · 6 comments · Opened Mar 23, 2026
Enhance robustness of memory search with jieba-next CJK tokenizer and native Markdown parsing Open

stale

Difficulty 5/5 Over a week Newbie friendliness 32/100

zilliztech/memsearch#102 · 3 comments · Opened Mar 4, 2026
docs: improve structure, navigation, and coverage across documentation Open

stale

Difficulty 5/5 Over a week Newbie friendliness 35/100

zilliztech/memsearch#91 · 1 comment · Opened Mar 1, 2026

zilliztech/memsearch

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