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superlocalmemory
44 / 100 · High risk
Only if you trust the author. Some of what it can do is expected: a coding skill usually runs build and test commands.
By qualixar/superlocalmemory (GitHub) · coding · 275 stars · scanned at commit c79c9f5
AI agent memory with mathematical foundations. Store, recall, search, and manage memories locally. Local data root; optional networked features have separate behavior.
Works with any agent that supports SKILL.md skills.
Partially scanned — some files couldn't be read; we'll retry on the next scan
What this skill can do
Downloads and installs other software
The author does not mention this.
Found in 74 places.
Show 17 more
- CHANGELOG.md, line 3624
- **MCP server (`slm mcp`) failed to start in Claude Desktop / Cursor right after an upgrade** with errors like `Unexpected token 'S', "SuperLocal"... is not va - CHANGELOG.md, line 4583
- **Optional Graph Acceleration** — `pip install superlocalmemory[cozo]` for CozoDB embedded graph backend. Replaces NetworkX for spreading activation at 1M+ ed - CHANGELOG.md, line 4584
- **Optional Vector Acceleration** — `pip install superlocalmemory[lancedb]` for LanceDB embedded vector backend. Cosine similarity with IVF+PQ indexing. Auto-m - CHANGELOG.md, line 4761
- `pip install -U superlocalmemory` will pull `transformers>=5.0.0` and - CHANGELOG.md, line 4836
who installed via `pip install -e ".[dev]"` without separately installing - CHANGELOG.md, line 5206
- **One-time upgrade banner** after `pip install -U` / `npm install -g` - CHANGELOG.md, line 5304
- pip and npm installs now ship identical functionality. Semantic search and cross-encoder reranking work out of the box on pip (previously required `pip instal - CHANGELOG.md, line 5426
- **`postinstall.js`** — now runs `pip install .` to install the `superlocalmemory` Python package itself (not just dependencies). Prevents stale pip-installed - CHANGELOG.md, line 5766
**npm:** `npm install -g superlocalmemory` - CONTRIBUTING.md, line 116
python -m pip install -e ".[dev]" - README.md, line 62
npm install -g superlocalmemory # add --media to also turn on pictures and documents - README.md, line 72
python -m pip install superlocalmemory # or, without a venv: pipx install superlocalmemory - README.md, line 149
**Step 1, once per computer.** Install SuperLocalMemory: `npm install -g superlocalmemory` (or `pipx install superlocalmemory`). Your memory lives on this compu - SETUP_FOR_AGENTS.md, line 33
node --version # 18 or later: npm install -g superlocalmemory - SETUP_FOR_AGENTS.md, line 34
pipx --version # otherwise: pipx install superlocalmemory - SETUP_FOR_AGENTS.md, line 39
Never `sudo pip install` and never install into the system Python. - SKILL.md, line 30
pip install superlocalmemory
and 54 more places
Sends data to these websites: raw.githubusercontent.com
This is disclosed by the author in the skill's SKILL.md or README.
Found in 423 places.
Show 17 more
- CHANGELOG.md, line 4688
`matcher="WebSearch|WebFetch"`. Extracts the search query / URL / prompt - CHANGELOG.md, line 4729
entry (`before_web` on `WebSearch|WebFetch`) by default; gating users - README.md, line 52
curl -fsSLo get-slm.sh https://raw.githubusercontent.com/qualixar/superlocalmemory/main/scripts/get-slm.sh && sh get-slm.sh - antigravity-plugin/hooks/hooks.json, line 25
"matcher": "WebSearch|WebFetch", - antigravity-plugin/hooks/hooks.json, line 37
"matcher": "Bash|Read|Write|Edit|Glob|Grep|Agent|WebFetch|WebSearch|NotebookEdit", - antigravity-plugin/skills/slm-recall/SKILL.md, line 309
fetch(fact_ids="f8a2bc91,d4c1e203") - benchmark/exp2_transaction_atomicity.py, line 204
obligations_b = ledger.fetch(conn_b, op_b) - benchmark/exp2b_real_owner_manifest.py, line 268
obligations = ledger.fetch(conn_r, op_id) - benchmark/exp2b_real_owner_manifest.py, line 382
obligations = ledger.fetch(conn_r, op_id) - benchmarks/embedder_compare/e2e_daemon.py, line 13
import http.client - benchmarks/embedder_compare/e2e_daemon.py, line 235
self._conn: http.client.HTTPConnection | None = None - benchmarks/embedder_compare/e2e_daemon.py, line 243
self._conn = http.client.HTTPConnection("127.0.0.1", self.port, timeout=self.timeout) - benchmarks/embedder_compare/e2e_daemon.py, line 259
except (OSError, http.client.HTTPException): - benchmarks/embedder_compare/e2e_daemon.py, line 304
except (OSError, http.client.HTTPException): - benchmarks/embedder_compare/e2e_daemon.py, line 344
except (OSError, http.client.HTTPException) as exc: - benchmarks/embedder_compare/e2e_daemon.py, line 370
except (OSError, http.client.HTTPException): - benchmarks/embedder_compare/e2e_daemon.py, line 385
except (OSError, http.client.HTTPException) as exc:
and 403 more places
Runs commands on your computer
This is disclosed by the author in the skill's SKILL.md or README. Expected for a coding skill.
Found in 245 places.
Show 17 more
- SKILL.md, line 38
slm remember "Alice works at Google as a Staff Engineer" --json - SKILL.md, line 50
slm remember "<content>" --json # Store a memory - SKILL.md, line 67
slm media status --json # is it on, and how is set-up going - SKILL.md, line 85
slm team status --json # Require login: on|off, user count - SKILL.md, line 93
slm status --json # System status (mode, profile, DB) - SKILL.md, line 101
slm mode --json # Get current mode - SKILL.md, line 113
slm ops list --json # failed, stuck or degraded operations - SKILL.md, line 130
slm config set temporal_validator.max_llm_checks 0 # embedding check only - SKILL.md, line 139
slm loop demo # Run built-in convergence demo (no API key needed) - SKILL.md, line 151
slm setup # Interactive setup wizard - antigravity-plugin/hooks.json, line 6
"command": "python3 ./scripts/antigravity_hook_adapter.py pre-invocation", - antigravity-plugin/hooks.json, line 16
"command": "python3 ./scripts/antigravity_hook_adapter.py pre-tool", - antigravity-plugin/hooks.json, line 28
"command": "python3 ./scripts/antigravity_hook_adapter.py post-tool", - antigravity-plugin/hooks.json, line 37
"command": "python3 ./scripts/antigravity_hook_adapter.py stop", - antigravity-plugin/hooks/hooks.json, line 8
"command": "slm hook mandate 2>/dev/null || true", - antigravity-plugin/hooks/hooks.json, line 17
"command": "slm hook start 2>/dev/null || true", - antigravity-plugin/hooks/hooks.json, line 29
"command": "slm hook before_web 2>/dev/null || true",
and 225 more places
Reads your saved credentials, such as SSH keys or .env files
The author does not mention this.
Found in 2 places.
Changes files outside its own folder
The author does not mention this.
Found in 17 places.
Show 14 more
- benchmarks/embedder_compare/fetch_data.sh, line 52
mkdir -p "$HOME_DIR/coco" - src/superlocalmemory/ui/js/feedback.js, line 308
'rm ~/.superlocalmemory/learning.db'; - tests/test_core/test_laya_interpreter_safety.py, line 80
(root / "pyvenv.cfg").write_text("home = /usr/bin\n", encoding="utf-8") - tests/test_runtimes/test_runtime_relocation.py, line 16
(venv / 'pyvenv.cfg').write_text(f'home = /usr/bin\ncommand = /usr/bin/python -m venv {venv}\n') - tests/test_runtimes/test_runtime_relocation.py, line 55
(copied / 'venv' / 'pyvenv.cfg').write_text('home = /usr/bin\n') - wiki-content/archive/v2/Configuration.md, line 722
cp -r ~/.claude-memory/profiles/ "$BACKUP_DIR/" - wiki-content/archive/v2/Configuration.md, line 725
cp ~/.claude-memory/config.json "$BACKUP_DIR/" - wiki-content/archive/v2/Configuration.md, line 748
cp -r ~/backups/slm-20260207/profiles/* ~/.claude-memory/profiles/ - wiki-content/archive/v2/Configuration.md, line 751
cp ~/backups/slm-20260207/config.json ~/.claude-memory/ - wiki-content/archive/v2/Configuration.md, line 812
cp ~/.claude-memory/config.json.backup ~/.claude-memory/config.json - wiki-content/archive/v2/Upgrading-to-v2.7.md, line 117
pip install -r ~/.claude-memory/requirements-learning.txt - wiki-content/archive/v2/Upgrading-to-v2.7.md, line 311
rm ~/.claude-memory/learning.db - wiki-content/archive/v2/Upgrading-to-v2.7.md, line 314
rm -rf ~/.claude-memory/src/learning/ - wiki-content/archive/v2/Upgrading-to-v2.7.md, line 317
rm ~/.claude-memory/requirements-learning.txt
Can call paid AI services billed to you
This is disclosed by the author in the skill's SKILL.md or README.
Found in 10 places.
Show 7 more
Other copies in this repository
qualixar/superlocalmemory has 1 more folder with a skill named superlocalmemory. This page shows the lowest-scoring copy.
Install
Paste this into your terminal. It downloads exactly the version we scanned, not whatever is newest.
if [ -e ~/.agents/skills/'superlocalmemory' ] || [ -L ~/.agents/skills/'superlocalmemory' ]; then echo 'A skill folder named superlocalmemory already exists — not replacing it' >&2; false; else d=$(mktemp -d) && git clone --quiet --filter=blob:none --no-checkout 'https://github.com/qualixar/superlocalmemory' "$d" && git -C "$d" checkout --quiet 'c79c9f5cf7641e8c534798b0583d965c8fec9b17' -- '.' && mkdir -p ~/.agents/skills && cp -R "$d/." ~/.agents/skills/'superlocalmemory' && rm -rf ~/.agents/skills/'superlocalmemory'/.git && rm -rf "$d"; fi
Codex reads ~/.agents/skills directly. For Claude Code, Cursor, Copilot, Gemini CLI, Antigravity or OpenCode, also link it. For Claude Code: ln -s ~/.agents/skills/'superlocalmemory' ~/.claude/skills/'superlocalmemory' (other agents: ~/.cursor/skills, ~/.copilot/skills, ~/.gemini/skills, ~/.gemini/config/skills, ~/.config/opencode/skills). Or install through the finder skill, which does both.
Badge for your README
The badge for qualixar/superlocalmemory shows the score of its lowest-scoring skill.
[](https://zalavijaysinh.github.io/skilltrust/repos/qualixar/superlocalmemory/)
Score history
| Date | Version | Score |
|---|
| 2026-11-13 | c79c9f5 | 44 |
| 2026-11-09 | 67f0663 | 44 |
| 2026-11-07 | 93e5869 | 79 |