sqlite-graph-memory
PYPI · SQLITE-GRAPH-MEMORY
Recall over your markdown notes: vector search plus your [[wikilinks]] as a graph, in SQLite.
Available components
Last scanned (15 hours ago)
Scores higher than 67% of PyPI servers
Category Memory and Knowledge
How this component scores in each security and reliability category. Every signal is checked automatically from public evidence about the published package, including repeated runs of it in an isolated sandbox, and we only credit what we can confirm. How we score → Why this is hard to score →
Supply Chain Security50
- Malware scan not yet available for this package.Unverified
- No known CVEs affecting this package version or its production dependencies.Pass
- Runs hatchling.build at install time, a recognised build step with no custom scripting around it. View diagnostics → Pass
- 0 of 1 dependencies flagged as unhealthy. View diagnostics → Pass
Provenance & Transparency100
- Source repository is publicly reachable at the declared URL. View diagnostics → Pass
- Cryptographically verified build provenance (signed, bound to tonydzi/sqlite-graph-memory). View diagnostics → Pass
- Clear OSI-approved license (MIT).Pass
- Actively maintained (last published 0 days ago).Pass
- Publishes a security disclosure policy (SECURITY.md).Pass
Schema Quality & AI Usability75
- AI-judged instruction clarity (good).Pass
- Tool/resource definitions use about 107 tokens (~107/item across 1 items; 1 tools + 0 resources), lean.Pass
- Usage-examples check failed: none of the tools include examples. See how to fix → Fail
Stability & Change Management53
- Stability observed for 16 of 30 days with no destabilising changes; credit accrues until the full window elapses.Partial
Tool Coverage100
- 100% of tools have a non-trivial description (not blank, and not just the tool's name).Pass
- 100% of tool parameters carry a description.Pass
Tool Safety100
- No prompt-injection markers were found in the server instructions, tool names or descriptions we captured.Pass
- We read all 1 captured tool definition(s), and no name or description among them implies an irreversible operation.Pass
- An AI judge read all 1 captured unit(s) of tool text and found none that tries to manipulate the model reading it.Pass
Capabilities20
- Spec-recency check failed: implements MCP spec 2024-11-05; the latest is 2026-07-28. See how to fix → Fail
Every change we have recorded for this component, newest first. Security-relevant changes are always shown. ▲ marks a change for the better, ▼ a change for the worse; unmarked changes are neutral.
- 4 Nov 26 +1
No change was recorded against any check on this day. Stability & Change Management went from 50 to 53. That category is still filling its 30-day observation window: 15 days of observed history at the previous scan, 16 at this one. The score rises as the window fills, whether or not the server changes.
- 3 Nov 26 0
- Malware scan: unverified → pass ▲ security
- Package version: 0.3.5 → 0.3.6 functional
- 2 Nov 26 −14
- Malware scan: pass → unverified ▼ security
- Package version: 0.3.3 → 0.3.5 functional
- 1 Nov 26 +15
- Malware scan: unverified → pass ▲ security
- 31 Oct 26 −14
- Malware scan: pass → unverified ▼ security
- 29 Oct 26 +15
- Malware scan: unverified → pass ▲ security
- 28 Oct 26 −14
- Malware scan: pass → unverified ▼ security
- 27 Oct 26 +15
- Malware scan: unverified → pass ▲ security
Diagnostic detail from the automated scan of this channel: what the scanner observed at each step, so you can see exactly where a check passed or failed. It is informational only and never changes the trust score.
Captured 4 Nov 2026 · Analysed pypi/sqlite-graph-memory@0.3.6
Provenance Verified
A signed build attestation was found and verified, binding this exact artifact to the source repository it claims to come from.
| Result | Verified |
|---|---|
| Ecosystem | pypi |
| Reason | Verified |
| Discovered via | Registry attestation endpoint |
| Source repo | tonydzi/sqlite-graph-memory |
| Certificate issuer | https://token.actions.githubusercontent.com |
| Certificate SAN | https://github.com/tonydzi/sqlite-graph-memory/.github/workflows/publish.yml@refs/tags/v0.3.6 |
| Rekor log index | 3675132455 |
| Predicate type | PyPI publish attestation https://docs.pypi.org/attestations/publish/v1 |
| Subject digest | sha256:0d4125d41dc889b4b0ff7d2201e4ac07c7d7d12dfe52f6447b51c1236e82dfea |
Background: How many MCP packages publish verified provenance →
Install scripts 1 script
| Hook | Tier | Command |
|---|---|---|
| build_backend | allowlisted | hatchling.build |
Background: Why install scripts are a supply-chain risk →
Dependencies 1 package
| Packages resolved | 1 |
|---|---|
| Tree resolution | Complete |
Background: SBOMs and build attestations, explained →
The tools this component advertises to a client, with an estimated token cost for each. Expand a tool to see its parameters and schema. The per-tool counts are indicative and are not scored directly; the schema's total context footprint is one signal in Schema Quality & AI Usability. A tool's description is untrusted text the model reads on every call, which is what makes this list a security surface and not just an inventory: how tool poisoning works →
memory_recall ~107
Associative memory recall over linked markdown notes. Retrieves relevant context using vector search, 1-hop [[wikilink]] graph expansion, and cross-encoder reranking. Returns a formatted context bundle.
| Name | Type | Req | Description |
|---|---|---|---|
| mode | string | – | Retrieval mode: 'associative' (vector + graph expansion, recommended), 'direct' (vector search only), or 'ab' (run both and log comparison telemetry). |
| query | string | yes | The search query or topic to retrieve memory for. |
No output schema declared.
No examples provided.
How do I install the sqlite-graph-memory MCP server?
sqlite-graph-memory runs locally as a PyPI package, launched with uvx sqlite-graph-memory. Ready-made configuration for Claude, Cursor, VS Code, Codex and 5 more is on this page, copied from each client's own documentation.
pypi · sqlite-graph-memory
claude mcp add tonydzi-sqlite-graph-memory -- uvx sqlite-graph-memory
What is the sqlite-graph-memory MCP server?
sqlite-graph-memory is an MCP server listed in the public MCP registry as io.github.tonydzi/sqlite-graph-memory. Recall over your markdown notes: vector search plus your [[wikilinks]] as a graph, in SQLite. This page covers its PyPI package (sqlite-graph-memory).
Is the sqlite-graph-memory MCP server safe to use?
sqlite-graph-memory scores 71 out of 100 on VerifyMCP. We found no known CVEs affecting it as of 4 November 2026. Its build provenance is signed and verified. That is a record of what we were able to check automatically, not an endorsement. The category breakdown on this page shows every signal behind the number, including the ones we could not confirm.
What tools does the sqlite-graph-memory MCP server expose?
sqlite-graph-memory exposes 1 tool: memory_recall. Their descriptions and schemas cost roughly 107 tokens of context every time the server is loaded.
Is the sqlite-graph-memory MCP server still maintained?
sqlite-graph-memory is still listed as active in the MCP registry. We last reached this channel on 4 November 2026. Those dates come from our own scans of the registry and the channel itself, not from anything the publisher announced.
What licence is the sqlite-graph-memory MCP server under?
sqlite-graph-memory declares the MIT licence, which is OSI-approved. That covers the source only, and says nothing about the cost of any service it calls.