MIMRY
PYPI · MIMRY
Finds the files a coding task touches, so your AI agent reads less. Local CLI and MCP server.
Available components
Last scanned (1 hour ago)
Scores higher than 62% of PyPI servers
Category Code Search and Documentation
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 5 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 jbacalso24/mimry). 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 Usability55
- AI-judged instruction clarity (fair).Partial
- Tool/resource definitions use about 801 tokens (~89/item across 9 items; 9 tools + 0 resources), lean.Pass
- Usage-examples check failed: none of the tools include examples. See how to fix → Fail
Stability & Change Management36
- Stability check failed: the tool surface changed between 0.2.1 and 0.9.0: 14 tool removals, 0 breaking changes, 1 additions. See how to fix → Fail
Tool Coverage71
- 100% of tools have a non-trivial description (not blank, and not just the tool's name).Pass
- 0% of tool parameters carry a description.Fail
- Structured output schemas are declared (100% of tools); any adoption earns full credit.Pass
Tool Safety100
- No prompt-injection markers were found in the server instructions, tool names or descriptions we captured.Pass
- We read all 9 captured tool definition(s), and no name or description among them implies an irreversible operation.Pass
- An AI judge read all 10 captured unit(s) of tool text and found none that tries to manipulate the model reading it.Pass
Capabilities100
- Implements a supported MCP spec version (2025-11-25); the latest is 2026-07-28.Pass
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.
- 5 Nov 26 0
- Stability: fail → unverified ▼ security
- Tool safety: pass → unverified ▼ security
- Malware scan: unverified → pass ▲ security
- Capabilities: pass → unverified ▼ functional
- Tool coverage: 100 → unverified ▼ functional
- Package version: 0.8.2 → 0.9.0 functional
- 3 Nov 26 −15
- Malware scan: pass → unverified ▼ security
- 1 Nov 26 +1
No change was recorded against any check on this day. Stability & Change Management went from 33 to 36.
- 31 Oct 26 +15
- Malware scan: unverified → pass ▲ security
- 30 Oct 26 −14
- Malware scan: pass → unverified ▼ security
- 28 Oct 26 +1
No change was recorded against any check on this day. Stability & Change Management went from 20 to 23.
- 26 Oct 26 +1
No change was recorded against any check on this day. Stability & Change Management went from 13 to 16.
- 24 Oct 26 +1
No change was recorded against any check on this day. Stability & Change Management went from 6 to 10.
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 5 Nov 2026 · Analysed pypi/mimry@0.9.0
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 | jbacalso24/mimry |
| Certificate issuer | https://token.actions.githubusercontent.com |
| Certificate SAN | https://github.com/jbacalso24/mimry/.github/workflows/release.yml@refs/tags/v0.9.0 |
| Rekor log index | 3692580259 |
| Predicate type | PyPI publish attestation https://docs.pypi.org/attestations/publish/v1 |
| Subject digest | sha256:28f53f63bc1ebf2a1e761df698ed17b390965f4c9333e68f8093c444e370b351 |
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 5 packages
| Packages resolved | 5 |
|---|---|
| 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 →
mimry_feedback ~77
Record local agent usage feedback for future ranking.
| Name | Type | Req | Description |
|---|---|---|---|
| changed | – | – | – |
| context | – | – | – |
| ignored | – | – | – |
| missed | – | – | – |
| notes | – | – | – |
| opened | – | – | – |
| outcome | string | – | – |
| query | string | yes | – |
| root | – | – | – |
| suggested | – | – | – |
| verification | – | – | – |
Structured output declared, but exposes no named fields.
No examples provided.
mimry_find ~118
Search files, optionally with bounded live-source snippets. Pass offset=0 on page one.
| Name | Type | Req | Description |
|---|---|---|---|
| exclude_globs | – | – | – |
| languages | – | – | – |
| limit | integer | – | – |
| offset | – | – | – |
| path_globs | – | – | – |
| query | string | yes | – |
| root | – | – | – |
| semantic | boolean | – | – |
| snippet_chars | integer | – | – |
| snippet_lines | integer | – | – |
| snippet_total_chars | integer | – | – |
| snippet_total_lines | integer | – | – |
| snippets | boolean | – | – |
Structured output declared, but exposes no named fields.
No examples provided.
mimry_impact ~122
What a change touches: callers, importers, referencing files and tests to run. target is a symbol name (file picks one when several share it, and line picks by the line it starts on or spans) or a repo-relative file path. changed=True uses the working tree against HEAD instead. depth is 1 to 5, how many calls back to follow.
| Name | Type | Req | Description |
|---|---|---|---|
| changed | boolean | – | – |
| depth | integer | – | – |
| file | – | – | – |
| line | – | – | – |
| root | – | – | – |
| target | – | – | – |
Structured output declared, but exposes no named fields.
No examples provided.
mimry_path ~41
Find a relationship path between two files/symbols/queries.
| Name | Type | Req | Description |
|---|---|---|---|
| root | – | – | – |
| source | string | yes | – |
| target | string | yes | – |
Structured output declared, but exposes no named fields.
No examples provided.
mimry_preflight ~49
Fast readiness check and task context, matching CLI preflight.
| Name | Type | Req | Description |
|---|---|---|---|
| force_refresh | boolean | – | – |
| query | string | yes | – |
| root | – | – | – |
| semantic | boolean | – | – |
Structured output declared, but exposes no named fields.
No examples provided.
mimry_related ~39
Return files related to a query by graph-aware ranking.
| Name | Type | Req | Description |
|---|---|---|---|
| limit | integer | – | – |
| query | string | yes | – |
| root | – | – | – |
Structured output declared, but exposes no named fields.
No examples provided.
mimry_status ~53
Return MIMRY initialization and index freshness for a root. Freshness trusts unchanged file metadata, like git; ``verify`` re-hashes every file.
| Name | Type | Req | Description |
|---|---|---|---|
| root | – | – | – |
| verify | boolean | – | – |
Structured output declared, but exposes no named fields.
No examples provided.
mimry_symbol ~142
Search indexed symbols by name, falling back to file names. Set relations to "callers" (what calls the symbol) or "callees" (what it calls), with depth 1 to 3 for how many calls away to follow. file picks one symbol when several share the name, and file may end in ":N" to pick by line; line picks the symbol that starts on that line, or else spans it. Without relations this only searches.
| Name | Type | Req | Description |
|---|---|---|---|
| depth | integer | – | – |
| file | – | – | – |
| line | – | – | – |
| name | string | yes | – |
| relations | – | – | – |
| root | – | – | – |
Structured output declared, but exposes no named fields.
No examples provided.
mimry_why ~48
Explain why a file or symbol ranked for a task query.
| Name | Type | Req | Description |
|---|---|---|---|
| limit | integer | – | – |
| query | string | yes | – |
| root | – | – | – |
| surface | string | yes | – |
Structured output declared, but exposes no named fields.
No examples provided.
How do I install the MIMRY MCP server?
MIMRY runs locally as a PyPI package, launched with uvx mimry. Ready-made configuration for Claude, Cursor, VS Code, Codex and 5 more is on this page, copied from each client's own documentation.
pypi · mimry
claude mcp add jbacalso24-mimry -- uvx mimry
What is the MIMRY MCP server?
MIMRY is an MCP server listed in the public MCP registry as io.github.jbacalso24/mimry. Finds the files a coding task touches, so your AI agent reads less. Local CLI and MCP server. This page covers its PyPI package (mimry).
Is the MIMRY MCP server safe to use?
MIMRY scores 66 out of 100 on VerifyMCP. We found no known CVEs affecting it as of 5 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 MIMRY MCP server expose?
MIMRY exposes 9 tools: mimry_status, mimry_preflight, mimry_find, mimry_related, mimry_symbol, and 4 more. Their descriptions and schemas cost roughly 689 tokens of context every time the server is loaded.
Is the MIMRY MCP server still maintained?
MIMRY is still listed as active in the MCP registry. We last reached this channel on 5 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 MIMRY MCP server under?
MIMRY declares the MIT licence, which is OSI-approved. That covers the source only, and says nothing about the cost of any service it calls.