Public record
Software health reportschema 0.11.0 · metrics 2.10.0 · 2026-07-17 15:26 UTC

sbroenne / mcp-server-excel

Excel MCP Server & CLI - 23 tools, 214 operations for AI-powered Excel automation via COM API

C#MIT★ 332 stars⑂ 52 forkssince Oct 2025View on GitHub ↗
KindMCP serverhow this is determined
#excel#mcp-server#claude-ai#excel-automation#github-copilot#model-context-protocol#power-pivot#ai-automation#com-automation#dax#dotnet#power-query#vba#windows#excel-tables#conditional-formatting#excel-charts#named-ranges#data-connections#excel-pivottables

sbroenne/mcp-server-excel holds a health index of 81 out of 100, placing it in the Excellent band. It scores highest on Vitality (89/100) and lowest on Security (51/100). It was last updated today. A single contributor accounts for most of its recent work.

81
overall / 100
Excellent

Software health index

Metrics are grouped into weighted categories on one standardized 1–100 scale. Overall starts as their weighted mean, calibrated against the distribution of the public record so bands carry percentile meaning; when public evidence triggers the High-Risk Jurisdiction Policy, the rating is adjusted and receives an At Risk ceiling of 34.

81
Exceptional93-100The record's top tier (≈ top 5%); essentially all checked criteria met
Excellent80-92Strong across the board; minor gaps
Good65-79Healthy; gaps are limited and manageable
Moderate50-64Acceptable with notable gaps; review recommended
Weak35-49Material weaknesses across several areas
At Risk20-34Significant weaknesses; adoption warrants caution
Critical1-19Severe problems (abandoned, single-maintainer, no hygiene)
VitalityCommunity &AdoptionSustainability &GovernanceEngineeringQualitySecurityAI Readiness

Score profile

Each axis is a category. The shape matters more than the average — a healthy subject fills the whole shape, while a spike-and-crater profile means strength in one dimension is masking risk in another.

The weighted overall 69 is calibrated to 81 on the published index scale (record calibration 2026-08-02).

Ownership

Stefan BroennerPersonal account
28 followers21 public repossince Dec 2012Microsoft

This repository is owned by a personal account. A single-owner project carries more continuity risk than an organization-backed one.

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publishTags
npmexcel-mcppoints to another repo — not scored1.0.51496417 days agoexcelcsvmcpmodelcontextprotocol

Metrics by category

Vitality

Is the project alive — is code being written and are releases shipping?

89Excellent · 21% of overall

Development activity

88Excellent
How it's scored
36/36Push recency — last push 0 days ago
24.2/36Commit cadence — 35/52 weeks with commits
18/18Commit volume — 463 commits in the last year
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 20 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year463
human_commit_share—
days_since_last_push0
active_weeks_last_year35

Release discipline

90Excellent
How it's scored
27/27Ships releases — 100 releases published
36/36Release recency — latest release 3 days ago
27/27Release cadence — a release every ~5.4 days
0/10OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases.
Inputs used
releases_count100
latest_release_tagv1.9.5
releases_from_tagsno
days_since_latest_release3
mean_days_between_releases5.4

Community & Adoption

Does the project have users, downloads, attention, and a welcoming setup for contributors?

67Good · 17% of overall

Popularity & adoption

59Moderate
How it's scored
40.9/60Stars — 332 stars
14.2/25Forks — 52 forks
3.9/15Watchers — 6 watchers
Inputs used
forks52
stars332
watchers6
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

Community health

77Good
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (MIT)
18/18CONTRIBUTING guide
0/13.5Code of conduct
0/7.2Issue template
6.3/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
readme_badges—
has_contributingyes
has_issue_templateno
has_code_of_conductno
readme_badge_services—
has_pull_request_templateyes

Sustainability & Governance

Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?

51Moderate · 23% of overall

Maintainer resilience (bus factor)

24At Risk
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
5/22.5Commit distribution — top contributor authored 78% of commits
6.8/13.5Contributor breadth — 5 contributors
3/10OpenSSF Scorecard: Contributors — project has 1 contributing companies or organizations -- score normalized to 3
Inputs used
bus_factor1
contributors_sampled5
top_contributor_share0.778

Issue & PR responsiveness

80Excellent
How it's scored
42/42Issue resolution — 100% of issues closed
27.8/30PR acceptance — 460/497 decided PRs merged
0/13Newcomer PR acceptance — no first-time contributor's PR decided in 30d
0/15OpenSSF Scorecard: Code-Review — Found 0/29 approved changesets -- score normalized to 0
Inputs used
merged_prs460
open_issues0
closed_issues212
prs_merged_7d—
prs_decided_7d—
prs_merged_30d—
prs_decided_30d—
issue_closed_ratio1
closed_unmerged_prs37
first_time_authors_30d—
first_time_prs_merged_30d—
first_time_prs_decided_30d—
Excluded from scoring (no data or not applicable): Newcomer PR acceptance. Remaining weights renormalized.

Ownership & stewardship

53Moderate
How it's scored
10/30Ownership backing — personal (user) account
0/20Verified domain — not applicable to user accounts
10.5/25Owner reach — 28 followers of sbroenne
21.8/25Track record — 21 public repos, account ~13 yr old
Inputs used
followers28
owner_typeUser
is_verified—
owner_loginsbroenne
public_repos21
account_age_days4,964
Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.

Engineering Quality

Are baseline engineering and documentation practices in place?

83Excellent · 19% of overall

Engineering practices

72Good
How it's scored
24/24CI workflows — 7 workflow(s)
24/24Tests present
0/16Linter config
0/9.6Pre-commit hooks
6.4/6.4.editorconfig
18/20OpenSSF Scorecard: CI-Tests — 29 out of 30 merged PRs checked by a CI test -- score normalized to 9
Inputs used
has_ciyes
has_testsyes
has_editorconfigyes
has_linter_configno
has_precommit_configno

Documentation

100Exceptional
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage site — https://excelmcpserver.dev/
10/10Repository description
10/10Topics — 20 topics
10/10Wiki
Inputs used
topicsexcel, mcp-server, claude-ai, excel-automation, github-copilot, model-context-protocol, power-pivot, ai-automation, com-automation, dax, dotnet, power-query, vba, windows, excel-tables, conditional-formatting, excel-charts, named-ranges, data-connections, excel-pivottables
has_wikiyes
homepagehttps://excelmcpserver.dev/
docs_sitehttps://excelmcpserver.dev/
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?

51Moderate · 16% of overall

Security posture

51Moderate
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
2.2/7.5Branch-Protection — branch protection is not maximal on development and all release branches
2.2/2.5CI-Tests — 29 out of 30 merged PRs checked by a CI test -- score normalized to 9
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5Code-Review — Found 0/29 approved changesets -- score normalized to 0
0.8/2.5Contributors — project has 1 contributing companies or organizations -- score normalized to 3
10/10Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5License — license file detected
7.5/7.5Maintained — 30 commit(s) and 20 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
3.5/5SAST — SAST tool detected but not run on all commits
5/5Security-Policy — security policy file detected
0/7.5Signed-Releases — Project has not signed or included provenance with any releases.
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 11 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated18
scorecard_versionv5.5.0
checks_inconclusive0
scorecard_aggregate5.1

AI Readiness

How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight (4%): agent tooling is a real maintenance signal, but a repository with none can still reach 100/100.

74Good · 4% of overall

Agent context & guidance

75Good
How it's scored
45/45Agent instructions — .github/copilot-instructions.md, .github/instructions/architecture-patterns.instructions.md, .github/instructions/bug-fixing-checklist.instructions.md, .github/instructions/coverage-prevention-strategy.instructions.md, .github/instructions/critical-rules.instructions.md, .github/instructions/development-workflow.instructions.md, .github/instructions/documentation-structure.instructions.md, .github/instructions/excel-com-interop.instructions.md, .github/instructions/excel-connection-types-guide.instructions.md, .github/instructions/llm-testing-philosophy.instructions.md, .github/instructions/mcp-llm-guidance.instructions.md, .github/instructions/mcp-server-guide.instructions.md, .github/instructions/meta.instructions.md, .github/instructions/readme-management.instructions.md, .github/instructions/testing-strategy.instructions.md
0/15Machine-readable docs (llms.txt)
0/40Legible commit history — no data
Inputs used
has_llms_txtno
llms_txt_url—
legible_history_share—
agent_instruction_files.github/copilot-instructions.md, .github/instructions/architecture-patterns.instructions.md, .github/instructions/bug-fixing-checklist.instructions.md, .github/instructions/coverage-prevention-strategy.instructions.md, .github/instructions/critical-rules.instructions.md, .github/instructions/development-workflow.instructions.md, .github/instructions/documentation-structure.instructions.md, .github/instructions/excel-com-interop.instructions.md, .github/instructions/excel-connection-types-guide.instructions.md, .github/instructions/llm-testing-philosophy.instructions.md, .github/instructions/mcp-llm-guidance.instructions.md, .github/instructions/mcp-server-guide.instructions.md, .github/instructions/meta.instructions.md, .github/instructions/readme-management.instructions.md, .github/instructions/testing-strategy.instructions.md
agent_instruction_max_bytes49,787
Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.

Verify loop (build / test / typecheck)

53Moderate
How it's scored
0/18One-command bootstrap
22/22Automated tests
0/11Lint / format config
11/11Static type checking — llm-tests/pyrightconfig.json, vscode-extension/tsconfig.json
10/10Reproducible environment — lockfile
0/10Demonstrated agent practice — no data
5/8Automated maintenance — dependency automation configured, none observed in the sampled commits
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Inputs used
has_nixno
has_testsyes
lockfilespackage-lock.json, uv.lock
has_dockerfileno
typed_languageyes
bootstrap_files—
has_devcontainerno
has_linter_configno
typecheck_configsllm-tests/pyrightconfig.json, vscode-extension/tsconfig.json
agent_commit_share—
toolchain_manifests—
dependency_bot_commit_share0
Excluded from scoring (no data or not applicable): Demonstrated agent practice. Remaining weights renormalized.

Code legibility for models

99Exceptional
How it's scored
45/45Type-checkable code — C# (statically typed)
54.4/55Manageable file sizes — 5/459 source files over 60KB
Inputs used
primary_languageC#
largest_source_bytes91,695
source_files_sampled459
oversized_source_files5

Machine-readable interfaces

100Exceptional
How it's scored
0/40API schema (OpenAPI/GraphQL/proto) — not applicable to this kind of software
20/20MCP server
40/40Runnable examples — examples
Inputs used
example_dirsexamples
has_mcp_signalyes
api_schema_files—
interfaces_expected_of—
Excluded from scoring (no data or not applicable): API schema (OpenAPI/GraphQL/proto). Remaining weights renormalized.

Key facts

332GitHub stars
5contributors
463commits, last 12 months
0days since last push
100releases
1bus factor
0open issues
npm, PyPIpackage ecosystems

Data collection warnings

  • Could not fetch pypi package 'excelmcp-llm-tests' from its registry
  • npm package 'excel-mcp' points at a different repository (git+https://github.com/choco9527/excel-mcp.git); excluded from ecosystem scoring

More detail

OpenSSF Scorecard 5.1 / 10
5.1aggregate

Independent, tool-agnostic security assessment from the open-source OpenSSF Scorecard. Each check rewards a security practice, not a specific vendor's tool. Checks Scorecard could not determine are marked n/a and excluded from the security score (never counted as zero).Scorecard v5.5.0 · 2026-07-17 15:26 UTC

10Binary-Artifactsno binaries found in the repo
3Branch-Protectionbranch protection is not maximal on development and all release branches
9CI-Tests29 out of 30 merged PRs checked by a CI test -- score normalized to 9
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 0/29 approved changesets -- score normalized to 0
3Contributorsproject has 1 contributing companies or organizations -- score normalized to 3
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 20 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
7SASTSAST tool detected but not run on all commits
10Security-Policysecurity policy file detected
0Signed-ReleasesProject has not signed or included provenance with any releases.
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities11 existing vulnerabilities detected
Direct dependencies 7
RegistryPackageVersion constraintManifest
PyPIpytest>=9.0.3llm-tests/pyproject.toml
PyPIpytest-asyncio>=1.3llm-tests/pyproject.toml
PyPIpython-dotenv>=1.2llm-tests/pyproject.toml
PyPIpytest-skill-engineering>=0.5.9llm-tests/pyproject.toml
PyPIazure-identity>=1.25llm-tests/pyproject.toml
PyPIpytest-timeout>=2.4.0llm-tests/pyproject.toml
PyPIpillow>=12.2.0llm-tests/pyproject.toml
All dependencies 485

Full resolved dependency set from the GitHub dependency graph: 7 direct and 478 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
PyPIazure-identity1.25.3direct
PyPIpillow12.2.0direct
PyPIpytest9.0.3direct
PyPIpytest-asyncio1.3.0direct
PyPIpytest-skill-engineering0.6.6direct
PyPIpytest-timeout2.4.0direct
PyPIpython-dotenv1.2.2direct
npm@azu/format-text1.0.2indirect
npm@azu/style-format1.0.1indirect
npm@azure/abort-controller2.1.2indirect
npm@azure/core-auth1.10.1indirect
npm@azure/core-client1.10.1indirect
npm@azure/core-rest-pipeline1.23.0indirect
npm@azure/core-tracing1.3.1indirect
npm@azure/core-util1.13.1indirect
npm@azure/identity4.13.1indirect
npm@azure/logger1.3.0indirect
npm@azure/msal-browser5.10.1indirect
npm@azure/msal-common16.6.1indirect
npm@azure/msal-node5.2.1indirect
npm@babel/code-frame7.29.0indirect
npm@babel/helper-validator-identifier7.28.5indirect
npm@babel/runtime7.29.7indirect
npm@changesets/apply-release-plan7.1.1indirect
npm@changesets/assemble-release-plan6.0.10indirect
npm@changesets/changelog-git0.2.1indirect
npm@changesets/changelog-github0.5.2indirect
npm@changesets/cli2.31.0indirect
npm@changesets/config3.1.4indirect
npm@changesets/errors0.2.0indirect
npm@changesets/get-dependents-graph2.1.4indirect
npm@changesets/get-github-info0.7.0indirect
npm@changesets/get-release-plan4.0.16indirect
npm@changesets/get-version-range-type0.4.0indirect
npm@changesets/git3.0.4indirect
npm@changesets/logger0.1.1indirect
npm@changesets/parse0.4.3indirect
npm@changesets/pre2.0.2indirect
npm@changesets/read0.6.7indirect
npm@changesets/should-skip-package0.1.2indirect
npm@changesets/types4.1.0indirect
npm@changesets/types6.1.0indirect
npm@changesets/write0.4.0indirect
npm@inquirer/external-editor1.0.3indirect
npm@manypkg/find-root1.1.0indirect
npm@manypkg/get-packages1.1.3indirect
npm@nodelib/fs.scandir2.1.5indirect
npm@nodelib/fs.stat2.0.5indirect
npm@nodelib/fs.walk1.2.8indirect
npm@oxlint/binding-android-arm-eabi1.69.0indirect
npm@oxlint/binding-android-arm641.69.0indirect
npm@oxlint/binding-darwin-arm641.69.0indirect
npm@oxlint/binding-darwin-x641.69.0indirect
npm@oxlint/binding-freebsd-x641.69.0indirect
npm@oxlint/binding-linux-arm-gnueabihf1.69.0indirect
npm@oxlint/binding-linux-arm-musleabihf1.69.0indirect
npm@oxlint/binding-linux-arm64-gnu1.69.0indirect
npm@oxlint/binding-linux-arm64-musl1.69.0indirect
npm@oxlint/binding-linux-ppc64-gnu1.69.0indirect
npm@oxlint/binding-linux-riscv64-gnu1.69.0indirect
npm@oxlint/binding-linux-riscv64-musl1.69.0indirect
npm@oxlint/binding-linux-s390x-gnu1.69.0indirect
npm@oxlint/binding-linux-x64-gnu1.69.0indirect
npm@oxlint/binding-linux-x64-musl1.69.0indirect
npm@oxlint/binding-openharmony-arm641.69.0indirect
npm@oxlint/binding-win32-arm64-msvc1.69.0indirect
npm@oxlint/binding-win32-ia32-msvc1.69.0indirect
npm@oxlint/binding-win32-x64-msvc1.69.0indirect
npm@secretlint/config-creator10.2.2indirect
npm@secretlint/config-loader10.2.2indirect
npm@secretlint/core10.2.2indirect
npm@secretlint/formatter10.2.2indirect
npm@secretlint/node10.2.2indirect
npm@secretlint/profiler10.2.2indirect
npm@secretlint/resolver10.2.2indirect
npm@secretlint/secretlint-formatter-sarif10.2.2indirect
npm@secretlint/secretlint-rule-no-dotenv10.2.2indirect
npm@secretlint/secretlint-rule-preset-recommend10.2.2indirect
npm@secretlint/source-creator10.2.2indirect
npm@secretlint/types10.2.2indirect
npm@sindresorhus/merge-streams2.3.0indirect
npm@textlint/ast-node-types15.6.1indirect
npm@textlint/linter-formatter15.6.1indirect
npm@textlint/module-interop15.6.1indirect
npm@textlint/resolver15.6.1indirect
npm@textlint/types15.6.1indirect
npm@types/node12.20.55indirect
npm@types/node26.0.1indirect
npm@types/normalize-package-data2.4.4indirect
npm@types/sarif2.1.7indirect
npm@types/vscode1.118.0indirect
npm@typespec/ts-http-runtime0.3.5indirect
npm@vscode/vsce3.9.2indirect
npm@vscode/vsce-sign2.0.9indirect
npm@vscode/vsce-sign-alpine-arm642.0.6indirect
npm@vscode/vsce-sign-alpine-x642.0.6indirect
npm@vscode/vsce-sign-darwin-arm642.0.6indirect
npm@vscode/vsce-sign-darwin-x642.0.6indirect
npm@vscode/vsce-sign-linux-arm2.0.6indirect
npm@vscode/vsce-sign-linux-arm642.0.6indirect
npm@vscode/vsce-sign-linux-x642.0.6indirect
npm@vscode/vsce-sign-win32-arm642.0.6indirect
npm@vscode/vsce-sign-win32-x642.0.6indirect
npmagent-base7.1.4indirect
npmajv8.20.0indirect
npmansi-colors4.1.3indirect
npmansi-escapes7.3.0indirect
npmansi-regex5.0.1indirect
npmansi-regex6.2.2indirect
npmansi-styles4.3.0indirect
npmargparse1.0.10indirect
npmargparse2.0.1indirect
npmarray-union2.1.0indirect
npmastral-regex2.0.0indirect
npmasynckit0.4.0indirect
npmazure-devops-node-api12.5.0indirect
npmbalanced-match4.0.4indirect
npmbase64-js1.5.1indirect
npmbetter-path-resolve1.0.0indirect
npmbinaryextensions6.11.0indirect
npmbl4.1.0indirect
npmboolbase1.0.0indirect
npmboundary2.0.0indirect
npmbrace-expansion5.0.6indirect
npmbraces3.0.3indirect
npmbuffer5.7.1indirect
npmbuffer-crc320.2.13indirect
npmbuffer-equal-constant-time1.0.1indirect
npmbundle-name4.1.0indirect
npmcall-bind-apply-helpers1.0.2indirect
npmcall-bound1.0.4indirect
npmchalk4.1.2indirect
npmchalk5.6.2indirect
npmchardet2.2.0indirect
npmcheerio1.2.0indirect
npmcheerio-select2.1.0indirect
npmchownr1.1.4indirect
npmcockatiel3.2.1indirect
npmcolor-convert2.0.1indirect
npmcolor-name1.1.4indirect
npmcombined-stream1.0.8indirect
npmcommander12.1.0indirect
npmcross-spawn7.0.6indirect
npmcss-select5.2.2indirect
npmcss-what6.2.2indirect
npmdataloader1.4.0indirect
npmdebug4.4.3indirect
npmdecompress-response6.0.0indirect
npmdeep-extend0.6.0indirect
npmdefault-browser5.5.0indirect
npmdefault-browser-id5.0.1indirect
npmdefine-lazy-prop3.0.0indirect
npmdelayed-stream1.0.0indirect
npmdetect-indent6.1.0indirect
npmdetect-libc2.1.2indirect
npmdir-glob3.0.1indirect
npmdom-serializer2.0.0indirect
npmdomelementtype2.3.0indirect
npmdomhandler5.0.3indirect
npmdomutils3.2.2indirect
npmdotenv8.6.0indirect
npmdunder-proto1.0.1indirect
npmecdsa-sig-formatter1.0.11indirect
npmeditions6.22.0indirect
npmemoji-regex8.0.0indirect
npmencoding-sniffer0.2.1indirect
npmend-of-stream1.4.5indirect
npmenquirer2.4.1indirect
npmentities4.5.0indirect
npmentities6.0.1indirect
npmentities7.0.1indirect
npmenvironment1.1.0indirect
npmes-define-property1.0.1indirect
npmes-errors1.3.0indirect
npmes-object-atoms1.1.1indirect
npmes-set-tostringtag2.1.0indirect
npmesprima4.0.1indirect
npmexpand-template2.0.3indirect
npmextendable-error0.1.7indirect
npmfast-deep-equal3.1.3indirect
npmfast-glob3.3.3indirect
npmfast-uri3.1.2indirect
npmfastq1.20.1indirect
npmfill-range7.1.1indirect
npmfind-up4.1.0indirect
npmform-data4.0.6indirect
npmfs-constants1.0.0indirect
npmfs-extra11.3.5indirect
npmfs-extra7.0.1indirect
npmfs-extra8.1.0indirect
npmfunction-bind1.1.2indirect
npmget-intrinsic1.3.0indirect
npmget-proto1.0.1indirect
npmgithub-from-package0.0.0indirect
npmglob13.0.6indirect
npmglob-parent5.1.2indirect
npmglobby11.1.0indirect
npmglobby14.1.0indirect
npmgopd1.2.0indirect
npmgraceful-fs4.2.11indirect
npmhas-flag4.0.0indirect
npmhas-symbols1.1.0indirect
npmhas-tostringtag1.0.2indirect
npmhasown2.0.4indirect
npmhosted-git-info4.1.0indirect
npmhosted-git-info7.0.2indirect
npmhtmlparser210.1.0indirect
npmhttp-proxy-agent7.0.2indirect
npmhttps-proxy-agent7.0.6indirect
npmhuman-id4.2.0indirect
npmiconv-lite0.6.3indirect
npmiconv-lite0.7.3indirect
npmieee7541.2.1indirect
npmignore5.3.2indirect
npmignore7.0.5indirect
npmindex-to-position1.2.0indirect
npminherits2.0.4indirect
npmini1.3.8indirect
npmis-docker3.0.0indirect
npmis-extglob2.1.1indirect
npmis-fullwidth-code-point3.0.0indirect
npmis-glob4.0.3indirect
npmis-inside-container1.0.0indirect
npmis-number7.0.0indirect
npmis-subdir1.2.0indirect
npmis-windows1.0.2indirect
npmis-wsl3.1.1indirect
npmisexe2.0.0indirect
npmistextorbinary9.5.0indirect
npmjs-tokens4.0.0indirect
npmjs-yaml3.15.0indirect
npmjs-yaml4.2.0indirect
npmjs-yaml4.3.0indirect
npmjson-schema-traverse1.0.0indirect
npmjson52.2.3indirect
npmjsonc-parser3.3.1indirect
npmjsonfile4.0.0indirect
npmjsonfile6.2.1indirect
npmjsonwebtoken9.0.3indirect
npmjwa2.0.1indirect
npmjws4.0.1indirect
npmkeytar7.9.0indirect
npmleven3.1.0indirect
npmlinkify-it5.0.1indirect
npmlocate-path5.0.0indirect
npmlodash4.18.1indirect
npmlodash.includes4.3.0indirect
npmlodash.isboolean3.0.3indirect
npmlodash.isinteger4.0.4indirect
npmlodash.isnumber3.0.3indirect
npmlodash.isplainobject4.0.6indirect
npmlodash.isstring4.0.1indirect
npmlodash.once4.1.1indirect
npmlodash.startcase4.4.0indirect
npmlodash.truncate4.4.2indirect
npmlru-cache10.4.3indirect
npmlru-cache11.5.1indirect
npmlru-cache6.0.0indirect
npmmarkdown-it14.2.0indirect
npmmath-intrinsics1.1.0indirect
npmmdurl2.0.0indirect
npmmerge21.4.1indirect
npmmicromatch4.0.8indirect
npmmime1.6.0indirect
npmmime-db1.52.0indirect
npmmime-types2.1.35indirect
npmmimic-response3.1.0indirect
npmminimatch10.2.5indirect
npmminimist1.2.8indirect
npmminipass7.1.3indirect
npmmkdirp-classic0.5.3indirect
npmmri1.2.0indirect
npmms2.1.3indirect
npmmute-stream0.0.8indirect
npmnapi-build-utils2.0.0indirect
npmnode-abi3.92.0indirect
npmnode-addon-api4.3.0indirect
npmnode-fetch2.7.0indirect
npmnode-sarif-builder3.4.0indirect
npmnormalize-package-data6.0.2indirect
npmnth-check2.1.1indirect
npmobject-inspect1.13.4indirect
npmonce1.4.0indirect
npmopen10.2.0indirect
npmoutdent0.5.0indirect
npmoxlint1.69.0indirect
npmp-filter2.1.0indirect
npmp-limit2.3.0indirect
npmp-locate4.1.0indirect
npmp-map2.1.0indirect
npmp-map7.0.4indirect
npmp-try2.2.0indirect
npmpackage-manager-detector0.2.11indirect
npmparse-json8.3.0indirect
npmparse-semver1.1.1indirect
npmparse57.3.0indirect
npmparse5-htmlparser2-tree-adapter7.1.0indirect
npmparse5-parser-stream7.1.2indirect
npmpath-exists4.0.0indirect
npmpath-key3.1.1indirect
npmpath-scurry2.0.2indirect
npmpath-type4.0.0indirect
npmpath-type6.0.0indirect
npmpend1.2.0indirect
npmpicocolors1.1.1indirect
npmpicomatch2.3.2indirect
npmpify4.0.1indirect
npmpluralize2.0.0indirect
npmpluralize8.0.0indirect
npmprebuild-install7.1.3indirect
npmprettier2.8.8indirect
npmpump3.0.4indirect
npmpunycode.js2.3.1indirect
npmqs6.15.2indirect
npmquansync0.2.11indirect
npmqueue-microtask1.2.3indirect
npmrc1.2.8indirect
npmrc-config-loader4.1.4indirect
npmread1.0.7indirect
npmread-pkg9.0.1indirect
npmread-yaml-file1.1.0indirect
npmreadable-stream3.6.2indirect
npmrequire-from-string2.0.2indirect
npmresolve-from5.0.0indirect
npmreusify1.1.0indirect
npmrun-applescript7.1.0indirect
npmrun-parallel1.2.0indirect
npmsafe-buffer5.2.1indirect
npmsafer-buffer2.1.2indirect
npmsax1.6.0indirect
npmsecretlint10.2.2indirect
npmsemver5.7.2indirect
npmsemver7.8.0indirect
npmsemver7.8.5indirect
npmshebang-command2.0.0indirect
npmshebang-regex3.0.0indirect
npmside-channel1.1.0indirect
npmside-channel-list1.0.1indirect
npmside-channel-map1.0.1indirect
npmside-channel-weakmap1.0.2indirect
npmsignal-exit4.1.0indirect
npmsimple-concat1.0.1indirect
npmsimple-get4.0.1indirect
npmslash3.0.0indirect
npmslash5.1.0indirect
npmslice-ansi4.0.0indirect
npmspawndamnit3.0.1indirect
npmspdx-correct3.2.0indirect
npmspdx-exceptions2.5.0indirect
npmspdx-expression-parse3.0.1indirect
npmspdx-license-ids3.0.23indirect
npmsprintf-js1.0.3indirect
npmstring-width4.2.3indirect
npmstring_decoder1.3.0indirect
npmstrip-ansi6.0.1indirect
npmstrip-ansi7.2.0indirect
npmstrip-bom3.0.0indirect
npmstrip-json-comments2.0.1indirect
npmstructured-source4.0.0indirect
npmsupports-color7.2.0indirect
npmsupports-hyperlinks3.2.0indirect
npmtable6.9.0indirect
npmtar-fs2.1.4indirect
npmtar-stream2.2.0indirect
npmterm-size2.2.1indirect
npmterminal-link4.0.0indirect
npmtext-table0.2.0indirect
npmtextextensions6.11.0indirect
npmtmp0.2.7indirect
npmto-regex-range5.0.1indirect
npmtr460.0.3indirect
npmtslib2.8.1indirect
npmtunnel0.0.6indirect
npmtunnel-agent0.6.0indirect
npmtype-fest4.41.0indirect
npmtyped-rest-client1.8.11indirect
npmtypescript6.0.3indirect
npmuc.micro2.1.0indirect
npmunderscore1.13.8indirect
npmundici7.28.0indirect
npmundici-types8.3.0indirect
npmunicorn-magic0.1.0indirect
npmunicorn-magic0.3.0indirect
npmuniversalify0.1.2indirect
npmuniversalify2.0.1indirect
npmurl-join4.0.1indirect
npmutil-deprecate1.0.2indirect
npmvalidate-npm-package-license3.0.4indirect
npmversion-range4.15.0indirect
npmwebidl-conversions3.0.1indirect
npmwhatwg-encoding3.1.1indirect
npmwhatwg-mimetype4.0.0indirect
npmwhatwg-url5.0.0indirect
npmwhich2.0.2indirect
npmwrappy1.0.2indirect
npmwsl-utils0.1.0indirect
npmxml2js0.5.0indirect
npmxmlbuilder11.0.1indirect
npmyallist4.0.0indirect
npmyauzl3.3.0indirect
npmyazl2.5.1indirect
NuGetDax.Formatter—indirect
NuGetMartinCostello.Logging.XUnit—indirect
NuGetMicrosoft.ApplicationInsights.WorkerService—indirect
NuGetMicrosoft.Build.Framework—indirect
NuGetMicrosoft.Build.Utilities.Core—indirect
NuGetMicrosoft.CodeAnalysis.Analyzers—indirect
NuGetMicrosoft.CodeAnalysis.CSharp—indirect
NuGetMicrosoft.CodeAnalysis.NetAnalyzers—indirect
NuGetMicrosoft.Extensions.AI—indirect
NuGetMicrosoft.Extensions.DependencyInjection—indirect
NuGetMicrosoft.Extensions.Hosting—indirect
NuGetMicrosoft.Extensions.Logging—indirect
NuGetMicrosoft.Extensions.Logging.Abstractions—indirect
NuGetMicrosoft.Extensions.ObjectPool—indirect
NuGetMicrosoft.Extensions.Resilience—indirect
NuGetMicrosoft.NET.Test.Sdk—indirect
NuGetMicrosoft.Office.Interop.Excel—indirect
NuGetModelContextProtocol—indirect
NuGetOpenTelemetry—indirect
NuGetOpenTelemetry.Exporter.InMemory—indirect
NuGetScriban—indirect
NuGetSpectre.Console—indirect
NuGetSpectre.Console.Cli—indirect
NuGetStreamJsonRpc—indirect
NuGetSystem.Text.Json—indirect
NuGetxunit—indirect
NuGetxunit.runner.visualstudio—indirect
PyPIannotated-types0.7.0indirect
PyPIanyio4.13.0indirect
PyPIattrs26.1.0indirect
PyPIazure-core1.41.0indirect
PyPIcertifi2026.4.22indirect
PyPIcffi2.0.0indirect
PyPIcharset-normalizer3.4.7indirect
PyPIclick8.3.3indirect
PyPIcolorama0.4.6indirect
PyPIcryptography48.0.1indirect
PyPIexcelmcp-llm-tests0.1.0indirect
PyPIgithub-copilot-sdk0.3.0indirect
PyPIh110.16.0indirect
PyPIhtpy25.12.0indirect
PyPIhttpcore1.0.9indirect
PyPIhttpx0.28.1indirect
PyPIhttpx-sse0.4.3indirect
PyPIidna3.15indirect
PyPIiniconfig2.3.0indirect
PyPIjsonschema4.26.0indirect
PyPIjsonschema-specifications2025.9.1indirect
PyPImarkdown3.10.2indirect
PyPImarkupsafe3.0.3indirect
PyPImcp1.27.1indirect
PyPImdutils1.8.1indirect
PyPImkdocs-material9.7.6indirect
PyPImkdocs-minify-plugin0.8.0indirect
PyPImsal1.36.0indirect
PyPImsal-extensions1.3.1indirect
PyPInh30.3.5indirect
PyPIoutcome1.3.0.post0indirect
PyPIpackaging26.2indirect
PyPIpluggy1.6.0indirect
PyPIpycparser3.0indirect
PyPIpydantic2.13.4indirect
PyPIpydantic-core2.46.4indirect
PyPIpydantic-settings2.14.2indirect
PyPIpygments2.20.0indirect
PyPIpyjwt2.13.0indirect
PyPIpython-dateutil2.9.0.post0indirect
PyPIpython-frontmatter1.1.0indirect
PyPIpython-multipart0.0.31indirect
PyPIpywin32311indirect
PyPIpyyaml6.0.3indirect
PyPIreferencing0.37.0indirect
PyPIrequests2.34.0indirect
PyPIrpds-py0.30.0indirect
PyPIsix1.17.0indirect
PyPIsniffio1.3.1indirect
PyPIsortedcontainers2.4.0indirect
PyPIsse-starlette3.4.4indirect
PyPIstarlette1.3.1indirect
PyPItrio0.33.0indirect
PyPItyping-extensions4.15.0indirect
PyPItyping-inspection0.4.2indirect
PyPIurllib32.7.0indirect
PyPIuvicorn0.46.0indirect
Raw JSON report machine-readable

Feedback

Spotted something off in this report, or have thoughts to share? Wrong measurements, missed tooling, ideas, questions — anything is welcome. Every message is read and gets a response.

The message is kept through sign-in.

Related records

Inspected repositories sharing catalogue tags or ecosystems with sbroenne/mcp-server-excel. Read them side by side →

92mozilla/firefox-devtools-mcpModel Context Protocol server for Firefox DevTools - enables AI assistants to inspect and control Firefox browser through the Remote Debugging ProtocolExcellent94dbt-labs/dbt-mcpA MCP (Model Context Protocol) server for interacting with dbt.Exceptional94zereight/gitlab-mcpFirst gitlab mcp for you, building togetherExceptional93DeusData/codebase-memory-mcpHigh-performance code intelligence MCP server. Indexes codebases into a persistent knowledge graph — average repo in milliseconds. 158 languages, sub-ms queries, 99% fewer tokens. Single static binary, zero dependencies.Exceptional92sipyourdrink-ltd/bernsteinDeterministic orchestrator for CLI coding agents (Claude Code, Codex, Gemini CLI, +40 more). No model in the coordination loop, so parallel runs in per-task git worktrees replay byte-identically. Signed lineage plus an opt-in HMAC audit chain a reviewer checks offline, without rerunning it. Cluster mode, air-gap deploy. https://bernstein.runExcellent98unoplatform/unoOpen-source platform for building cross-platform native Mobile, Web, Desktop, and Embedded apps from a single C#/XAML codebase. Work from any IDE/CLI with Hot Reload, Visual Designer, MCPs, and Skills built for modern .NET workflows. 200M+ NuGet downloads.Exceptional

Scores are signals, not warranties. They reflect publicly visible practices on GitHub — not a code audit, and not a security guarantee.

Missing data is excluded and weights renormalized, never scored as zero. Methodology is versioned and open: metrics v2.10.0, schema v0.11.0 — full methodology · metrics wiki.

How one result sits in the wider record: aggregate statistics — npm.