Project Knowledge

cr7258/elasticsearch-mcp-server

Use cr7258/elasticsearch-mcp-server when the user needs a mcp server project with docker, kubernetes, local deployment options.

TypeProject / implementation

Difficultybeginner

LanguagePython

LicenseApache-2.0

TL;DR

Use cr7258/elasticsearch-mcp-server when the user needs a mcp server project with docker, kubernetes, local deployment options.

Install

Run with Docker using the repository's container instructions.

Good For

connect agents to tools

expose APIs through MCP

bootstrap MCP integrations

Not Good For

edge-only Cloudflare Workers deployment without adaptation

front-end apps

non-tooling backends

Git.Top Score78/100

Agent Score60/100

Maintenance19

Stability100

Quality11/100

Best Use

connect agents to tools

Primary situation where this project is a good shortlist candidate.

Watch Out

edge-only Cloudflare Workers deployment without adaptation

Main reason to compare alternatives before adopting it.

Deployment Fit

docker, kubernetes, local

Git.Top did not classify this as Cloudflare-ready. Evidence: Runtime blocker: python.

Best Alternative

headroomlabs-ai/headroom: docker, vercel

Compare this option when the target stack or language preference differs.

Confidence

3/4 classification signals high; 4 quality signals complete or snapshot

Classification evidence and quality signal confidence should be checked before production recommendations.

Freshness

Repo 2026-09-16; metrics 2026-09-16

Repository and metric timestamps for this knowledge record.

Freshness

Repository and metrics timestamps

Repository synced2026-09-16T00:30:46.366Z

Metrics calculated2026-09-16T00:30:46.366Z

Scoring

Quality and agent score are separate

Quality score weights star movement, commits, releases, contributors, and issue response. Agent score weights documentation, maintenance, deployment, popularity, and community.

Confidence

Signal confidence

Stars 30dsnapshot

Commits 30dcomplete

Releases 180dcomplete

Contributors 90dcomplete

Badge

Agent Score badge

Embed a lightweight SVG badge for this repository.

Project Type

Project / implementation

This repository is treated as an implementation project. Compare its deployment fit, maintenance, and alternatives before adopting it.

Cloudflare Readiness

No Cloudflare-ready signal

Git.Top did not classify this as Cloudflare-ready. Evidence: Runtime blocker: python.

Selection Guidance

Use the evidence before choosing

Treat this page as a shortlist input. Confirm source metadata, classification confidence, deployment evidence, and current repository activity before making a production recommendation.

Alternatives

Comparable projects

JSON

headroomlabs-ai/headroomUse headroomlabs-ai/headroom when the user needs a mcp server project with docker, vercel, serverless deployment options.

BerriAI/litellmUse BerriAI/litellm when the user needs a mcp server project with docker, library-only, local deployment options.

HKUDS/nanobotUse HKUDS/nanobot when the user needs a mcp server project with docker, library-only, local deployment options.

rocketride-org/rocketride-serverUse rocketride-org/rocketride-server when the user needs a mcp server project with docker, library-only, local deployment options.

AstrBotDevs/AstrBotUse AstrBotDevs/AstrBot when the user needs a mcp server project with docker, library-only, local deployment options.

Related Projects

Adjacent ecosystem projects

JSON

ruvnet/rufloUse ruvnet/ruflo when the user needs a mcp server project with docker, kubernetes, library-only deployment options. Shared mcp server category and docker deployment context.

mudler/LocalAIUse mudler/LocalAI when the user needs a mcp server project with docker, kubernetes, local deployment options. Shared mcp server category and docker deployment context.

stacklok/toolhiveUse stacklok/toolhive when the user needs a mcp server project with docker, kubernetes, local deployment options. Shared mcp server category and docker deployment context.

SigNoz/signozUse SigNoz/signoz when the user needs a mcp server project with docker, kubernetes, local deployment options. Shared mcp server category and docker deployment context.

pipeshub-ai/pipeshub-aiUse pipeshub-ai/pipeshub-ai when the user needs a mcp server project with docker, kubernetes, local deployment options. Shared mcp server category and docker deployment context.

dagucloud/daguUse dagucloud/dagu when the user needs a mcp server project with docker, kubernetes, library-only deployment options. Shared mcp server category and docker deployment context.

Deploy

Supported deployment paths

Compatible With

Inferred dependencies and protocols

Use Cases

Where agents should consider it

Classification Evidence

Why Git.Top categorized this project

Full JSON

Category: highMatched "model context protocol" in metadata. Matched "mcp" in metadata.

Deployment: highFound Docker configuration file. Matched "kubernetes" in repository content.

Difficulty: mediumRepository has under 10k stars, so complexity is treated conservatively.

Cloudflare Ready: highRuntime blocker: python. No Cloudflare deployment signal detected.

Compare

headroomlabs-ai/headroom leads this context

JSON

ProjectStarsAgentLocalCloudflareScore

cr7258/elasticsearch-mcp-server307NoYesNo60

headroomlabs-ai/headroom72,172YesYesNo92

BerriAI/litellm58,739NoYesNo89

HKUDS/nanobot48,176YesYesNo88