Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Beschreibung vom Entwickler (englisches Original)
Rank log patterns by volume and cost, then compact, tier down or offload the excess over each cap
Diese drei werden nie zu einer Punktzahl zusammengefasst: Meinungen, Messungen und Beliebtheit sind verschiedene Dinge.
Für diesen Server haben wir noch keine Zusammenfassung in einfacher Sprache geschrieben. Unten stehen die Fakten, die wir aus der Registry gelesen haben.
Wähle die KI-App, die du nutzt, und kopiere die Einstellungen.
LOG10X_API_KEYAls geheim markierte Werte sind Schlüssel zu deinem Konto. Gib sie nie weiter und füge sie nie in einen Chat ein.
Du brauchst
Welche App nutzt du?
Wähle oben deine App. Wir merken sie uns, damit der Button beim nächsten Mal „In … installieren“ anzeigt.
Öffne Claude Desktop → Settings → Developer → Edit Config und füge dies in claude_desktop_config.json ein
{
"mcpServers": {
"log10x": {
"command": "npx",
"args": [
"-y",
"log10x-mcp"
],
"env": {
"LOG10X_API_KEY": "your-value"
}
}
}
}Führe das in deinem Terminal aus
claude mcp add log10x --env LOG10X_API_KEY=your-value -- npx -y log10x-mcpTrag die leeren Werte ein, bevor du ihn startest.
In .cursor/mcp.json in deinem Projekt oder in ~/.cursor/mcp.json einfügen
{
"mcpServers": {
"log10x": {
"command": "npx",
"args": [
"-y",
"log10x-mcp"
],
"env": {
"LOG10X_API_KEY": "your-value"
}
}
}
}Dein Browser fragt, ob er die App öffnen darf, dann zeigt die App die Einstellungen und bittet dich um Bestätigung. Schlüsselwerte bleiben leer, damit du sie selbst einträgst.
In .vscode/mcp.json in deinem Projekt einfügen
{
"servers": {
"log10x": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"log10x-mcp"
],
"env": {
"LOG10X_API_KEY": "your-value"
}
}
}
}Dein Browser fragt, ob er die App öffnen darf, dann zeigt die App die Einstellungen und bittet dich um Bestätigung. Schlüsselwerte bleiben leer, damit du sie selbst einträgst.
Dieser Server läuft auf deinem Computer, und ChatGPT kann sich nur mit Servern im Internet verbinden. Wähle eine andere App.
Deine Auswahl bleibt in einem Cookie auf diesem Gerät; kein Konto nötig.
Diese Einstellungen werden aus dem Registry-Eintrag des Entwicklers erzeugt. Wenn in der README etwas anderes steht, folge der README.
Läuft auf deinem Computer; die Tool-Liste erscheint nach der Installation in deiner KI-App.
Wir prüfen Informationen, die jeder sehen kann; den Code haben wir nicht gelesen. Checks, die nicht zutreffen, werden nicht mitgezählt. · Geprüft am 7. Nov. 2026
Der Registry-Name wurde mit dem GitHub-Konto log-10x bestätigt, dem das Repo gehört
Dieses Repo haben wir noch nicht von GitHub gelesen
Dieses Repo haben wir noch nicht von GitHub gelesen
Dieser Server läuft auf deinem Computer; es gibt keinen Endpunkt im Internet
Läuft auf deinem Computer und nutzt stattdessen lokale Einstellungen
Läuft auf deinem Computer; Tool-Listen können wir nur von Endpunkten im Internet lesen
Verglichen mit allen aktiven Servern dieser Kategorie in der Registry. Sterne zählen nur, wenn dem Herausgeber das Repo gehört.
Er hat 1 von 1 zutreffenden Basischecks bestanden. Den Code haben wir nicht gelesen. Bevor du einen Schlüssel oder Token hinzufügst, sieh nach, welche Zugriffe der Server verlangt, und nutze einen Schlüssel, der nur die Berechtigungen hat, die du brauchst.
Das musst du eintragen: LOG10X_API_KEY
Er läuft auf deinem Computer. Deine KI-App startet ihn bei Bedarf, und die Daten laufen nicht über die Server des Entwicklers (außer der Server ruft selbst einen Onlinedienst auf).
Das GitHub-Repo wurde zuletzt – geändert, und die neueste Version (1.30.99) kam vorgestern in die Registry.
Apps, die MCP unterstützen, etwa Claude Desktop, Claude Code, Cursor und VS Code. Außerdem brauchst du Node.js auf deinem Computer.
In derselben Kategorie: Spec Driven Development, Remote Desktop Commander, OpenTakeoff
Server derselben Kategorie von anderen Entwicklern, sortiert nach Sternen.
So liest du eine Karte:★ GitHub-SterneiDrei Säulen: Bewertungen · Checks · NutzungiAktualisiert = neueste Version in der Registry veröffentlichti
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Remote Desktop Commander: use files, terminal and processes on your own computers from any AI app.
Construction takeoff for AI agents: load plans, set scale, measure, count, export with provenance.
Unverändert aus dem Repo des Entwicklers übernommen. PopNx MCP hat den Inhalt weder geprüft noch empfiehlt es ihn. HTML, Bilder und Skripte wurden entfernt. Links führen von dieser Website weg.
Ask your AI assistant about log costs, log patterns, and incidents in plain English, and get structured answers backed by per-pattern metrics. "Why did our log costs spike this week?", "what's driving payments-svc volume?", "pull the payment_retry events for acme-corp from Jan 15 to Apr 15." The server exposes the 10x platform to Claude and any MCP-compatible assistant as a set of tools.
10x groups your logs by message type. The same lines repeat over and over with only the timestamp or request ID changing, so 10x collapses each flood of near-identical lines into one message type and ranks them by volume and cost. Names come from symbols compiled from code, so the same line gets the same name on every node under the same engine, library and configuration.
This server is open source under MIT. A Log10x product license (API key) unlocks the account-scoped tools; without one, the server boots read-only against a public demo dataset so the tools can be explored immediately.
| You say | What happens |
|---|---|
| "Where do I start? Help me cut log costs." | A guided menu asks what you want (cut cost, investigate, install) and routes to the right next step, plus what's new and what changed. log10x_start, log10x_whats_new, log10x_whats_changing |
| "Sign me in." / "Who am I connected as?" | GitHub sign-in mints and stores an API key, and shows the environments your account can reach. log10x_signin_start, log10x_login_status, log10x_create_env |
| "Show me how to install this on my stack." | Paste-ready setup steps for your own pipeline, fetch-back wiring, and a recommended action per service. A policy ships as a pull request to merge, or, for a ConfigMap, is written only by a second, explicit call. log10x_advise_install, log10x_advise_retriever, log10x_configure_engine |
| "Estimate savings on my data before I deploy." | A no-install savings report from a local log file or your existing log platform. log10x_poc_from_local, log10x_poc_from_siem_submit, log10x_poc_from_siem_status. A keyless boot attaches to the public demo dataset and registers these three as well, since they run on the user's machine and never touch the demo backend. LOG10X_DEMO_FALLBACK=off boots into POC mode instead, which drops log10x_top_patterns, log10x_investigate, log10x_savings and every Retriever tool. |
| "How much can I cut, and how much have I cut?" | Projected and realized savings with the per-pattern math behind every number. log10x_estimate_savings, log10x_savings, log10x_commitment_report |
| "What's driving my cost right now?" | The repeating message types and services driving volume and cost, and what moved week over week. log10x_top_patterns, log10x_whats_changing, log10x_services |
| "Why did payments-svc spike?" | A single-call investigation: timeline, correlated patterns, and the strongest temporal evidence, with confidence shown so nothing is presented as proven cause. log10x_investigate, log10x_metrics_that_moved, log10x_metric_overlay |
| "This message type is noise, cut it." | Sample, drop, compact, tier down, or offload a chosen message type, with examples and trend so the action is clear. log10x_pattern_mitigate, log10x_pattern_examples, log10x_pattern_trend |
| "We are 100% Lambda, no cluster. Install there." | The install plan comes back for the serverless estate: the engine as a Lambda extension paired with the function's OTel collector, a CDK construct, and an AWS-native recurring tick over an S3 config plane. log10x_advise_install, log10x_setup_recurring |
| "Get me the actual events I offloaded." | Fetch the exact events back on demand from your own S3. log10x_retriever_query, log10x_offload_add, log10x_retriever_register |
| "Recognize more of my message types." | Compile your own source code, binaries and container images into a symbol library so the engine names more of your message types. log10x_compile, log10x_compile_link, log10x_compile_status |
Claude Code
claude mcp add --transport stdio --env LOG10X_API_KEY=your-api-key log10x -- npx -y log10x-mcp
Verify with /mcp. Omit the --env flag to run read-only against the public demo dataset.
Claude Desktop
Add to ~/Library/Application Support/Claude/claude_desktop_config.json (macOS) or %APPDATA%\Claude\claude_desktop_config.json (Windows):
{
"mcpServers": { "log10x": { "command": "npx", "args": ["-y", "log10x-mcp"], "env": { "LOG10X_API_KEY": "your-api-key" } } } }
Cursor, Windsurf, and other MCP clients
Add an mcpServers entry of the same shape: "command": "npx", "args": ["-y", "log10x-mcp"], and LOG10X_API_KEY in env. Omit the key to run read-only demo mode.
Full setup walkthrough: https://doc.log10x.com/apps/mcp/
Chart images (include_chart on log10x_top_patterns and log10x_pattern_trend) need chart.js and chartjs-node-canvas, optional peers that are not installed with the package; without them charts render as text.
The Elasticsearch, Azure Monitor and GCP Cloud Logging connectors, and the Azure App Configuration and GCP Secret Manager config stores, also use optional SDKs that keep the default install small. Add them when the server starts, for example npx -y -p log10x-mcp -p @azure/monitor-query -p @azure/identity log10x-mcp; the connector names the packages it needs if they are missing.
Account-scoped tools need a Log10x API key. Two ways to get one:
log10x_signin_start, complete the flow, then log10x_signin_complete. The key is stored for you. log10x_login_status shows who you're connected as.LOG10X_API_KEY directly.No key? The server boots read-only against the public 10x demo dataset (the same sample data the website console shows), so analysis, discovery, and the install advisors all work out of the box. Mutating tools are disabled in this mode so shared demo state stays untouched. Set LOG10X_DEMO_FALLBACK=off to boot into pure POC mode (savings estimates on your own files, no account). The mode is fixed at startup; restart the server to re-detect.
All optional. The common path is just LOG10X_API_KEY (or no key at all).
| Variable | Purpose |
|---|---|
LOG10X_API_KEY | Your Log10x API key. Omit to boot read-only on the public demo dataset. |
LOG10X_API_BASE | API base URL override (default https://prometheus.log10x.com). |
LOG10X_ENV_ID | Pin a specific environment id instead of autodiscovering from your account. |
LOG10X_DEMO_FALLBACK | Set to off to boot into POC mode instead of attaching to the public demo dataset when no key is set. |
LOG10X_MCP_READ_ONLY | Set to true or 1 to force read-only mode (all mutating tools refuse). |
LOG10X_CUSTOMER_METRICS_URL / _TYPE / _AUTH | Point at your own metrics backend (Prometheus, Grafana Cloud, Mimir, Thanos, AMP) for BYO-metrics setups. |
DD_API_KEY / DD_APP_KEY / DD_SITE | Datadog credentials for backfilling per-pattern metrics into Datadog. |
PROMETHEUS_REMOTE_WRITE_URL / PROMETHEUS_URL | Prometheus endpoints for backfilling and reading per-pattern series. |
__SAVE_LOG10X_RETRIEVER_URL__ / __SAVE_LOG10X_RETRIEVER_BUCKET__ | Retriever query endpoint and the bucket it indexes, for fetch-back. Both are needed; log10x_retriever_register sets the same pair. A Lambda function URL is signed with your AWS credentials. |
__SAVE_LOG10X_RETRIEVER_TARGET__ | Default target app prefix for fetch-back queries, e.g. app. |
LOG10X_RETRIEVER_LOG_GROUP | CloudWatch log group the Retriever writes query events to, the value of its TENX_QUERY_LOG_GROUP. With it, a zero-result query says which stage matched nothing. |
LOG10X_RETRIEVER_TIMEOUT_MS / LOG10X_RETRIEVER_POLL_MS | Fetch-back query timeout (default 90000) and poll interval (default 1500). |
LOG10X_RETRIEVER_AUTH_HEADER / LOG10X_RETRIEVER_AUTH_VALUE | Override the fetch-back auth header (defaults derive from the active environment). |
LOG10X_OFFLOAD_BUCKET / LOG10X_STREAMER_BUCKET | S3 bucket names the offload tools manage. |
TENX_LICENSE_KEY | Engine license key. Passed through to the engine on both the compile path and the local-engine run path (log10x_resolve_batch, log10x_extract_templates), in docker mode as well as local mode. In docker mode, a key the engine rejects is withheld on an automatic retry so the run falls back to the image's built-in limited license rather than failing; the downgrade is logged on the server's stderr. |
OTEL_EXPORTER_OTLP_ENDPOINT | Sends the server's own tool-call traces to an OTLP endpoint. The OpenTelemetry SDK is an optional peer and is not installed with the package: install @opentelemetry/sdk-node, @opentelemetry/exporter-trace-otlp-http and @opentelemetry/resources beside it, or tracing stays off and the server says so on stderr. |
TENX_LICENSE_FILE | Path to an engine license file, the alternative to TENX_LICENSE_KEY. Read by the engine itself, so it must name a path the engine process can see (inside the container when the engine runs in docker). |
LOG10X_TENX_MODE | local or docker for the local-engine and compile tools. Unset auto-detects: a tenx on PATH wins, docker is the fallback. Set docker to run the engine image instead of a local install, which is also the escape when a local tenx has no license. |
LOG10X_TENX_PATH | Path to the local tenx binary (used when the resolved mode is local). Defaults to tenx on PATH. |
LOG10X_RUNTIME_IMAGE | Engine image for the run path in docker mode (default log10x/pipeline-10x:latest). Accepts the alias native, which selects the GraalVM-native log10x/edge-10x. |
LOG10X_TENX_IMAGE | Engine image shared by the run path and, as a fallback, log10x_compile. A runtime-flavor image here is refused on the compile path. |
LOG10X_COMPILER_IMAGE | Compiler image for log10x_compile / log10x_compile_link (default log10x/compiler-10x:1.1.136 pinned by digest, so every run goes through the same compiler; set it to :latest to track releases; falls back to LOG10X_TENX_IMAGE when unset). Only the compiler flavor can build a symbol library. |
LOG10X_GH_REPO / LOG10X_GITOPS_REPO_PATH | GitHub repo and local path for GitOps-aware config tools. |
10x keeps logs queryable without paying to index everything. The Receiver ships budget-overflow noise to your own S3, and the Retriever fetches those exact events back on demand when you need them. log10x_offload_add and log10x_retriever_register wire up the offload-and-fetch path; log10x_backfill_metric pushes per-pattern volume and cost series into your existing Datadog or Prometheus so the cost views light up alongside the rest of your dashboards.
The server runs locally as a subprocess of your AI client. Only pre-aggregated metric queries (per-pattern volume and cost) leave the machine, never raw log content. Local triage with log10x_resolve_batch runs entirely on your machine over stdin and stdout. Connections to your own log platform use read-only credentials. Set LOG10X_MCP_READ_ONLY=true to refuse every mutating tool regardless of mode.
For an evaluation that has to be checkable rather than promised: MCP server and log engine in one container started with --network none, over a log sample you exported yourself with your own credentials.
docker run -i --rm --pull=never --network none --hostname localhost \
--cap-drop ALL --security-opt no-new-privileges \ -v "$PWD/poc/logs:/data:ro" -v "$PWD/poc/out:/out" \ -e TENX_LICENSE_KEY -e TENX_AIRGAPPED=true log10x/poc:local
There is no npx variant of this line, and that is not an oversight. npx resolves and executes a packag
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