ChangeSignal
Click on "Deploy Server".
Wait a few minutes for the server to deploy. Once ready, it will show a "Started" state.
In the chat, type
@followed by the MCP server name and your instructions, e.g., "@ChangeSignalshow me recent changes for relaydesk"
That's it! The server will respond to your query, and you can continue using it as needed.
Here is a step-by-step guide with screenshots.
ChangeSignal
ChangeSignal is a source-backed product-intelligence shell for tracking how technology companies change their public documentation over time.
It is designed to answer:
What did a company ship or change?
Which product areas are receiving the most investment?
How quickly is each company moving?
Which meaningful changes never appeared in the public changelog?
What evidence can GTM, customer-success, support, and competitive-intelligence teams use in messaging?
This repository does not contain a crawler. It provides the web product, normalized ingestion contract, durable data boundaries, CLI, HTTP/OpenAPI, and MCP surfaces required to integrate an existing crawler later.
Current status
The repository is a usable, fake-safe product shell with:
overview, change feed, evidence detail, companies, product areas, subscriptions, analytics, documentation sources, and messaging views;
five synthetic companies and fifteen synthetic documentation changes;
seventeen shared operations projected across web, HTTP, CLI, and MCP;
a real MCP stdio transport;
a versioned
crawler-change-batch.v1validation boundary; andexplicit preview or
not-configuredresponses for actions that would require persistence, delivery, crawling, or a model provider.
Fixture data is synthetic and does not represent live crawler output.
Related MCP server: Celmis MCP Server
Run the web app
Requirements: Node.js 22 and pnpm 10.12.1.
pnpm install --frozen-lockfile
pnpm --dir apps/web dev --port 8421 --strictPortOpen http://127.0.0.1:8421.
Primary routes include:
/— product-intelligence overview/changes— searchable change feed/companies— monitored-company catalog/subscriptions— watchlists and digest preferences/analytics— velocity, investment areas, and changelog gaps/sources— documentation-source readiness/agents— evidence-grounded messaging analyst/api— API, CLI, and MCP catalog
CLI
pnpm changesignal overview
pnpm changesignal companies list
pnpm changesignal changes list --company relaydesk
pnpm changesignal changes get relaydesk-routing-controls
pnpm changesignal sources list --company relaydesk
pnpm changesignal messaging brief relaydesk-routing-controls
pnpm changesignal ingestion validate \
--file docs/examples/change-signal/crawler-change-batch.v1.json
pnpm changesignal mcp toolsAdd --json to supported commands for the shared machine-readable operation
envelope.
MCP
Launch the stdio server with:
pnpm changesignal mcp serveThe server supports MCP initialization, tool discovery, reviewed read tools, source-mapping previews, messaging briefs, and bounded crawler-batch validation. Persistence mutations remain disabled until authentication, audit, idempotency, and storage are connected.
Integrating crawler output
The crawler owner supplies one redacted representative payload plus transport,
authentication, stable-ID, retry, replay, and snapshot-reference details. A
provider adapter then maps the native payload into crawler-change-batch.v1;
crawler-specific logic stays outside the web, CLI, MCP, capability, and workflow
layers.
See:
Verification
Focused product verification:
pnpm --dir packages/change-signal test
pnpm --dir packages/change-signal typecheck
pnpm --dir apps/cli test
pnpm --dir apps/cli typecheck
pnpm --dir apps/web test
pnpm --dir apps/web typecheck
pnpm --dir apps/web buildThe generated foundation retains several upstream factory verification defects.
They are documented without weakening the affected tests in
docs/factory-evaluation.md.
Architecture
web routes -> screens -> features -> blocks -> Saas UI/shared primitives
API/CLI/MCP -> shared operation registry -> capabilities/workflows
crawler provider adapter -> normalized batch -> validation -> durable owners
storage/notifications/observability -> provider adaptersThe application was generated from the Maestro SaaS UI factory and then built as a product-specific shell. The factory evaluation is retained because this repository also serves as a real-world test of that application factory.
This server cannot be deployed
Maintenance
Related MCP Connectors
Financial data and research MCP for US/CN/JP equities: filings, statements, ownership, signals.
Deduplicated, entity-resolved funding rounds, acquisitions, and exec moves as MCP tools.
Paid bilingual MCP tools for evidence-linked SEC filing risk and finance-author track records.
The Google for AI agents — company intel, competitor tracking, market research via MCP. JSON output
Related MCP Servers
- AlicenseNot gradedqualityAmaintenanceQuery SEC EDGAR filings, XBRL financials, and company data through MCP.685 npm10Apache 2.0

Celmis MCP Serverofficial
AlicenseNot gradedqualityAmaintenanceEnables querying indexed code across multiple repositories with file-level citations, reviewing pull requests, auditing dependencies, and exporting SBOMs and evidence packs through MCP tools.AGPL 3.0- AlicenseAqualityBmaintenanceEnables MCP clients to retrieve, search, and read raw, date-filtered dispatches from 19 tech, AI, and Chinese/Russian sources through read-only tools.4MIT
- AlicenseBqualityAmaintenanceEnables provenance-first scholarly retrieval, paper ingestion, and reproducible research workflows by searching academic and developer sources, extracting source-located facts and claims, and preserving evidence and provider uncertainty for MCP clients.371Apache 2.0