# AskCyborg

> Analyst-debate research on every public and private company. 8 tools: search, score, compare, more.

- name: io.github.Ask-Cyborg/askcyborg-mcp
- version: 0.2.0
- connection class: R0 (autonomous)
- trust: 90/100
- quality: 79/100 (good)
- owner: not claimed
- descriptor: https://api.protogrid.dev/v1/servers/io.github.Ask-Cyborg%2Faskcyborg-mcp
- tools: https://api.protogrid.dev/v1/servers/io.github.Ask-Cyborg%2Faskcyborg-mcp/tools

**An agent can connect right now, no human step.** Remote endpoint, no authentication, reachable on the last probe.

## Connection (mcpServers)

```json
{
  "mcpServers": {
    "askcyborg-mcp": {
      "type": "http",
      "url": "https://mcp.askcyborg.com/mcp"
    }
  }
}
```


## Trust

- hygiene: 100
- liveness: 99
- freshness: 65
- provenance: 90
- drivers: +repository +namespace-matches-repo +website +reachable +uptime-98% ~updated-157d-ago
- Derived from observable signals (official registry feed and our own credential-free probes); no code audit performed.

## Quality 79/100 (good)

### protocol: 75 (weight 25)

- warn `protocol.modern`: newest supported version is 2025-03-26; 2026-07-28 not supported, older versions are deprecated until 2027-07-28
- n/a `protocol.stateless`: only applies to 2026-07-28 servers
- pass `protocol.transport`: streamable HTTP
- n/a `protocol.list_ttl`: only applies to 2026-07-28 servers

### authorization: n/a (weight 15)

- n/a `auth.prm`, `auth.as_metadata`, `auth.cimd`: no remote uses OAuth
- n/a `auth.secret_in_url`: no templated URL

### tool hygiene: 71 (weight 30)

- pass `tools.descriptions`: every tool has a description
- pass `tools.description_length`: descriptions are concise
- pass `tools.schemas`: every tool has an object input schema
- fail `tools.annotations`: no tool declares readOnlyHint or destructiveHint, so clients cannot tell safe calls from risky ones
- fail `tools.directory_hints`: no tool declares all four of readOnlyHint, destructiveHint, idempotentHint and openWorldHint; missing: get_recent_developments (readOnlyHint, destructiveHint, idempotentHint, openWorldHint); compare_companies (readOnlyHint, destructiveHint, idempotentHint, openWorldHint); search_by_industry (readOnlyHint, destructiveHint, idempotentHint, openWorldHint); …
- pass `tools.token_cost`: about 1,033 tokens to load every tool
- pass `tools.api_dump`: tools are not a one-to-one API dump

### stability: 100 (weight 15)

- pass `stability.changes`: no tool changes in 30 days
- pass `stability.rug_pull`: no tool changed its meaning under the same name

### dependencies: n/a (weight 15)

- n/a `deps.known_vulns`, `deps.mcp_sdk_version`, `deps.resolvable`: no npm or PyPI package

- tools: 8, about 1,033 tokens to load them all
- tool set hash: d3c059f5379c9085bec9c4c46fee26bc
- badge: [![protogrid quality](https://protogrid.dev/badge/io.github.Ask-Cyborg/askcyborg-mcp.svg)](https://protogrid.dev/servers/io.github.Ask-Cyborg/askcyborg-mcp)
- Checks run on what our credential-free, read-only probes observe; tools are never called and no code audit is performed.

### Tool changes

_No tool definition changes recorded._

## Remotes

- https://mcp.askcyborg.com/mcp (streamable-http, auth none, reachable true, uptime30d 0.9830508)

## Packages

_none_

## Tools (8)

- `compare_companies`: Compare 2-5 companies side by side on Cyborg Score, industry, key insights, and competitive positioning. Useful for portfolio decisions, M&A short-listing, or competitive analysis.
- `find_competitors`: Find the named competitors of a company that AskCyborg's analyst panel identified as material to the target's strategic position. Returns each competitor with the one-line strategic tagline AskCyborg uses to characterize them. Useful for competitive landscape analysis, M&A short-listing, or pricing reference checks.
- `get_company_report`: Retrieve AskCyborg's structured research report for a single company. Includes executive summary, Cyborg Score with rationale, strategic profile, top insights, competitive positioning, and recent developments. Returns a paywall-aware summary; the full 30-page report and analyst-debate audio are available at the returned URL.
- `get_cyborg_score`: Retrieve just the Cyborg Score (1-10) for a company. The Cyborg Score is AskCyborg's proprietary rating, synthesized from hundreds of data points across business model, financials, leadership, competitive position, technology, marketing, and ESG. Use this when the user wants a quick rating without the full report context.
- `get_recent_developments`: Retrieve the most recent material developments (news, deals, leadership changes, product launches, financial events) that AskCyborg's analyst panel flagged as decision-relevant for this company. Each entry is dated and concise. Use this for news catch-up before a meeting, for monitoring portfolio companies, or to spot recent strategic shifts.
- `get_top_insights`: Retrieve just the top analyst-debate insights for a company — the punchiest, decision-relevant claims that AskCyborg's analyst panel surfaced after stress-testing the company. Faster and more focused than get_company_report when you just need 'what should I know about this company in 60 seconds'.
- `search_by_industry`: Find companies in AskCyborg's corpus that operate in a specific industry. Returns up to N companies with their Cyborg Score and one-line strategic profile, ranked by Cyborg Score. Use this for sector mapping, comparable analysis, or to discover companies you didn't know existed in a space.
- `search_companies`: Search AskCyborg's corpus of company research by name or industry keyword. Returns up to N matches with company name, Cyborg Score, one-line strategic profile, and the URL to the full preview report. Use this first when the user mentions a company you want to research, or to discover companies in a category.