Institution Intelligence MCP — AI Agent Academic Intelligence
Pricing
from $30.00 / 1,000 search institutions
Institution Intelligence MCP — AI Agent Academic Intelligence
AI agent access to research institution data — ROR lookup, h-index, research output metrics, institutional comparisons, and sector analysis via OpenAlex.
Pricing
from $30.00 / 1,000 search institutions
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OpenAlex Institution Data — MCP Server for AI Agents
Access 120,000+ research institution profiles with h-index, citation metrics, research areas, and comparative analysis via OpenAlex — no API keys required.
1. Purpose Statement
Institution Intelligence MCP is an MCP (Model Context Protocol) server that gives AI agents direct access to 120,000+ research institutions across OpenAlex — universities, government research agencies, hospitals, and corporate R&D labs. AI agents performing VC due diligence, academic benchmarking, talent sourcing, or institutional research query institution profiles, h-index metrics, research areas, and comparative analysis without requiring API keys.
Built for: AI agents doing VC due diligence on university technology transfer, academic librarians benchmarking institutions, recruiters sourcing talent from top research universities, corporate development scouting research partnerships, and institutional researchers building comparative reports.
This MCP server connects to OpenAlex, the most comprehensive open database of scholarly metadata, covering 26 million works and 120,000+ institutions worldwide. Every call returns structured institutional intelligence — h-index rankings, research output by field, citation counts, and sector comparisons — in seconds rather than hours of manual research.
Features
- 120,000+ research institutions — universities, government labs, hospitals, corporate R&D
- H-index metrics — publication impact scores per institution from OpenAlex
- ROR lookup — standardized Research Organization Registry identifiers
- I10-index and citation counts — publication counts, citations, mean citedness
- Institutional comparisons — side-by-side analysis of 2-5 institutions
- Research area mapping — top fields per institution with field scores
- Sector analysis — aggregated metrics by country or institutional type
- No API keys required — OpenAlex is fully open access
- Structured JSON output — ready for AI agent consumption
Quick Start
Add to your MCP client:
{"mcpServers": {"institution-intelligence-mcp": {"url": "https://red-cars--institution-intelligence-mcp.apify.actor/mcp"}}}
AI agents can now search 120,000+ research institutions, retrieve h-index and citation metrics, compare institutional research output, map research areas by institution, and analyze research output by country or sector.
Comparison
See how Institution Intelligence MCP compares to manual research and commercial platforms: ./COMPARISON.md
Input
| Parameter | Type | Description |
|---|---|---|
| query | string | Institution name to search (e.g., "Stanford University") |
| country | string | Filter by country code (e.g., "US", "GB", "DE") |
| maxResults | number | Maximum results to return (default: 10) |
| sortBy | string | Sort field: "h_index", "works_count", "cited_by_count" |
| institutionId | string | ROR ID (e.g., "https://ror.org/00f54p054") |
| institutions | array | List of institution names for comparison |
| metrics | array | Metrics to compare: works_count, cited_by_count, h_index |
| maxAreas | number | Maximum research areas to return |
Tools
search_institutions
Search research institutions by name, country, or type. Returns institutions ranked by research output with h-index, works count, and citation metrics.
search_institutions(query="Stanford University", country="US", maxResults=10, sortBy="h_index")
get_institution_details
Get detailed metrics for a specific institution by ROR ID or exact name match. Returns full research profile with h-index, i10-index, citation metrics, and research areas.
get_institution_details(institutionId="https://ror.org/00f54p054")
compare_institutions
Compare 2-5 institutions side-by-side: works count, citations, h-index, i10-index, top research areas, and publication output with relative rankings.
compare_institutions(institutions=["Harvard University", "Stanford University", "MIT"], metrics=["works_count", "cited_by_count", "h_index"])
get_institution_research_areas
Get top research areas/concepts for an institution, with publication counts and field scores per area.
get_institution_research_areas(institutionId="https://ror.org/00f54p054", maxAreas=15)
analyze_research_output
Analyze research output by country, sector, or research area. Returns aggregated metrics for the given filter.
analyze_research_output(country="US", sector="education", maxResults=25)
Output
All tools return structured JSON with the following top-level fields:
| Field | Type | Description |
|---|---|---|
| success | boolean | Whether the request succeeded |
| data | object | The requested institutional data |
| meta | object | Query metadata, pagination info |
Pricing
| Tool | Price |
|---|---|
| search_institutions | $0.03 |
| get_institution_details | $0.02 |
| compare_institutions | $0.05 |
| get_institution_research_areas | $0.03 |
| analyze_research_output | $0.05 |
All prices in USD per tool call. No API keys required — OpenAlex is fully open.
Troubleshooting
No results for institution search
- Check spelling or try a shorter query (e.g., "Stanford" instead of "Stanford University")
- Use the country filter to narrow results to a specific region
- Try removing special characters or punctuation from the query
Missing h-index for an institution
- Not all institutions have h-index data in OpenAlex — smaller institutions may lack citation metrics
- Use
analyze_research_outputfor sector-level data when institution-level is unavailable
compare_institutions returns fewer results than expected
- Ensure institution names are exact matches from OpenAlex's database
- Some institutions may be merged or renamed — use ROR IDs where possible for more reliable results
Slow response times
- OpenAlex rate limiting may apply for very large queries
- Reduce
maxResultsormaxAreasparameters to speed up responses - For production use, consider caching frequently-accessed institution data
"Institution not found" errors
- Verify the ROR ID format is correct (e.g., "https://ror.org/00f54p054")
- Some institutions are categorized as "company" rather than "education" — adjust sector filter
Setup
1. Clone or download this actor2. Run: npm install3. Start: npm start4. Add to your MCP client using the URL above
No API keys required. OpenAlex's public API is freely accessible.
Comparison
See how Institution Intelligence MCP compares to manual research and commercial platforms: ./COMPARISON.md

