freshcontext
Server Details
Freshness-aware AI retrieval with 21 MCP tools for timestamped, decay-ranked live signals.
- Status
- Healthy
- Last Tested
- Transport
- Streamable HTTP
- URL
- Repository
- PrinceGabriel-lgtm/freshcontext-mcp
- GitHub Stars
- 11
- Server Listing
- freshcontext-mcp
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Usage analytics
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Tool Definition Quality
Average 3.9/5 across 11 of 11 tools scored.
Each tool targets a distinct data source (finance, GitHub, Hacker News, etc.), with clear separation and no overlap. An agent can easily distinguish which tool to use for a given source.
Tools use a consistent verb_noun pattern with 'extract_' for data extraction and 'search_' for search functions. The outlier 'package_trends' is still descriptive and fits the theme, so the pattern is mostly predictable.
11 tools is well-scoped for a data aggregation server. Each tool serves a clear purpose and the count is neither too sparse nor overwhelming.
The server covers a broad range of sources (finance, code, news, social, academia, jobs, packages). Minor gaps like missing Twitter or general news are acceptable given the breadth already provided.
Available Tools
22 toolsevaluate_contextRead-onlyInspect
Evaluate caller-provided candidate context and return decision-ready output. This is the primary FreshContext judgment path: it does not fetch, crawl, scrape, browse, read folders, or call adapters.
| Name | Required | Description | Default |
|---|---|---|---|
| now | No | Optional ISO timestamp for deterministic evaluation. | |
| intent | Yes | Intent Profile id, e.g. citation_check, student_research, developer_adoption, job_search, market_watch, business_due_diligence, medical_literature_triage. | |
| profile | Yes | Source Profile id, e.g. academic_research, jobs_opportunities, market_finance, official_docs, local_custom. | |
| signals | Yes | Candidate context items provided by the caller. FreshContext evaluates these; it does not retrieve them. |
extract_arxivRead-onlyInspect
Search arXiv for research papers via the official API. Pass a topic or full arXiv API URL. Returns titles, authors, dates, abstracts.
| Name | Required | Description | Default |
|---|---|---|---|
| url | Yes | Search query e.g. 'temporal retrieval', or a full arXiv API URL |
extract_changelogRead-onlyInspect
Update history for any product. Accepts a GitHub repo URL or an npm package name. Returns version numbers, release dates, and entries.
| Name | Required | Description | Default |
|---|---|---|---|
| url | Yes | GitHub repo URL or npm package name e.g. 'react' |
extract_company_landscapeRead-onlyInspect
Most complete single-call company intelligence: SEC 8-K filings + USASpending federal contracts + GDELT global news + product changelog + Stooq quote data. 5 unique sources.
| Name | Required | Description | Default |
|---|---|---|---|
| ticker | No | Stock ticker for finance data | |
| company | Yes | Company name e.g. 'Palantir', 'Anthropic' | |
| github_url | No | Optional GitHub repo or org URL for changelog accuracy |
extract_financeRead-onlyInspect
No-key stock quote data via Stooq. Accepts comma-separated ticker symbols and returns quote/OHLC/volume observations with timestamps.
| Name | Required | Description | Default |
|---|---|---|---|
| url | Yes | Ticker symbol(s) e.g. 'AAPL' or 'MSFT,GOOG' |
extract_finance_landscapeRead-onlyInspect
Composite financial intelligence: Stooq quote data + HN sentiment + Reddit discussion + GitHub ecosystem + product changelog. 5-source unified report.
| Name | Required | Description | Default |
|---|---|---|---|
| tickers | Yes | One or more ticker symbols e.g. 'PLTR' or 'PLTR,MSFT' | |
| company_name | No | Company name for HN/Reddit/GitHub searches | |
| github_query | No | GitHub search query or repo URL |
extract_gdeltRead-onlyInspect
Global news intelligence from GDELT. Monitors news from every country in 100+ languages, updated every 15 minutes. Returns articles with source country, language, date.
| Name | Required | Description | Default |
|---|---|---|---|
| url | Yes | Query: company name, topic, or keyword |
extract_gebizRead-onlyInspect
Singapore Government procurement opportunities (GeBIZ via data.gov.sg). Search by keyword, agency name, or empty for all recent tenders.
| Name | Required | Description | Default |
|---|---|---|---|
| url | Yes | Keyword, agency, or empty for latest tenders |
extract_githubRead-onlyInspect
Extract real-time data from a GitHub repository — README, stars, forks, last commit, topics. Returns timestamped freshcontext.
| Name | Required | Description | Default |
|---|---|---|---|
| url | Yes | Full GitHub repo URL e.g. https://github.com/owner/repo |
extract_govcontractsRead-onlyInspect
US federal contract awards from USASpending.gov. Search by company name (e.g. 'Palantir'), keyword, or NAICS code. Returns amounts, dates, agencies.
| Name | Required | Description | Default |
|---|---|---|---|
| url | Yes | Company name, keyword, or NAICS code |
extract_gov_landscapeRead-onlyInspect
Composite government intelligence: federal contract awards (USASpending) + dev community awareness (HN) + GitHub repo activity + product release velocity (changelog). 4-source unified report.
| Name | Required | Description | Default |
|---|---|---|---|
| query | Yes | Company name, keyword, or NAICS code | |
| github_url | No | Optional GitHub repo URL for the company |
extract_hackernewsRead-onlyInspect
Extract top stories or search results from Hacker News. The url field accepts an HN/Algolia URL or a plain search query.
| Name | Required | Description | Default |
|---|---|---|---|
| url | Yes | HN URL e.g. https://news.ycombinator.com/news, Algolia API URL, or search query e.g. 'browser agents' |
extract_idea_landscapeRead-onlyInspect
Idea validation composite: HN pain signals + YC funded competitors + GitHub crowding + jobs market signal + npm/PyPI ecosystem + Product Hunt launches. 6 sources.
| Name | Required | Description | Default |
|---|---|---|---|
| idea | Yes | Your idea, problem space, or keyword |
extract_landscapeRead-onlyInspect
Composite tool. Queries GitHub + HN + npm simultaneously. Returns a unified landscape report with each source's own freshness.
| Name | Required | Description | Default |
|---|---|---|---|
| topic | Yes | Project idea or keyword e.g. 'mcp server' |
extract_producthuntRead-onlyInspect
Extract recent Product Hunt launches by keyword/topic search or a PH URL. Returns name, tagline, votes, comment count, topics, and launch date per result.
| Name | Required | Description | Default |
|---|---|---|---|
| url | Yes | Search query or PH topic URL |
extract_redditRead-onlyInspect
Extract recent posts from a subreddit (e.g. 'r/MachineLearning') or a Reddit search/listing URL. Returns title, subreddit, author, score, comment count, and post date per result.
| Name | Required | Description | Default |
|---|---|---|---|
| url | Yes | Subreddit name e.g. 'r/MachineLearning' or search URL |
extract_scholarRead-onlyInspect
Extract research results (title, authors, year, snippet) from a Google Scholar search URL. Scholar exposes only the publication year, not an exact date, so freshness confidence is capped at medium.
| Name | Required | Description | Default |
|---|---|---|---|
| url | Yes | Google Scholar search URL |
extract_sec_filingsRead-onlyInspect
SEC 8-K filings via EDGAR full-text search. 8-K = legally mandated material event disclosures (CEO changes, M&A, breaches). Pass company name, ticker, or keyword.
| Name | Required | Description | Default |
|---|---|---|---|
| url | Yes | Company name, ticker, or keyword |
extract_ycRead-onlyInspect
Scrape YC company listings from a ycombinator.com/companies search URL. Returns name, batch, status, tags, and description per company. Freshness is unknown — YC listings carry no reliable per-company update date.
| Name | Required | Description | Default |
|---|---|---|---|
| url | Yes | YC URL e.g. https://www.ycombinator.com/companies?query=mcp |
package_trendsRead-onlyInspect
npm and PyPI package metadata — version history, release cadence, last updated.
| Name | Required | Description | Default |
|---|---|---|---|
| packages | Yes | Package name(s) e.g. 'langchain' or 'npm:zod,pypi:fastapi' |
search_jobsRead-onlyInspect
Search for real-time job listings with freshness badges on every result. Sources: Remotive + HN Who is Hiring.
| Name | Required | Description | Default |
|---|---|---|---|
| query | Yes | Job search query e.g. 'typescript remote' | |
| max_length | No |
search_reposRead-onlyInspect
Search GitHub for repositories matching a keyword. Returns top results by stars.
| Name | Required | Description | Default |
|---|---|---|---|
| query | Yes | Search query e.g. 'mcp server typescript' |
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