FreshContext

Context integrity for AI agents: evaluate freshness, confidence, provenance, and decision readiness.

Sollte ich dies verwenden

Qualität der Beschreibung

95%

Vollständigkeit des Schemas

100%

Qualität der Benennung

83%

Risiko der Vergiftung

80%

Übereinstimmung der Berechtigungen

100%

Einhaltung des Protokolls

100%

Befunde (5)

HIGHTool poisoning patterns detected
LOWTool 'extract_finance' description lacks action verbin extract_finance
LOWTool 'extract_landscape' description lacks action verbin extract_landscape
LOWTool 'extract_idea_landscape' description lacks action verbin extract_idea_landscape
INFOTool description contains placeholder or incomplete textin extract_hackernews

Basierend auf einer automatisierten Analyse der Tool-Definitionen und der Einhaltung des Protokolls.

Kontextkosten

~2,991Tokens (Tool-Definitionen)

~942 BTypische Antwortgröße

Erhebliche Auswirkung auf die Aufmerksamkeit (2.34% von 128k Kontext)

Dies ist die ungefähre Anzahl der Tokens, die jedes Mal verbraucht werden, wenn die Tools des Servers in den Kontext eines Modells geladen werden. Höhere Werte verringern die Aufmerksamkeit, die für andere Aufgaben verfügbar ist.

Installieren

Installation mit einem Klick

Fügen Sie dies Ihrer Datei `claude_desktop_config.json` hinzu:

{
  "mcpServers": {
    "freshcontext": {
      "command": "npx",
      "args": [
        "freshcontext-mcp"
      ]
    }
  }
}

Ausführbare Pakete

npmfreshcontext-mcp0.5.3stdio

Remote-Endpunkte

https://freshcontext-mcp.gimmanuel73.workers.dev/mcpstreamable-http

https://api.freshcontext.dev/mcpstreamable-http

Was es kann

Tool-Inventar

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.

Eingabe-Schema

{
  "type": "object",
  "properties": {
    "profile": {
      "type": "string",
      "minLength": 1,
      "description": "Source Profile id, e.g. academic_research, jobs_opportunities, market_finance, official_docs, local_custom."
    },
    "intent": {
      "type": "string",
      "minLength": 1,
      "description": "Intent Profile id, e.g. citation_check, student_research, developer_adoption, job_search, market_watch, business_due_diligence, medical_literature_triage."
    },
    "signals": {
      "type": "array",
      "items": {
        "type": "object",
        "properties": {
          "id": {
            "type": "string"
          },
          "source": {
            "type": "string",
            "minLength": 1,
            "description": "Source URL, URI, document id, or stable source label."
          },
          "source_type": {
            "type": "string",
            "description": "Source type such as arxiv, jobs, official_docs, custom, or user_provided."
          },
          "title": {
            "type": "string"
          },
          "content": {
            "type": "string"
          },
          "published_at": {
            "type": [
              "string",
              "null"
            ]
          },
          "content_date": {
            "type": [
              "string",
              "null"
            ]
          },
          "retrieved_at": {
            "type": [
              "string",
              "null"
            ]
          },
          "semantic_score": {
            "type": "number",
            "description": "Optional relevance score from 0..1. Core clamps out-of-range values."
          },
          "date_confidence": {
            "type": "string",
            "enum": [
              "high",
              "medium",
              "low",
              "unknown"
            ]
          },
          "freshness_confidence": {
            "type": "string",
            "enum": [
              "high",
              "medium",
              "low"
            ]
          },
          "status": {
            "type": "string",
            "enum": [
              "success",
              "partial",
              "stale",
              "failed",
              "unknown"
            ]
          },
          "metadata": {
            "type": "object",
            "additionalProperties": {}
          }
        },
        "required": [
          "source"
        ],
        "additionalProperties": true
      },
      "minItems": 1,
      "maxItems": 100,
      "description": "Candidate context items provided by the caller. FreshContext evaluates these; it does not retrieve them."
    },
    "now": {
      "type": "string",
      "description": "Optional ISO timestamp for deterministic evaluation."
    }
  },
  "required": [
    "profile",
    "intent",
    "signals"
  ],
  "additionalProperties": false,
  "$schema": "http://json-schema.org/draft-07/schema#"
}

Extract real-time data from a GitHub repository — README, stars, forks, last commit, topics. Returns timestamped freshcontext.

Eingabe-Schema

{
  "type": "object",
  "properties": {
    "url": {
      "type": "string",
      "format": "uri",
      "description": "Full GitHub repo URL e.g. https://github.com/owner/repo"
    }
  },
  "required": [
    "url"
  ],
  "additionalProperties": false,
  "$schema": "http://json-schema.org/draft-07/schema#"
}

Extract top stories or search results from Hacker News. The url field accepts an HN/Algolia URL or a plain search query.

Eingabe-Schema

{
  "type": "object",
  "properties": {
    "url": {
      "type": "string",
      "minLength": 1,
      "description": "HN URL e.g. https://news.ycombinator.com/news, Algolia API URL, or search query e.g. 'browser agents'"
    }
  },
  "required": [
    "url"
  ],
  "additionalProperties": false,
  "$schema": "http://json-schema.org/draft-07/schema#"
}

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.

Eingabe-Schema

{
  "type": "object",
  "properties": {
    "url": {
      "type": "string",
      "format": "uri",
      "description": "Google Scholar search URL"
    }
  },
  "required": [
    "url"
  ],
  "additionalProperties": false,
  "$schema": "http://json-schema.org/draft-07/schema#"
}

Withdrawn in 0.5.3 pending review of source terms. Returns an error; kept so existing clients get a clear answer.

Eingabe-Schema

{
  "type": "object",
  "properties": {
    "url": {
      "type": "string",
      "format": "uri",
      "description": "Previously a ycombinator.com/companies URL"
    }
  },
  "required": [
    "url"
  ],
  "additionalProperties": false,
  "$schema": "http://json-schema.org/draft-07/schema#"
}

Search GitHub for repositories matching a keyword. Returns top results by stars.

Eingabe-Schema

{
  "type": "object",
  "properties": {
    "query": {
      "type": "string",
      "description": "Search query e.g. 'mcp server typescript'"
    }
  },
  "required": [
    "query"
  ],
  "additionalProperties": false,
  "$schema": "http://json-schema.org/draft-07/schema#"
}

npm and PyPI package metadata — version history, release cadence, last updated.

Eingabe-Schema

{
  "type": "object",
  "properties": {
    "packages": {
      "type": "string",
      "description": "Package name(s) e.g. 'langchain' or 'npm:zod,pypi:fastapi'"
    }
  },
  "required": [
    "packages"
  ],
  "additionalProperties": false,
  "$schema": "http://json-schema.org/draft-07/schema#"
}

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.

Eingabe-Schema

{
  "type": "object",
  "properties": {
    "url": {
      "type": "string",
      "description": "Subreddit name e.g. 'r/MachineLearning' or search URL"
    }
  },
  "required": [
    "url"
  ],
  "additionalProperties": false,
  "$schema": "http://json-schema.org/draft-07/schema#"
}

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.

Eingabe-Schema

{
  "type": "object",
  "properties": {
    "url": {
      "type": "string",
      "description": "Search query or PH topic URL"
    }
  },
  "required": [
    "url"
  ],
  "additionalProperties": false,
  "$schema": "http://json-schema.org/draft-07/schema#"
}

No-key stock quote data via Stooq. Accepts comma-separated ticker symbols and returns quote/OHLC/volume observations with timestamps.

Eingabe-Schema

{
  "type": "object",
  "properties": {
    "url": {
      "type": "string",
      "description": "Ticker symbol(s) e.g. 'AAPL' or 'MSFT,GOOG'"
    }
  },
  "required": [
    "url"
  ],
  "additionalProperties": false,
  "$schema": "http://json-schema.org/draft-07/schema#"
}

Search for real-time job listings with freshness badges on every result. Sources: Remotive + HN Who is Hiring.

Eingabe-Schema

{
  "type": "object",
  "properties": {
    "query": {
      "type": "string",
      "description": "Job search query e.g. 'typescript remote'"
    },
    "max_length": {
      "type": "number",
      "default": 6000
    }
  },
  "required": [
    "query"
  ],
  "additionalProperties": false,
  "$schema": "http://json-schema.org/draft-07/schema#"
}

Composite tool. Queries GitHub + HN + npm simultaneously. Returns a unified landscape report with each source's own freshness.

Eingabe-Schema

{
  "type": "object",
  "properties": {
    "topic": {
      "type": "string",
      "description": "Project idea or keyword e.g. 'mcp server'"
    }
  },
  "required": [
    "topic"
  ],
  "additionalProperties": false,
  "$schema": "http://json-schema.org/draft-07/schema#"
}

Search arXiv for research papers via the official API. Pass a topic or full arXiv API URL. Returns titles, authors, dates, abstracts.

Eingabe-Schema

{
  "type": "object",
  "properties": {
    "url": {
      "type": "string",
      "description": "Search query e.g. 'temporal retrieval', or a full arXiv API URL"
    }
  },
  "required": [
    "url"
  ],
  "additionalProperties": false,
  "$schema": "http://json-schema.org/draft-07/schema#"
}

Update history for any product. Accepts a GitHub repo URL or an npm package name. Returns version numbers, release dates, and entries.

Eingabe-Schema

{
  "type": "object",
  "properties": {
    "url": {
      "type": "string",
      "description": "GitHub repo URL or npm package name e.g. 'react'"
    }
  },
  "required": [
    "url"
  ],
  "additionalProperties": false,
  "$schema": "http://json-schema.org/draft-07/schema#"
}

Global news intelligence from GDELT. Monitors news from every country in 100+ languages, updated every 15 minutes. Returns articles with source country, language, date.

Eingabe-Schema

{
  "type": "object",
  "properties": {
    "url": {
      "type": "string",
      "description": "Query: company name, topic, or keyword"
    }
  },
  "required": [
    "url"
  ],
  "additionalProperties": false,
  "$schema": "http://json-schema.org/draft-07/schema#"
}

Singapore Government procurement opportunities (GeBIZ via data.gov.sg). Search by keyword, agency name, or empty for all recent tenders.

Eingabe-Schema

{
  "type": "object",
  "properties": {
    "url": {
      "type": "string",
      "description": "Keyword, agency, or empty for latest tenders"
    }
  },
  "required": [
    "url"
  ],
  "additionalProperties": false,
  "$schema": "http://json-schema.org/draft-07/schema#"
}

US federal contract awards from USASpending.gov. Search by company name (e.g. 'Palantir'), keyword, or NAICS code. Returns amounts, dates, agencies.

Eingabe-Schema

{
  "type": "object",
  "properties": {
    "url": {
      "type": "string",
      "description": "Company name, keyword, or NAICS code"
    }
  },
  "required": [
    "url"
  ],
  "additionalProperties": false,
  "$schema": "http://json-schema.org/draft-07/schema#"
}

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.

Eingabe-Schema

{
  "type": "object",
  "properties": {
    "url": {
      "type": "string",
      "description": "Company name, ticker, or keyword"
    }
  },
  "required": [
    "url"
  ],
  "additionalProperties": false,
  "$schema": "http://json-schema.org/draft-07/schema#"
}

Composite government intelligence: federal contract awards (USASpending) + dev community awareness (HN) + GitHub repo activity + product release velocity (changelog). 4-source unified report.

Eingabe-Schema

{
  "type": "object",
  "properties": {
    "query": {
      "type": "string",
      "description": "Company name, keyword, or NAICS code"
    },
    "github_url": {
      "type": "string",
      "description": "Optional GitHub repo URL for the company"
    }
  },
  "required": [
    "query"
  ],
  "additionalProperties": false,
  "$schema": "http://json-schema.org/draft-07/schema#"
}

Composite financial intelligence: Stooq quote data + HN sentiment + Reddit discussion + GitHub ecosystem + product changelog. 5-source unified report.

Eingabe-Schema

{
  "type": "object",
  "properties": {
    "tickers": {
      "type": "string",
      "description": "One or more ticker symbols e.g. 'PLTR' or 'PLTR,MSFT'"
    },
    "company_name": {
      "type": "string",
      "description": "Company name for HN/Reddit/GitHub searches"
    },
    "github_query": {
      "type": "string",
      "description": "GitHub search query or repo URL"
    }
  },
  "required": [
    "tickers"
  ],
  "additionalProperties": false,
  "$schema": "http://json-schema.org/draft-07/schema#"
}

Most complete single-call company intelligence: SEC 8-K filings + USASpending federal contracts + GDELT global news + product changelog + Stooq quote data. 5 unique sources.

Eingabe-Schema

{
  "type": "object",
  "properties": {
    "company": {
      "type": "string",
      "description": "Company name e.g. 'Palantir', 'Anthropic'"
    },
    "ticker": {
      "type": "string",
      "description": "Stock ticker for finance data"
    },
    "github_url": {
      "type": "string",
      "description": "Optional GitHub repo or org URL for changelog accuracy"
    }
  },
  "required": [
    "company"
  ],
  "additionalProperties": false,
  "$schema": "http://json-schema.org/draft-07/schema#"
}

Idea validation composite: HN pain signals + YC funded competitors + GitHub crowding + jobs market signal + npm/PyPI ecosystem + Product Hunt launches. 6 sources.

Eingabe-Schema

{
  "type": "object",
  "properties": {
    "idea": {
      "type": "string",
      "description": "Your idea, problem space, or keyword"
    }
  },
  "required": [
    "idea"
  ],
  "additionalProperties": false,
  "$schema": "http://json-schema.org/draft-07/schema#"
}

Empfohlene Prompts

search_research

Search for information about [topic] using FreshContext

Erwartete Tools: search_repos

find_specific

Find [specific item] using FreshContext

Erwartete Tools: search_repos

Community

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Nachweis

Aktuelle Beobachtungen

28.09.2026, 13:02 UTCverifiziertVersion nicht aufgezeichnet22 Tools

24.09.2026, 15:02 UTCverifiziertVersion nicht aufgezeichnet22 Tools

22.09.2026, 12:02 UTCverifiziertVersion nicht aufgezeichnet22 Tools

17.09.2026, 23:03 UTCverifiziertVersion nicht aufgezeichnet22 Tools

FreshContext

Qualität und Sicherheit

Befunde (5)

Kontextkosten

Installation mit einem Klick

Ausführbare Pakete

Remote-Endpunkte

Tool-Inventar

Tools (22)

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Empfohlene Prompts

Diesen Server bewerten

Aktuelle Beobachtungen