MCP MeasureMCP Measure

índice observado

FreshContext

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

¿Debería usar esto?

Calidad y seguridad

A
Calidad de la descripción
95%
Integridad del esquema
100%
Calidad de los nombres
83%
Riesgo de envenenamiento
80%
Coincidencia de permisos
100%
Cumplimiento del protocolo
100%

Hallazgos (5)

  • HIGHTool poisoning patterns detected
  • LOWTool 'extract_finance' description lacks action verben extract_finance
  • LOWTool 'extract_landscape' description lacks action verben extract_landscape
  • LOWTool 'extract_idea_landscape' description lacks action verben extract_idea_landscape
  • INFOTool description contains placeholder or incomplete texten extract_hackernews

Basado en el análisis automatizado de las definiciones de herramientas y el cumplimiento del protocolo.

Costo de contexto

~2,991Tokens (definiciones de herramientas)
~942 BTamaño de respuesta típico
Impacto significativo en la atención (2.34% del contexto de 128k)

Este es el número aproximado de tokens que se consumen cada vez que las herramientas del servidor se cargan en el contexto de un modelo. Los recuentos más altos reducen la atención disponible para otras tareas.

Instalar

Instalación con un clic

Agrega esto a tu archivo `claude_desktop_config.json`:

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

Paquetes ejecutables

npmfreshcontext-mcp0.5.3stdio

Puntos de conexión remotos

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

Qué puede hacer

Inventario de herramientas

Herramientas (22)

🟢 Solo lectura🟡 Escritura🔴 Eliminación⚪ Desconocido
🟢evaluate_context(profile, intent, signals, now)

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.

Esquema de entrada

{
  "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_github(url)

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

Esquema de entrada

{
  "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_hackernews(url)

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

Esquema de entrada

{
  "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_scholar(url)

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.

Esquema de entrada

{
  "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#"
}
🟢extract_yc(url)

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

Esquema de entrada

{
  "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_repos(query)

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

Esquema de entrada

{
  "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#"
}
🟢package_trends(packages)

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

Esquema de entrada

{
  "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_reddit(url)

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.

Esquema de entrada

{
  "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_producthunt(url)

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.

Esquema de entrada

{
  "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#"
}
🟢extract_finance(url)

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

Esquema de entrada

{
  "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_jobs(query, max_length)

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

Esquema de entrada

{
  "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#"
}
🟢extract_landscape(topic)

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

Esquema de entrada

{
  "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#"
}
🟢extract_arxiv(url)

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

Esquema de entrada

{
  "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#"
}
🟢extract_changelog(url)

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

Esquema de entrada

{
  "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#"
}
🟢extract_gdelt(url)

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

Esquema de entrada

{
  "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#"
}
🟢extract_gebiz(url)

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

Esquema de entrada

{
  "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#"
}
🟢extract_govcontracts(url)

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

Esquema de entrada

{
  "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#"
}
🟢extract_sec_filings(url)

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.

Esquema de entrada

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

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

Esquema de entrada

{
  "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#"
}
🟢extract_finance_landscape(tickers, company_name, github_query)

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

Esquema de entrada

{
  "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#"
}
🟢extract_company_landscape(company, ticker, github_url)

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

Esquema de entrada

{
  "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#"
}
🟢extract_idea_landscape(idea)

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

Esquema de entrada

{
  "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#"
}

Prompts recomendados

search_research
Search for information about [topic] using FreshContext
Herramientas esperadas: search_repos
find_specific
Find [specific item] using FreshContext
Herramientas esperadas: search_repos

Comunidad

Califica este servidor

Evidencia

Observaciones recientes

verificadoversión no registrada22 herramientas
verificadoversión no registrada22 herramientas
verificadoversión no registrada22 herramientas
verificadoversión no registrada22 herramientas
verificadoversión no registrada22 herramientas