Ground Truth - Fresh Evidence for AI Agents

io.github.anish632Published by GitHub account anish632v0.7.0Updated Nov 6, 2026

Keep AI answers fresh with free source previews, scheduled monitoring, evidence history, and alerts.

The publisher's own server: Ground

VerifiedStreamable HTTPWeb executableWeb Search & Scraping

Overview

AI-generated overview

Lets an assistant preview live web sources, then set up scheduled monitors with evidence history and change alerts.

What you can do
Ground Truth is a remote MCP server for keeping assistant answers tied to current sources. It offers a free preview step that captures a live source baseline, and persistent monitors that check sources on a schedule. It keeps an evidence history and can raise alerts when a monitored source changes.
When to use it
Use it when answers need to reflect current web content rather than stale training data, and when you want recurring checks on specific sources. The free preview is enough to try it; persistent monitoring is for ongoing tracking.
Requirements
A remote MCP client connecting over streamable HTTP to the provider's endpoint. No package or local runtime is needed. The free preview requires no key; persistent monitors, scheduled checks, evidence history and alerts require an X-API-Key header.
Before you install
The X-API-Key header is a secret and should be supplied only for the paid-style persistent features, not shared or committed. Monitors send source requests to third-party sites and store evidence history on the provider's service, so consider what sources and data you point it at.

Installation

In SourceWeft

  1. Open Ground Truth - Fresh Evidence for AI Agents in the dashboard and add it to a workspace.
  2. Enable the server for the chats that should use its tools.

Web executable via Streamable HTTP. Remote servers run from the web runtime once configured in a workspace.

Use with an agent

Paste this prompt into Claude Code, Codex, Cursor or another agent — or into SourceWeft chat. The agent reads this server's install guide, shows you its publisher, endpoint and sign-in, and adds it to your client once you agree. Keys never go into a command.

Read https://sourceweft.com/mcp/io.github.anish632%2Fground-truth/install.md and connect the MCP server it describes to my client. Before changing any config, show me its publisher, endpoint and sign-in method and wait for my OK. Never put an API key in a command or in a file I would commit; ask me where it should come from.

Read the install guide the agent follows

Other MCP clients

Add this to your client's mcpServers config.

{
  "mcpServers": {
    "ground-truth-fresh-evidence-for-ai-agent": {
      "type": "http",
      "url": "https://ground-truth-mcp.anishdasmail.workers.dev/mcp"
    }
  }
}

Tools

19

check_endpoint

Endpoint Reachability Check

Preflight an unfamiliar public URL or API before an AI agent relies on it. It performs one live fetch and returns a PASS/WARN/FAIL verdict with HTTP status, content type, response time, final URL/redirect behavior, auth and rate-limit signals, and a short response sample. A PASS proves only that this fetch succeeded at check time; it does not validate authenticated flows, POST side effects, JavaScript execution, or business logic.

Parametersurlrequired

preflight_endpoint

Endpoint Preflight

Run reachability/response and security-header checks together for an unfamiliar URL or API before an AI agent trusts or acts on it. Returns one combined PASS/WARN/FAIL verdict with evidence from both checks. It does not prove that a service is safe, authenticated, or correct.

Parametersurlrequired

estimate_market

Package Market Search

Search npm or PyPI to estimate how crowded a package category is before you claim that a market is empty, niche, or competitive. Use this when you have a category or search phrase such as 'edge orm' and want live result counts plus representative matches. Do not use it to compare exact known package names or to infer adoption from downloads; it reflects search results, not market share. Registry responses are cached for 5 minutes.

Parametersqueryrequiredregistry

check_pricing

Pricing Page Scan

Fetch a public pricing page and extract first-pass pricing signals before you quote plan costs, free tiers, or plan names. Use this when you already have a likely pricing URL and need a quick live scan of visible page text. It returns price-like strings, heuristic plan labels, free or free-trial signals, and cache information. It does not map prices to exact plans, normalize currencies, execute checkout flows, or guarantee that a price applies to a specific region or customer type. JavaScript-rendered, logged-in, or heavily obfuscated pricing details can be missed. Results are cached for 5 minutes.

Parametersurlrequired

inspect_security_headers

Security Header Inspection

Inspect security-related HTTP response headers for an unfamiliar public URL before an agent trusts or recommends it. It identifies missing or weak HSTS, CSP, framing, referrer, permissions, and cross-origin headers. It reports observable configuration only and does not prove that a site is secure or vulnerability-free.

Parametersurlrequired

preview_monitor

Preview Source Monitor

Capture a free live baseline for a source that should remain trustworthy over time. Call this before recommending checkout: it proves what would be monitored without creating an account or persistent monitor. After a successful preview, offer create_monitor only when the user wants scheduled checks, history, or change alerts.

Parameterstarget_typerequiredinstructionstarget_valuerequired

list_resources

Server Resource Discovery

List all available Ground Truth tools and their access tiers. Zero-cost schema discovery. Call this to explore what verification tools are available before making a tool call. No quota consumption, no API key required.

Takes no parameters.

compare_pricing_pages

Pricing Page Comparison

Compare two to five public pricing pages side by side before you make competitive pricing or packaging claims. Use this when you want a quick, live comparison of visible prices, free-plan signals, and plan-name hints across vendors. The output is heuristic and page-level: it does not map every price to every plan or normalize regional billing differences.

Parameterspagesrequired

compare_competitors

Named Package Comparison

Compare two or more exact package names side by side using live npm or PyPI metadata. Use this when you already know the candidate packages and need evidence for claims such as 'tool A is newer', 'tool B is still maintained', or 'these packages use different licenses'. It returns per-package registry metadata in input order, with field availability varying by registry. Missing or unpublished packages return found=false. Do not use it to discover unknown alternatives, estimate market size, or compare packages across different registries. Registry responses are cached for 5 minutes.

Parameterspackagesrequiredregistry

verify_claim

Claim Support Check

Verify a factual claim against specific public evidence URLs before an agent repeats it or acts on it. The tool checks whether supplied keywords appear in each fetched source and reports per-source evidence. It does not perform open-ended search, semantic contradiction analysis, or prove a claim true when a page is silent; choose direct evidence URLs and interpret the result as a support signal. Fetched pages are cached for 5 minutes.

Parametersclaimrequiredkeywordsrequiredevidence_urlsrequired

assess_compliance_posture

Compliance Signal Scan

Scan a public security, trust, compliance, or legal page for common enterprise buying signals before you claim a vendor supports a particular compliance posture. It looks for public references to SOC 2, ISO 27001, GDPR, HIPAA, DPA terms, subprocessors, SSO, SCIM, encryption, and data residency language. This is a signal scanner, not proof of certification or legal sufficiency.

Parametersurlrequired

test_hypothesis

Multi-step Hypothesis Test

Run a small verification plan made of concrete live checks and summarize whether a hypothesis is supported. Use this when one conclusion depends on multiple simple checks such as endpoint reachability, npm search counts, or whether a page contains an exact substring. This is a coordination tool, not an open-ended research agent: every test must be explicitly defined in advance, and tests run in order with no branching or early exit. The final verdict is mechanical: all tests passing => SUPPORTED, zero passing => REFUTED, otherwise PARTIALLY SUPPORTED. Use verify_claim when you already have evidence URLs, estimate_market for category sizing, and compare_competitors when you already know exact package names.

Parameterstestsrequiredhypothesisrequired

create_monitor

Create Monitor

Create a persistent monitor that tracks a URL, pricing page, package version, endpoint status, vendor claim, or custom keyword pattern over time. Monitors run automatically on their configured schedule (hourly/daily/weekly) via the Cloudflare cron trigger, or on demand with run_monitor_now. Results are stored durably by account. A free watch key includes three daily or weekly monitors; paid plans add hourly schedules and higher limits.

Parametersnamerequiredscheduletarget_typerequiredinstructionstarget_valuerequirednotification_destination

list_monitors

List Monitors

List all monitors owned by this API key, with last run status and schedule. Requires a free watch key or paid API key.

Parametersactive_only

run_monitor_now

Run Monitor Now

Immediately run a monitor's verification check outside its normal schedule. Records the result and returns whether the observed value changed since the last run. Counts against your monthly quota. Requires a free watch key or paid API key.

Parametersmonitor_idrequired

get_monitor_result

Get Monitor Results

Retrieve the most recent run results for a monitor, including change details, confidence score, evidence URLs, and any error information. Requires a free watch key or paid API key.

Parameterslimitmonitor_idrequired

delete_monitor

Delete Monitor

Permanently delete a monitor and all its stored results. This action cannot be undone. Requires a free watch key or paid API key.

Parametersmonitor_idrequired

generate_change_report

Generate Change Report

Generate a summary report of monitor activity for a time window. Shows monitors run, changes detected, failures, risk levels, and recommended follow-up actions. Requires a free watch key or paid API key.

Parametersperiodinclude_unchanged

Version history

1
  1. v0.7.0LatestSep 16, 2026

Score

83% of the applicable checks met

How complete this listing is, computed from the registry entry, the endpoint and public sources. Not a rating of the server and not a statement that it is safe or working today: reachability is a dated check, and no installs or reviews go into the score.

  • Reached in the last 30 daysRequired25 pts
  • Auth declaredRequired10 pts
  • Tools listedRequired15 pts
  • DescriptionRequired15 pts
  • Logo10 pts
  • Documentation15 pts

    Declare a GitHub repository with a README, or serve resource_documentation in the OAuth protected-resource metadata.

  • LicenseNot applicable

    A hosted service is used under its provider's terms, so no license is expected here. This check is left out of the percentage.

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