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Muffed — verified NFL stats and fantasy context

REMOTE · MUFFED.AI · SCANNED AUG 3

Verified NFL stats and Sleeper league context. Every figure carries its own source rank.

Available components

68 Trust /100
Trust breakdown (6 categories)

How this component scores in each security and reliability category. Every signal is checked automatically against the live server, and we only credit what we can confirm. How we score →

Endpoint Security80
Transport & Reachability100
Schema Quality & AI Usability71
  • AI-judged instruction clarity (good).Pass
  • Tool/resource definitions use about 1247 tokens (~95/item across 13 items; 13 tools + 0 resources), lean.Pass
  • Usage-examples check failed: none of the tools include examples. See how to fix → Fail
Stability & Change Management1
  • Stability check failed: schema churn in the 3 days we've observed: 1 tool removals, 0 breaking changes, 0 auth/transport breaks, 1 additions. See how to fix → Fail
Tool Coverage67
  • 100% of tools have a non-trivial description (not blank, and not just the tool's name).Pass
  • 0% of tool parameters carry a description.Fail
Capabilities100
  • Implements a current MCP spec version (2026-07-28).Pass
Install

Add this component to your MCP client. Where a client-specific snippet is available, pick your client below and copy it straight into your config; otherwise use the connection detail shown.

remote · muffed.ai

# add to Claude Code
claude mcp add --transport http ai-muffed-muffed https://muffed.ai/api/mcp
# ~/.codex/config.toml
[mcp_servers.ai-muffed-muffed]
url = "https://muffed.ai/api/mcp"
// opencode.json
{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "ai-muffed-muffed": {
      "type": "remote",
      "url": "https://muffed.ai/api/mcp",
      "enabled": true
    }
  }
}
# add to OpenClaw
openclaw mcp add ai-muffed-muffed --url https://muffed.ai/api/mcp --transport streamable-http
# ~/.hermes/config.yaml
mcp_servers:
  ai-muffed-muffed:
    url: "https://muffed.ai/api/mcp"
// mcp.json
{
  "mcpServers": {
    "ai-muffed-muffed": {
      "type": "http",
      "url": "https://muffed.ai/api/mcp"
    }
  }
}

The mcpServers block is a cross-client convention. Remote transports vary, so check your client's docs.

Changelog

Every change we have recorded for this component, newest first. Security-relevant changes are always shown. ▲ marks a change for the better, ▼ a change for the worse; unmarked changes are neutral.

  • 3 Aug 26 −1
    • Stability: 0.07 → fail security
    • A breaking change shipped without a version bump: still 1.0.0 security
    • Tool “get_player_metrics” was removed security
    • New tool “get_entity_metrics” functional
  • 2 Aug 26 +1

    No change was recorded against any check on this day. Stability & Change Management went from 3 to 7. That category is still filling its 30-day observation window: 1 days of observed history at the previous scan, 2 at this one. The score rises as the window fills, whether or not the server changes.

  • 1 Aug 26 +5
    • We updated how we score, so this day's move reflects our rubric, not a change to the server See what changed → functional
  • 31 Jul 26 63

    First indexed and scored.

Diagnostics

Diagnostic detail from the automated scan of this channel: what the scanner observed at each step, so you can see exactly where a check passed or failed. It is informational only and never changes the trust score.

Captured 3 Aug 2026 · Probed https://muffed.ai/api/mcp

TLS valid

Negotiated TLS 1.3 with TLS_AES_128_GCM_SHA256 .

Subject Issuer Valid from Valid until Key Signature Serial
CN=muffed.ai CN=YR2,O=Let's Encrypt,C=US 19 Jun 2026 17 Sept 2026 RSA 2048 SHA256-RSA 55d6f03bafc957c904c40e84c383b459323
SANs: muffed.ai
CN=YR2,O=Let's Encrypt,C=US (CA) CN=Root YR,O=ISRG,C=US 3 Sept 2025 2 Sept 2028 RSA 2048 SHA256-RSA 4ebd24947e24d394802d84a52fd5b319
CN=Root YR,O=ISRG,C=US (CA) CN=ISRG Root X1,O=Internet Security Research Group,C=US 13 May 2026 2 Sept 2032 RSA 4096 SHA256-RSA f24b6d17f9d9ad7cb1c9fea78782699f
DNSSEC insecure

Validation of muffed.ai. Not signed

Zone DS Keys Algorithms Outcome
. trust_anchor 20326, 38696 8, 8 Verified
ai. present 3799 8 Verified
muffed.ai. absent Unsigned (proven) parent-signed NSEC/NSEC3 proves an unsigned delegation
Authentication No authorisation required

The endpoint answered without asking for a token. Anyone who knows the URL can reach it.

Result No authorisation required
HTTP status 200
Header Value
strict-transport-security max-age=63072000
Transports 2 probes
Transport URL Outcome Status Location
streamable-http https://muffed.ai/api/mcp Verified 200
http (plaintext) http://muffed.ai/api/mcp HTTPS enforced 308 https://muffed.ai/api/mcp
MCP tools — 13 exposed · ~870 tokens

The tools this component advertises to a client, with an estimated token cost for each. Expand a tool to see its parameters and schema. The per-tool counts are indicative and are not scored directly; the schema's total context footprint is one signal in Schema Quality & AI Usability.

Tool Tokens
compare_entities ~84

Two players or two teams shown side by side on the verified metrics both have, with each side's source rank. States both figures and stops: it names no winner, no margin and no recommendation.

NameTypeReqDescription
astringyes
bstringyes
entity_kindstring
metricsarray
seasoninteger

No output schema declared.

No examples provided.

get_backfield ~57

Muffed's published handcuff page for one team's backfield, plus the current depth chart and injury status from Sleeper. Answers who backs up a starter, and who replaces one who is out.

NameTypeReqDescription
teamstringyes

No output schema declared.

No examples provided.

get_current_insights ~59

Muffed's published editorial reads on what is real in the NFL right now — each one a dated, sourced claim with its supporting figures, from the /trends board.

NameTypeReqDescription
limitinteger
subjectstring

No output schema declared.

No examples provided.

get_entity_metrics ~99

Every verified figure Muffed holds for one NFL player or one NFL team (by name or abbreviation, e.g. "Bijan Robinson" or "DEN"), with the source's rank where one exists. Names are resolved before lookup; an unrecognised name returns the closest matches rather than a guess.

NameTypeReqDescription
entitystringyes
entity_kindstring
metricstring
seasoninteger

No output schema declared.

No examples provided.

get_metric_definition ~63

What a verified metric measures, which seasons it actually covers, how it is ranked, its licence and its attribution. Season coverage is often narrower than a decade — rushing yards over expectation, for instance, exists from 2018 onward.

NameTypeReqDescription
metricstringyes

No output schema declared.

No examples provided.

list_metrics ~65

The metric keys Muffed can answer on, with their labels and the seasons each one covers. Returns keys and coverage only, never figures.

NameTypeReqDescription
entity_kindstring
limitinteger
searchstring
seasoninteger

No output schema declared.

No examples provided.

query_stat_leaders ~92

Top entities on one verified metric for one season, pre-sorted, each with the source's own rank and the population it was ranked against. Call list_metrics for the metric keys this accepts.

NameTypeReqDescription
entity_kindstring
limitinteger
metricstringyes
orderstring
positionstring
seasoninteger

No output schema declared.

No examples provided.

sleeper_find_leagues ~57

Lists the NFL leagues a Sleeper username belongs to, so a league id can be picked for the other league tools. Muffed stores nothing about who called it.

NameTypeReqDescription
seasonstring
usernamestringyes

No output schema declared.

No examples provided.

sleeper_get_league ~52

One league's name, season, size, current week, detected scoring format, and the manager-to-roster map. Everything downstream reads better once this has been called.

NameTypeReqDescription
league_idstringyes

No output schema declared.

No examples provided.

sleeper_matchup_preview ~71

Both sides of a league matchup, with the verified figures Muffed holds for the players involved and each team's record. Muffed does not project outcomes, name a winner, or recommend a lineup.

NameTypeReqDescription
league_idstringyes
teamstringyes
weekinteger

No output schema declared.

No examples provided.

sleeper_roster_stories ~57

One team's roster mapped to the verified figures and published Muffed surfaces for each player. Players Muffed does not cover are listed as uncovered rather than omitted.

NameTypeReqDescription
league_idstringyes
teamstringyes

No output schema declared.

No examples provided.

sleeper_standings_story ~56

League standings derived from Sleeper's roster settings — records, points for, and points against where available. Sleeper publishes no standings endpoint, so these are computed from the roster rows.

NameTypeReqDescription
league_idstringyes

No output schema declared.

No examples provided.

verify_claim ~58

Checks structured claims against Muffed's verified panel. Each claim comes back confirmed, wrong (with the actual value), or unverifiable (with the metric's real season coverage). Takes structured fields only, not sentences.

NameTypeReqDescription
claimsarrayyes

No output schema declared.

No examples provided.