Football player comparison

Access and scope

Set CRAWLORA_API_KEY to your Crawlora key. Prefer the listed Crawlora MCP tools when connected; otherwise use the bundled scripts/crawlora.sh, which sends x-api-key to https://api.crawlora.net/api/v1. Read reference/endpoints.md for exact methods and parameters. Check application code as well as HTTP status; payloads are inside data. Stop on authentication errors, back off on 429, and retry a transient upstream failure once. Bound pages and calls by the requested scope and credit budget. Preserve source IDs, URLs, retrieval times, and source dates where supplied.

Produce a role- and period-aware statistical comparison of the selected players. Establish the position/role, competition, season/date window, desired metrics, and minimum playing-time criterion before selecting comparison rows.

Resolve players and comparable observations

• Use fotmob_search and profile detail to verify numeric player IDs, team, position, and identity. Do not identify players by surname alone or reuse another provider's IDs. Keep current profile context separate from past teams.
• Discover each player's statSeasons from their profile, then pass that player's entryId to fotmob_player_stats. Player season IDs are player-specific: do not reuse a league ID, a year label, or another player's season entry.
• Verify competition, period, team, and supplied minutes/appearances for each row. Separate domestic league, cup, international, and other competitions. Keep goalkeeper-specific metrics apart from outfield metrics; shot/heat maps are provider observations rather than directly comparable totals.
• For recent form, follow player matchFilters league/team pairs and the upstream before cursor to collect a bounded match sample. Resolve match IDs and statuses before per-match player stats. Match-history appearance does not mean the player played 90 minutes or that a scheduled match has finished.
• Preserve provider stat keys, labels, units, and supplied rating/model context. Missing stats are unknown, not zero. An unavailable injury/profile field does not establish fitness or medical status.

scripts/crawlora.sh /fotmob/search term="Mohamed Salah"
# Select and verify the actual returned player ID first:
# scripts/crawlora.sh /fotmob/player id="$PLAYER_ID"
# scripts/crawlora.sh /fotmob/player-stats player_id="$PLAYER_ID" season_id="$PLAYER_SEASON_ID"
# scripts/crawlora.sh /fotmob/player-matches player_id="$PLAYER_ID"

Normalize metrics and show uncertainty

Calculate a per-90 rate only when the numerator is a compatible count and actual minutes for that same sample are supplied: count / minutes × 90. Do not divide percentages, per-game averages, provider ratings, or already-normalized rates by minutes again. Do not average match percentages when the correct event-weighted denominator is missing. Show totals, rates, and minutes together and apply the same minimum-minute criterion to each player; small samples remain visible.

Do not combine season totals with overlapping match totals. Compare recent form under matched date/competition/role scopes; an equal number of games can span different periods. Keep team strength, tactical role, opponent mix, and provider model differences as limits rather than silently attributing every difference to player ability. Market values are estimates, not offers or transfer fees.

Return an identity/scope ledger, metric comparison with formulas and denominators, selected match evidence, role-specific strengths/uncertainties, and missing data. An overall ranking needs the user's criteria and disclosed weights; unsupported metrics must not silently become zero. Statistics alone do not prove future performance, transfer suitability, or a completed scouting evaluation.