constitution · epochs · watch · epoch 3

comparison

c_fbeec5c4ad18 (tommy-mor) vs c_c124c217f89c (tommy-mor)

download prompt · raw event · cmp_1b405edf5f051a

council reasoning

~anthropic/claude-sonnet-latest · winner B · 6:4 · permalink

Side B implements a real, previously-stubbed feature (Reddit fetching with OAuth token management, rate-limit/backoff handling, JSON parsing, and tests) that delivers working functionality end-to-end. Side A is a substantial refactor of the ranking system (commit-level vs contributor-level pairwise ranking) which is valuable but is an internal restructuring of existing logic rather than new capability, and its large diff carries more churn relative to net new behavior.

~x-ai/grok-latest · winner A · 4:1 · permalink

A redesigns the core ownership-ranking path from author-bundled short-circuiting to true per-commit pairwise comparison with contributor rollup, evidence/UI surfaces, and targeted tests (same-author multi-commit, single-commit skip). B is a solid Reddit fetch worker (OAuth, rate limits, parsing) replacing a stub, but it is peripheral feature work plus .gitignore/todo noise, not a lasting change to the project's constitutive allocation logic.

openai/gpt-chat-latest · winner A · 5:1 · permalink

Side A changes the core ranking algorithm from contributor-level to commit-level, removes the incorrect single-contributor short-circuit, rolls commit scores back up to contributors for payouts, updates evidence/UI to expose per-commit rankings, and adds tests covering the new behavior. Side B adds a substantial Reddit background fetch pipeline with OAuth, rate limiting, and parsing, but it is a new feature with a TODO and less central impact than the fundamental correctness fix to ownership allocation.

sides

A — c_fbeec5c4ad18 (tommy-mor)

message

[c7ef287e] Rank every eligible commit with the LLM council.

Stop short-circuiting on a single contributor; pairwise-sort commits, roll scores up for emission payouts, and surface commit rankings on epoch pages.

Co-authored-by: Cursor <cursoragent@cursor.com>

diff preview

diff --git a/constitution.py b/constitution.py
index 26ba130e885e0e69fb7874ca5c3f07f42100a150..71fc46b4c9a4d7a9ea7bf319860b0db1acc4a673 100644
--- a/constitution.py
+++ b/constitution.py
@@ -503,20 +503,22 @@ def _epochs_in_ledger() -> list[int]:
 
 
 def build_pairwise_prompt(side_a: dict, side_b: dict) -> str:
-    return f"""You are ranking contributions to an open source project.
-Compare these two sides (each may be one or more commits). Decide which side contributed more.
+    return f"""You are ranking individual git commits to an open source project.
+Compare these two commits. Decide which commit contributed more.
 Return ONLY a JSON object: {{"winner": "A" or "B", "ratio": "N:M", "explanation": "..."}}
 
-Side A — commit messages:
+Side A — contributor: {side_a.get('contributor', '?')}
+Side A — commit message:
 {side_a['message']}
 
-Side A — unified diffs (full patches):
+Side A — unified diff (full patch):
 {side_a['diff']}
 
-Side B — commit messages:
+Side B — contributor: {side_b.get('contributor', '?')}
+Side B — commit message:
 {side_b['message']}
 
-Side B — unified diffs (full patches):
+Side B — unified diff (full patch):
 {side_b['diff']}"""
 
 
@@ -1518,16 +1520,28 @@ async def broadcast_js(js: str):
         await queue.put(js)
 
 
-def _author_side_for_llm(author: str, author_commits: dict) -> dict:
-    cs = author_commits[author]
+def _commit_side_for_llm(row: dict) -> dict:
+    oid = row["oid"]
+    short = oid.split(":", 1)[1][:8] if ":" in oid else oid[:8]
     return {
-        "message": "\n".join(f"[{c['sha']}] {c['message']}" for c in cs),
-        "diff": "\n\n".join(f"=== {c['sha']} ===\n{c['diff']}" for c in cs),
-        "commit_ids": [c["commit_id"] for c in cs],
-        "contributor": author,
+        "message": f"[{short}] {row['message']}",
+        "diff": row["patch"] or "",
+        "commit_id": commit_id_for_oid(oid),
+        "contributor": row["contributor"],
+        "oid": oid,
     }
 
 
+def _rollup_contributor_scores(
+    ordered: list[dict], commit_scores: list[Decimal]
+) -> dict[str, Decimal]:
+    totals: dict[str, Decimal] = {}
+    for row, score in zip(ordered, commit_scores):
+        contributor = row["contributor"]
+        totals[contributor] = totals.get(contributor, Decimal("0")) + score
+    return totals
+
+
 def _find_judgment(comparison_id: str, model_id: str) -> dict | None:
     for e in evidence_by_kind("llm.judgment"):
         p = e.payload
@@ -1546,101 +1560,106 @@ def _find_ranking_models(ranking_run_id: str) -> list[str] | None:
 
 
 async def rank_commits(commits: list[dict], *, epoch: int = -1):
+    """Pairwise-rank every eligible commit; roll scores up to contributors."""
     if not commits:
         return {}, [], {"ranking_run_id": "", "ranking_event_id": ""}
 
-    commit_ids = sorted(commit_id_for_oid(row["oid"]) for row in commits)
+    ordered = sorted(commits, key=lambda r: r["oid"])
+    commit_ids = [commit_id_for_oid(row["oid"]) for row in ordered]
     ranking_run_id = _content_id("rank", {
         "epoch": epoch,
-        "commit_ids": commit_ids,
+        "commit_ids": sorted(commit_ids),
     })
-    contributors = sorted(set(c["contributor"] for c in commits))
+    contributors = sorted({c["contributor"] for c in ordered})
 
-    if len(contributors) == 1:
+    # Nothing to compare: a single commit (not a single contributor).
+    if len(ordered) == 1:
         await append_evidence(epoch, "ranking.started", {
             "ranking_run_id": ranking_run_id,
             "commit_ids": commit_ids,
             "contributors": contributors,
             "models": [],
-            "summary": f"ranking epoch {epoch}: single contributor",
+            "summary": f"ranking epoch {epoch}: single commit",
         })
-        ranking = {contributors[0]: Decimal("1")}
+        commit_ranking = {commit_ids[0]: "1"}
+        contributor_ranking = {ordered[0]["contributor"]: Decimal("1")}
         completed = await append_evidence(epoch, "ranking.completed", {
             "ranking_run_id": ranking_run_id,
             "models": [],
-            "ranking": {contributors[0]: "1"},
+            "commit_ranking": commit_ranking,
+            "contributor_ranking": {ordered[0]["contributor"]: "1"},
+            "ranking": {ordered[0]["contributor"]: "1"},
             "judgment_ids": [],
-            "summary": f"Only {contributors[0]} is eligible; rank is 1.0",
+            "summary": f"Only one eligible commit; {ordered[0]['contributor']} rank 1.0",
         })
         await broadcast_audit(
             "ranking",
-            f"Only {contributors[0]} is eligible; rank is 1.0",
+            f"Only one eligible commit; {ordered[0]['contributor']} rank 1.0",
             progress=90,
             phase="finalizing",
             evidence_event_id=completed.event_id,
             evidence_url=_evidence_url("event", completed.event_id),
             links={"epoch": _evidence_url("epoch", str(epoch))},
         )
-        return ranking, [], {
+        return contributor_ranking, [], {
             "ranking_run_id": ranking_run_id,
             "ranking_event_id": completed.event_id,
         }
 
     if not (OPENROUTER_API_KEY or "").strip():
         raise RuntimeError(
-            "OPENROUTER_API_KEY is required when multiple contributors need ranking"
+            "OPENROUTER_API_KEY is required when multiple commits need ranking"
         )
 
     models = _find_ranking_models(ranking_run_id)
     if models is None:
         models = await fetch_top_models(n=3)
     if not models:
-        raise RuntimeError("no council models available for contributor ranking")
+        raise RuntimeError("no council models available for commit ranking")
     await append_evidence(epoch, "ranking.started", {
         "ranking_run_id": ranking_run_id,
         "commit_ids": commit_ids,
         "contributors": contributors,
         "models": models,
-        "summary": f"Council selected: {', '.join(models)}",
+        "summary": (
+            f"Council selected: {', '.join(models)} — "
+            f"{len(ordered)} commits"
+        ),
     })
     await broadcast_audit(
         "council",
-        f"Council selected: {', '.join(models)}",
+        f"Council selected: {', '.join(models)} — ranking {len(ordered)} commits",
         progress=35,
         phase="ranking",
     )
     await broadcast_js(exec_event(Three[Selector("#emission-log")][PREPEND][
-        ["div.log-council", f"Council: {', '.join(models)} — {len(commits)} commits"]
+        ["div.log-council",
+            f"Council: {', '.join(models)} — {len(ordered)} commits"]
     ]))
 
-    authors = contributors
-    author_commits = {a: [] for a in authors}
-    for row in sorted(commits, key=lambda r: r["oid"]):
-        author_commits[row["contributor"]].append({
-            "message": row["message"],
-            "sha": row["oid"].split(":", 1)[1][:8],
-            "diff": row["patch"],
-            "commit_id": commit_id_for_oid(row["oid"]),
-        })
-
+    sides = [_commit_side_for_llm(row) for row in ordered]
     judgment_ids: list[str] = []
 
     async def compare_fn(i, j):
-        a1, a2 = authors[i], authors[j]
-        side_a = _author_side_for_llm(a1, author_commits)
-        side_b = _author_side_for_llm(a2, author_commits)
+        side_a, side_b = sides[i], sides[j]
+        label_a = f"{side_a['commit_id'][:16]} ({side_a['contributor']})"
+        label_b = f"{side_b['commit_id'][:16]} ({side_b['contributor']})"
         prompt = build_pairwise_prompt(side_a, side_b)
         comparison_material = {
             "ranking_run_id": ranking_run_id,
             "side_a": {
-                "contributor": a1,
-                "commit_ids": side_a["commit_ids"],
+                "contributor": side_a["contributor"],
+                "commit_id": side_a["commit_id"],
+                "commit_ids": [side_a["commit_id"]],
+                "oid": side_a["oid"],
                 "message": _bytes_blob(side_a["message"]),
                 "diff": _bytes_blob(side_a["diff"]),
             },
             "side_b": {
-                "contributor": a2,
-                "commit_ids": side_b["commit_ids"],
+                "contributor": side_b["contributor"],
+                "commit_id": side_b["commit_id"],
+                "commit_ids": [side_b["commit_id"]],
+                "oid": side_b["oid"],
                 "message": _bytes_blob(side_b["message"]),
                 "diff": _bytes_blob(side_b["diff"]),
             },
@@ -1650,22 +1669,24 @@ async def rank_commits(commits: list[dict], *, epoch: int = -1):
         comparison_material = {
             **comparison_material,
             "comparison_id": comparison_id,
-            "summary": f"Comparing {a1} with {a2}",
+            "summary": f"Comparing {label_a} with {label_b}",
         }
         cmp_ev = await append_evidence(epoch, "comparison.input", comparison_material)
         await broadcast_audit(
             "comparison",
-            f"Comparing {a1} with {a2}",
+            f"Comparing commits {label_a} vs {label_b}",
             phase="ranking",
             evidence_event_id=cmp_ev.event_id,
             evidence_url=_evidence_url("comparison", comparison_id),
             links={
                 "comparison": _evidence_url("comparison", comparison_id),
+                "commit_a": _evidence_url("commit", side_a["commit_id"]),
+                "commit_b": _evidence_url("commit", side_b["commit_id"]),
                 "epoch": _evidence_url("epoch", str(epoch)),
             },
         )
         await broadcast_js(exec_event(Three[Selector("#emission-status")][MORPH][
-            ["div#emission-status", f"Comparing {a1} vs {a2}…"]
+            ["div#emission-status", f"Comparing {label_a} vs {label_b}…"]
         ]))
         results = []
         for model in models:
@@ -1697,9 +1718,15 @@ async def rank_commits(commits: list[dict], *, epoch: int = -1):
                 jud_id = (existing or _find_judgment(comparison_id, model) or {}).get(
                     "judgment_id"
                 )
+                win_label = (
+                    f"{sides[w]['commit_id'][:16]} ({sides[w]['contributor']})"
+                )
+                lose_label = (
+                    f"{sides[l]['commit_id'][:16]} ({sides[l]['contributor']})"
+                )
                 await broadcast_audit(
                     "vote",
-                    f"{model}: {authors[w]} over {authors[l]} ({result['ratio']})",
+                    f"{model}: {win_label} over {lose_label} ({result['ratio']})",
                     phase="ranking",
                     evidence_url=(
                         _evidence_url("judgment", jud_id) if jud_id else None
@@ -1714,8 +1741,8 @@ async def rank_commits(commits: list[dict], *, epoch: int = -1):
                 await broadcast_js(exec_event(Three[Selector("#emission-log")][PREPEND][
                     ["div.log-vote",
                         ["span.model", model], " — ",
-                        ["span.winner", authors[w]], f" beat ",
-                        ["span.loser", authors[l]], f" ({result['ratio']}) ",
+                        ["span.winner", win_label], f" beat ",
+                        ["span.loser", lose_label], f" ({result['ratio']}) ",
                         ["span.explanation", result["explanation"]],
                     ]
                 ]))
@@ -1745,24 +1772,46 @@ async def rank_commits(commits: list[dict], *, epoch: int = -1):
             ["div#emission-status", label]
         ]))
 
-    pairs = await pairwise_rank(len(authors), compare_fn, progress_fn)
+    pairs = await pairwise_rank(len(ordered), compare_fn, progress_fn)
 
     if not pairs:
-        ranking = {authors[0]: Decimal("1")} if authors else {}
+        commit_score_list = [Decimal("1")]
     else:
         scores = rank_centrality(pairs)
-        ranking = {authors[i]: Decimal(str(scores[i])) for i in range(len(authors))}


… preview truncated; 12,453 characters omitted

download full diff A

B — c_c124c217f89c (tommy-mor)

message

[8d8230d1] reddit

diff preview

diff --git a/.gitignore b/.gitignore
index 4c7073f9fac0c30fd2050d79a60ef447af58ebeb..ada462e900d24a3a6d08165d158c80f79c35a5a5 100644
--- a/.gitignore
+++ b/.gitignore
@@ -7,3 +7,4 @@
 data/
 repomix-output.xml
 dev-data/
+.env
diff --git a/server/Cargo.toml b/server/Cargo.toml
index 7906a8547d56b8e6a48ef59c37aa82a8510fdee9..4677fedcb45292eebebe7e9cf6ce2f5738f18ddf 100644
--- a/server/Cargo.toml
+++ b/server/Cargo.toml
@@ -16,6 +16,7 @@ tower = "0.5"
 tower-http = { version = "0.5", features = ["trace"] }
 tracing = "0.1"
 tracing-subscriber = { version = "0.3", features = ["env-filter"] }
+reqwest = { version = "0.12", features = ["json"] }
 
 [dev-dependencies]
 reqwest = { version = "0.12", features = ["json"] }
diff --git a/server/src/html/mod.rs b/server/src/html/mod.rs
index 2864407ed6e8ec284a1dc663acf1805534566b62..df6505021d9f446c2b453e20e3eb3cf696a111f9 100644
--- a/server/src/html/mod.rs
+++ b/server/src/html/mod.rs
@@ -272,5 +272,16 @@ pub async fn home(State(state): State<AppState>, uri: Uri) -> impl IntoResponse
 
 pub async fn browse(State(state): State<AppState>, uri: Uri) -> impl IntoResponse {
     let item = ItemId::from_browse_uri(uri.path()).unwrap_or(ItemId::root());
+    if item.as_str().starts_with("reddit.com") {
+        let needs_fetch = {
+            let tree = state.tree.read().await;
+            tree.get(&item)
+                .map(|n| n.data.is_none())
+                .unwrap_or(true)
+        };
+        if needs_fetch {
+            state.reddit.request_fetch(item.clone());
+        }
+    }
     item_page(state, uri, item).await
 }
diff --git a/server/src/reddit.rs b/server/src/reddit.rs
index d203dca09245daf869b3aa942898447700ae69fb..90053ad03b1d7c8e94f325dd4ee64c2b4f7da900 100644
--- a/server/src/reddit.rs
+++ b/server/src/reddit.rs
@@ -1,4 +1,12 @@
-//! Reddit API import (async, decoupled from UI request path).
+//! Reddit API import via a single background worker (rate limits, dedup, backoff).
+
+use std::collections::{HashMap, HashSet};
+use std::sync::Arc;
+use std::time::{Duration, Instant};
+
+use reqwest::{header, Client, StatusCode};
+use serde::Deserialize;
+use tokio::sync::{mpsc, RwLock};
 
 use crate::{
     path_types::ItemId,
@@ -10,12 +18,401 @@ pub fn ensure_partial_tree(tree: &mut GlobalTree, id: &ItemId) {
     tree.ensure_path(id);
 }
 
-/// Placeholder for Reddit JSON import. Returns entity data when implemented.
-pub async fn fetch_reddit_entity(_id: &ItemId) -> Option<EntityData> {
-    None
+pub struct RedditCommand {
+    pub id: ItemId,
+}
+
+#[derive(Clone)]
+pub struct RedditBroker {
+    tx: mpsc::Sender<RedditCommand>,
+}
+
+#[derive(Clone)]
+struct RedditCredentials {
+    client_id: String,
+    client_secret: String,
+}
+
+struct OAuthToken {
+    access_token: String,
+    expires_at: Instant,
+}
+
+impl RedditBroker {
+    pub fn spawn(tree: Arc<RwLock<GlobalTree>>, user_agent: &str) -> Self {
+        let (tx, rx) = mpsc::channel(100);
+
+        let mut headers = header::HeaderMap::new();
+        headers.insert(
+            header::USER_AGENT,
+            header::HeaderValue::from_str(user_agent).expect("valid user agent"),
+        );
+
+        let client = Client::builder()
+            .default_headers(headers)
+            .timeout(Duration::from_secs(15))
+            .build()
+            .expect("reqwest client");
+
+        let creds = RedditCredentials::from_env();
+        tokio::spawn(reddit_worker(rx, tree, client, creds));
+
+        Self { tx }
+    }
+
+    /// Fire-and-forget: queue a fetch; worker updates the tree when done.
+    pub fn request_fetch(&self, id: ItemId) {
+        let _ = self.tx.try_send(RedditCommand { id });
+    }
+}
+
+impl RedditCredentials {
+    fn from_env() -> Option<Self> {
+        let client_id = std::env::var("REDDIT_CLIENT_ID").ok()?;
+        let client_secret = std::env::var("REDDIT_CLIENT_SECRET").ok()?;
+        if client_id.is_empty() || client_secret.is_empty() {
+            return None;
+        }
+        Some(Self {
+            client_id,
+            client_secret,
+        })
+    }
+}
+
+pub fn default_user_agent() -> String {
+    std::env::var("REDDIT_USER_AGENT").unwrap_or_else(|_| {
+        "web:sorter2.social:v0.0.1 (by /u/sorter2)".to_string()
+    })
 }
 
-/// Apply fetched entity data to a node (called from async worker).
-pub fn apply_entity(tree: &mut GlobalTree, id: &ItemId, data: EntityData) {
-    tree.set_entity_data(id, data);
+async fn reddit_worker(
+    mut rx: mpsc::Receiver<RedditCommand>,
+    tree: Arc<RwLock<GlobalTree>>,
+    client: Client,
+    creds: Option<RedditCredentials>,
+) {
+    let mut in_flight = HashSet::new();
+    let mut recently_fetched: HashMap<ItemId, Instant> = HashMap::new();
+    let mut current_delay = Duration::from_secs(1);
+    let mut oauth: Option<OAuthToken> = None;
+    let cache_ttl = Duration::from_secs(300);
+
+    while let Some(cmd) = rx.recv().await {
+        let now = Instant::now();
+        recently_fetched.retain(|_, t| now.duration_since(*t) < cache_ttl);
+
+        if in_flight.contains(&cmd.id) || recently_fetched.contains_key(&cmd.id) {
+            continue;
+        }
+
+        in_flight.insert(cmd.id.clone());
+        let fetch_id = cmd.id.clone();
+
+        tokio::time::sleep(current_delay).await;
+
+        if let Some(c) = &creds {
+            oauth = ensure_oauth_token(&client, c, oauth.take()).await;
+        }
+
+        let token = oauth.as_ref().map(|t| t.access_token.as_str());
+        let use_oauth = token.is_some();
+
+        match do_fetch(&client, &fetch_id, use_oauth, token).await {
+            Ok(FetchOutcome::Entity(data)) => {
+                let mut w = tree.write().await;
+                w.set_entity_data(&fetch_id, data);
+                recently_fetched.insert(fetch_id.clone(), Instant::now());
+                current_delay = Duration::from_millis(600);
+            }
+            Ok(FetchOutcome::NotFound) => {
+                recently_fetched.insert(fetch_id.clone(), Instant::now());
+            }
+            Ok(FetchOutcome::RateLimited { reset_secs }) => {
+                let wait = Duration::from_secs(reset_secs.max(1));
+                tracing::warn!(
+                    "Reddit rate limit for {}; sleeping {}s",
+                    fetch_id,
+                    wait.as_secs()
+                );
+                tokio::time::sleep(wait).await;
+                current_delay = (current_delay * 2).min(Duration::from_secs(60));
+            }
+            Err(e) => {
+                tracing::warn!("Reddit fetch failed for {}: {}", fetch_id, e);
+                current_delay = (current_delay * 2).min(Duration::from_secs(60));
+            }
+        }
+
+        in_flight.remove(&fetch_id);
+    }
+}
+
+enum FetchOutcome {
+    Entity(EntityData),
+    NotFound,
+    RateLimited { reset_secs: u64 },
+}
+
+async fn ensure_oauth_token(
+    client: &Client,
+    creds: &RedditCredentials,
+    existing: Option<OAuthToken>,
+) -> Option<OAuthToken> {
+    if let Some(t) = existing {
+        if Instant::now() < t.expires_at - Duration::from_secs(60) {
+            return Some(t);
+        }
+    }
+
+    let resp = client
+        .post("https://www.reddit.com/api/v1/access_token")
+        .basic_auth(&creds.client_id, Some(&creds.client_secret))
+        .form(&[("grant_type", "client_credentials")])
+        .send()
+        .await;
+
+    let resp = match resp {
+        Ok(r) => r,
+        Err(e) => {
+            tracing::warn!("Reddit OAuth token request failed: {e}");
+            return None;
+        }
+    };
+
+    if !resp.status().is_success() {
+        tracing::warn!("Reddit OAuth token HTTP {}", resp.status());
+        return None;
+    }
+
+    #[derive(Deserialize)]
+    struct TokenResponse {
+        access_token: String,
+        expires_in: u64,
+    }
+
+    let body: TokenResponse = match resp.json().await {
+        Ok(b) => b,
+        Err(e) => {
+            tracing::warn!("Reddit OAuth token parse failed: {e}");
+            return None;
+        }
+    };
+
+    Some(OAuthToken {
+        access_token: body.access_token,
+        expires_at: Instant::now() + Duration::from_secs(body.expires_in),
+    })
+}
+
+async fn do_fetch(
+    client: &Client,
+    id: &ItemId,
+    use_oauth: bool,
+    bearer: Option<&str>,
+) -> Result<FetchOutcome, String> {
+    let url = map_item_to_reddit_api(id, use_oauth);
+    if url.is_empty() {
+        return Ok(FetchOutcome::NotFound);
+    }
+
+    let mut req = client.get(&url);
+    if let Some(token) = bearer {
+        req = req.bearer_auth(token);
+    }
+
+    let resp = req.send().await.map_err(|e| e.to_string())?;
+
+    if resp.status() == StatusCode::TOO_MANY_REQUESTS {
+        let reset = rate_limit_reset_secs(&resp);
+        return Ok(FetchOutcome::RateLimited { reset_secs: reset });
+    }
+
+    if resp.status() == StatusCode::SERVICE_UNAVAILABLE {
+        return Err("Reddit unavailable (503)".to_string());
+    }
+
+    if !resp.status().is_success() {
+        return Ok(FetchOutcome::NotFound);
+    }
+
+    if rate_limit_remaining(&resp) == Some(0) {
+        let reset = rate_limit_reset_secs(&resp);
+        return Ok(FetchOutcome::RateLimited { reset_secs: reset });
+    }
+
+    let bytes = resp.bytes().await.map_err(|e| e.to_string())?;
+    Ok(parse_reddit_json(id, &bytes)
+        .map(FetchOutcome::Entity)
+        .unwrap_or(FetchOutcome::NotFound))
+}
+
+fn rate_limit_remaining(resp: &reqwest::Response) -> Option<u64> {
+    resp.headers()
+        .get("x-ratelimit-remaining")
+        .and_then(|v| v.to_str().ok())
+        .and_then(|s| s.parse::<f64>().ok())
+        .map(|f| f.floor() as u64)
+}
+
+fn rate_limit_reset_secs(resp: &reqwest::Response) -> u64 {
+    resp.headers()
+        .get("x-ratelimit-reset")
+        .and_then(|v| v.to_str().ok())
+        .and_then(|s| s.parse::<f64>().ok())
+        .map(|f| f.ceil() as u64)
+        .unwrap_or(5)
+}
+
+/// Map canonical item id to Reddit JSON API URL.
+pub fn map_item_to_reddit_api(id: &ItemId, oauth: bool) -> String {
+    let path = id.as_str();
+    if !path.starts_with("reddit.com/") && path != "reddit.com" {
+        return String::new();
+    }
+
+    let base = if oauth {
+        "https://oauth.reddit.com"
+    } else {
+        "https://www.reddit.com"
+    };
+
+    let segments: Vec<&str> = path.split('/').collect();
+
+    if let Some(i) = segments.iter().position(|&p| p == "comments") {
+        if segments.len() > i + 1 {
+            let api_path = segments[1..=i + 1].join("/");
+            return format!("{base}/{api_path}.json?raw_json=1");
+        }
+    }
+
+    if segments.len() == 3 && segments[1] == "r" {
+        return format!("{base}/r/{}/about.json?raw_json=1", segments[2]);
+    }
+
+    String::new()
+}
+
+fn parse_reddit_json(id: &ItemId, bytes: &[u8]) -> Option<EntityData> {
+    let v: serde_json::Value = serde_json::from_slice(bytes).ok()?;
+    let segments: Vec<&str> = id.as_str().split('/').collect();
+
+    if segments.iter().any(|&p| p == "comments") {
+        parse_post_listing(&v)
+    } else {
+        parse_subreddit_about(&v)
+    }
+}
+
+fn parse_subreddit_about(v: &serde_json::Value) -> Option<EntityData> {
+    let data = v.get("data")?;
+    let title = data
+        .get("title")
+        .or_else(|| data.get("display_name"))
+        .and_then(|t| t.as_str())?
+        .to_string();
+    let body_html = data
+        .get("public_description_html")
+        .or_else(|| data.get("public_description"))
+        .and_then(|t| t.as_str())
+        .map(|s| s.to_string());
+    let thumb_url = data
+        .get("icon_img")
+        .or_else(|| data.get("community_icon"))
+        .and_then(|t| t.as_str())
+        .filter(|s| !s.is_empty())
+        .map(|s| s.to_string());
+
+    Some(EntityData {
+        title,
+        author: None,
+        body_html,
+        thumb_url,
+    })
+}
+
+fn parse_post_listing(v: 

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