Pre-launch — Gluecron is in final validation. Public signups and git hosting for non-owner users open after launch review.
CodeIssuesPull RequestsActionsSecurityInsightsSettings
✨ AI
More
claude/adoring-hopper-5x74bqclaude/affectionate-feynman-ykrf1hclaude/architecture-audit-design-wxprenclaude/build-status-update-3MXsfclaude/charming-meitner-mllb5rclaude/compare-gate-gluecron-s4mFQclaude/confident-faraday-tikcwbclaude/continue-work-XMTlIclaude/crontech-gluecron-deploy-7MIECclaude/crontech-platform-setup-SeKfwclaude/design-2026claude/ecstatic-ptolemy-jMdigclaude/enhance-github-integration-QNHdGclaude/fix-aa-loop-issue-PonMQclaude/fix-actions-and-processclaude/fix-desktop-errors-XqoW8claude/fix-red-workflowsclaude/fix-website-access-6FKJNclaude/gatetest-integration-hardeningclaude/github-audit-improvements-bDFr9claude/gluecron-launch-status-FoMRlclaude/hopeful-lamport-olfCTclaude/issue-to-pr-and-protectionsclaude/jolly-heisenberg-2sg1Qclaude/launch-preparation-QmTb6claude/new-session-xk1l7claude/plan-platform-architecture-kkN4yclaude/platform-analysis-roadmap-1nUGLclaude/platform-launch-assessment-8dWV8claude/polish-platform-release-AeDrUclaude/resume-previous-work-KzyLwclaude/review-crontech-handoff-qYEVqclaude/review-project-completeness-lHhS2claude/review-readme-docs-ulqPKclaude/serene-edison-rj87weclaude/setup-multi-repo-dev-BCwNQclaude/ship-fixes-and-tests-Jvz1cclaude/site-audit-competitive-pctlwgclaude/site-migration-vercel-XstpKclaude/standalone-product-repos-XHFTDcopilot/feat-smart-empty-states-keyboard-first-enhancementcopilot/feat-smart-morning-digest-review-context-restorecopilot/fix-and-process-workflowscopilot/update-ai-powered-code-reviewfeat/debt-mapfeat/push-policy-codeowners-hardeningfeat/smart-digest-contextfeat/stage-impactfeat/t1-secret-migrationfeat/u-polishfeat/w-self-hostfeat/w2-claude-configfix/agent-journey-orphan-sweepgatetest/auto-fix-1776586424172gatetest/auto-fix-1776586534814gatetest/auto-fix-1776590685143gatetest/auto-fix-1776590808199mainops/redeploy-retriggerstyle/dxt-cta-themeworktree-agent-a3377aad30d55da26worktree-agent-a7ef607b7ee1d6c74
issue-similarity.ts5.8 KB · 232 lines
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
/**
 * Block J28 — Issue title similarity / duplicate suggestions.
 *
 * Pure token-based Jaccard similarity for issue titles (+ optional bodies).
 * The idea: when a user is about to open a new issue, we can show the top-N
 * most similar existing issues so they can check if it's a duplicate before
 * posting. Also usable on an existing issue to surface related ones.
 *
 * The algorithm is deliberately simple and IO-free:
 *   1. Lowercase → strip punctuation → whitespace-split.
 *   2. Remove English stopwords.
 *   3. Drop tokens shorter than `MIN_TOKEN_LENGTH`.
 *   4. Score = |A ∩ B| / |A ∪ B| (Jaccard index).
 *
 * Scores are in [0, 1]; `rankCandidates` returns candidates sorted score-desc
 * (tie-break newest-first) and filters by `minScore` + `limit`.
 */

export const MIN_TOKEN_LENGTH = 2;

// Small, deliberately short English stopword list. Keeping it conservative
// so titles like "add auth to api" don't collapse to nothing.
export const STOPWORDS: ReadonlySet<string> = new Set([
  "a",
  "an",
  "the",
  "and",
  "or",
  "but",
  "if",
  "then",
  "so",
  "to",
  "of",
  "in",
  "on",
  "at",
  "by",
  "for",
  "with",
  "from",
  "as",
  "is",
  "it",
  "its",
  "this",
  "that",
  "these",
  "those",
  "be",
  "been",
  "are",
  "was",
  "were",
  "do",
  "does",
  "did",
  "done",
  "have",
  "has",
  "had",
  "will",
  "would",
  "can",
  "could",
  "should",
  "may",
  "might",
  "i",
  "me",
  "my",
  "we",
  "us",
  "our",
  "you",
  "your",
  "he",
  "she",
  "they",
  "them",
  "their",
]);

/**
 * Lowercase, strip non-alphanumeric (Unicode-aware), split on whitespace,
 * drop stopwords + short tokens. Returns a `Set<string>` (dedup implicit).
 */
export function tokeniseTitle(input: unknown): Set<string> {
  if (typeof input !== "string") return new Set();
  const lower = input.toLowerCase();
  // Replace anything that isn't a Unicode letter, digit, or dash with space.
  // Using \p{L} + \p{N} to stay multilingual.
  const cleaned = lower.replace(/[^\p{L}\p{N}_-]+/gu, " ");
  const out = new Set<string>();
  for (const tok of cleaned.split(/\s+/)) {
    if (tok.length < MIN_TOKEN_LENGTH) continue;
    if (STOPWORDS.has(tok)) continue;
    out.add(tok);
  }
  return out;
}

/** Classic Jaccard: |A ∩ B| / |A ∪ B|. Returns 0 when both sets are empty. */
export function jaccard<T>(a: ReadonlySet<T>, b: ReadonlySet<T>): number {
  if (a.size === 0 && b.size === 0) return 0;
  let intersection = 0;
  // Iterate the smaller set for efficiency.
  const [small, large] = a.size <= b.size ? [a, b] : [b, a];
  for (const t of small) if (large.has(t)) intersection++;
  const union = a.size + b.size - intersection;
  return union === 0 ? 0 : intersection / union;
}

export interface SimilarityCandidate {
  id: string;
  number: number;
  title: string;
  state?: string;
  createdAt?: Date | string | null;
}

export interface SimilarityResult {
  id: string;
  number: number;
  title: string;
  state?: string;
  score: number;
}

export interface RankOptions {
  /** Discard candidates with score strictly below this. Default 0.15. */
  minScore?: number;
  /** Return at most this many results. Default 5. */
  limit?: number;
  /** Optional id of the source issue — never ranked against itself. */
  excludeId?: string;
  /** Optional number of the source issue — never ranked against itself. */
  excludeNumber?: number;
  /** If set, restrict candidates to this state. */
  state?: string;
}

export const DEFAULT_MIN_SCORE = 0.15;
export const DEFAULT_LIMIT = 5;

function toTime(v: Date | string | null | undefined): number {
  if (!v) return 0;
  if (v instanceof Date) {
    const t = v.getTime();
    return Number.isNaN(t) ? 0 : t;
  }
  if (typeof v === "string") {
    const t = new Date(v).getTime();
    return Number.isNaN(t) ? 0 : t;
  }
  return 0;
}

export function rankCandidates(
  targetTitle: string,
  candidates: readonly SimilarityCandidate[],
  opts: RankOptions = {}
): SimilarityResult[] {
  const min = opts.minScore ?? DEFAULT_MIN_SCORE;
  const limit = Math.max(0, opts.limit ?? DEFAULT_LIMIT);
  const stateFilter = opts.state;
  const tTokens = tokeniseTitle(targetTitle);
  if (tTokens.size === 0 || limit === 0) return [];

  const results: (SimilarityResult & { __t: number })[] = [];
  for (const c of candidates) {
    if (opts.excludeId && c.id === opts.excludeId) continue;
    if (
      opts.excludeNumber !== undefined &&
      c.number === opts.excludeNumber
    ) {
      continue;
    }
    if (stateFilter && c.state !== stateFilter) continue;
    const cTokens = tokeniseTitle(c.title);
    if (cTokens.size === 0) continue;
    const score = jaccard(tTokens, cTokens);
    if (score < min) continue;
    results.push({
      id: c.id,
      number: c.number,
      title: c.title,
      state: c.state,
      score,
      __t: toTime(c.createdAt),
    });
  }

  results.sort((a, b) => {
    if (a.score !== b.score) return b.score - a.score;
    // Tie-break: newer candidates first (more likely relevant).
    if (a.__t !== b.__t) return b.__t - a.__t;
    // Stable final tie-break on number-desc.
    return b.number - a.number;
  });

  return results.slice(0, limit).map(({ __t, ...rest }) => rest);
}

/** "47%" style — useful for UI rendering. */
export function formatSimilarityPercent(score: number): string {
  if (!Number.isFinite(score)) return "0%";
  const clamped = Math.max(0, Math.min(1, score));
  return `${Math.round(clamped * 100)}%`;
}

/** One-shot convenience: tokenise + rank. */
export function findSimilar(
  targetTitle: string,
  candidates: readonly SimilarityCandidate[],
  opts?: RankOptions
): SimilarityResult[] {
  return rankCandidates(targetTitle, candidates, opts);
}

export const __internal = {
  MIN_TOKEN_LENGTH,
  STOPWORDS,
  DEFAULT_MIN_SCORE,
  DEFAULT_LIMIT,
  tokeniseTitle,
  jaccard,
  rankCandidates,
  findSimilar,
  formatSimilarityPercent,
  toTime,
};