Public recordExcellent
Software health reportschema 0.27.0 · metrics 2.3.1 · 2026-08-02 16:00 UTC
jesse-ai / jesse
An advanced crypto trading bot written in Python
jesse-ai/jesse holds a health index of 87 out of 100, placing it in the Excellent band. It scores highest on Vitality (93/100) and lowest on Security (54/100). It was last updated today. A single contributor accounts for most of its recent work.
87
overall / 100Software health index
Metrics are grouped into weighted categories on one standardized 1–100 scale. Overall starts as their weighted mean, calibrated against the distribution of the public record so bands carry percentile meaning; when public evidence triggers the High-Risk Jurisdiction Policy, the rating is adjusted and receives an At Risk ceiling of 34.
87
Exceptional93-100The record's top tier (≈ top 5%); essentially all checked criteria met
Excellent80-92Strong across the board; minor gaps
Good65-79Healthy; gaps are limited and manageable
Moderate50-64Acceptable with notable gaps; review recommended
Weak35-49Material weaknesses across several areas
At Risk20-34Significant weaknesses; adoption warrants caution
Critical1-19Severe problems (abandoned, single-maintainer, no hygiene)
Score profile
Each axis is a category. The shape matters more than the average — a healthy subject fills the whole shape, while a spike-and-crater profile means strength in one dimension is masking risk in another.
The weighted overall 73 is calibrated to 87 on the published index scale (record calibration 2026-08-02).
Ownership
JesseOrganization
367 followers24 public repossince Nov 2018
This repository is backed by an organization — shared, accountable stewardship that can outlive any single maintainer.
Package ecosystems
| Registry | Package | Version | Downloads / mo | Versions | Last publish |
|---|---|---|---|---|---|
| PyPI | jesse | 3.0.0 | - | 358 | 0 days ago |
Metrics by category
Vitality
Is the project alive — is code being written and are releases shipping?
93
Development activity
96Exceptional
How it's scored
| 36/36 | Push recency — last push 0 days ago |
| 32.5/36 | Commit cadence — 47/52 weeks with commits |
| 18/18 | Commit volume — 421 commits in the last year |
| 10/10 | OpenSSF Scorecard: Maintained — 30 commit(s) and 9 issue activity found in the last 90 days -- score normalized to 10 |
Inputs used
| commits_last_year | 421 |
| human_commit_share | 0.99 |
| days_since_last_push | 0 |
| active_weeks_last_year | 47 |
Release discipline
88Excellent
How it's scored
| 16.2/27 | Ships releases — 10 version tags (no GitHub releases) |
| 36/36 | Release recency — latest release 0 days ago |
| 27/27 | Release cadence — a release every ~7 days |
| 0/10 | OpenSSF Scorecard: Signed-Releases — no data |
Inputs used
| releases_count | 10 |
| latest_release_tag | v3.0.0 |
| releases_from_tags | yes |
| days_since_latest_release | 0 |
| mean_days_between_releases | 7 |
Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.
Community & Adoption
Does the project have users, downloads, attention, and a welcoming setup for contributors?
76
Popularity & adoption
98Exceptional
How it's scored
| 60/60 | Stars — 8,281 stars |
| 25/25 | Forks — 1,188 forks |
| 12.9/15 | Watchers — 207 watchers |
Inputs used
| forks | 1,188 |
| stars | 8,281 |
| watchers | 207 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Community health
50Moderate
How it's scored
| 22.5/22.5 | README |
| 22.5/22.5 | License — recognized license (MIT) |
| 0/18 | CONTRIBUTING guide |
| 0/13.5 | Code of conduct |
| 0/7.2 | Issue template |
| 0/6.3 | PR template |
Inputs used
| has_readme | yes |
| has_license | yes |
| readme_badges | — |
| has_contributing | no |
| has_issue_template | no |
| has_code_of_conduct | no |
| readme_badge_services | — |
| has_pull_request_template | no |
Sustainability & Governance
Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?
68
How it's scored
| 9/54 | Bus factor — 1 contributor(s) cover half of all commits |
| 8.1/22.5 | Commit distribution — top contributor authored 64% of commits |
| 13.5/13.5 | Contributor breadth — 50 contributors |
| 10/10 | OpenSSF Scorecard: Contributors — project has 7 contributing companies or organizations |
Inputs used
| bus_factor | 1 |
| contributors_sampled | 50 |
| top_contributor_share | 0.638 |
How it's scored
| 40.7/42 | Issue resolution — 97% of issues closed |
| 19.8/30 | PR acceptance — 278/422 decided PRs merged |
| 0/13 | Newcomer PR acceptance — no first-time contributor's PR decided in 30d |
| 0/15 | OpenSSF Scorecard: Code-Review — Found 0/28 approved changesets -- score normalized to 0 |
Inputs used
| merged_prs | 278 |
| open_issues | 5 |
| closed_issues | 153 |
| prs_merged_7d | — |
| prs_decided_7d | — |
| prs_merged_30d | — |
| prs_decided_30d | — |
| issue_closed_ratio | 0.968 |
| closed_unmerged_prs | 144 |
| first_time_authors_30d | — |
| first_time_prs_merged_30d | — |
| first_time_prs_decided_30d | — |
Excluded from scoring (no data or not applicable): newcomer_pr_acceptance. Remaining weights renormalized.
Ownership & stewardship
71Good
How it's scored
| 30/30 | Ownership backing — organization-owned |
| 0/20 | Verified domain |
| 18.4/25 | Owner reach — 367 followers of jesse-ai |
| 22.2/25 | Track record — 24 public repos, account ~7 yr old |
Inputs used
| followers | 367 |
| owner_type | Organization |
| is_verified | — |
| owner_login | jesse-ai |
| public_repos | 24 |
| account_age_days | 2,823 |
Package maintenance
100Exceptional
How it's scored
| 25/25 | Published & resolvable — 1 package(s) on pypi |
| 35/35 | Publish recency — latest publish 0 days ago |
| 20/20 | Version history — 358 published versions |
| 20/20 | Not deprecated — active, not deprecated or yanked |
Inputs used
| packages | jesse |
| ecosystems | pypi |
| any_deprecated | no |
| min_days_since_publish | 0 |
Engineering Quality
Are baseline engineering and documentation practices in place?
71
Engineering practices
68Good
How it's scored
| 24/24 | CI workflows — 3 workflow(s) |
| 24/24 | Tests present |
| 0/16 | Linter config |
| 0/9.6 | Pre-commit hooks |
| 0/6.4 | .editorconfig |
| 20/20 | OpenSSF Scorecard: CI-Tests — 2 out of 2 merged PRs checked by a CI test -- score normalized to 10 |
Inputs used
| has_ci | yes |
| has_tests | yes |
| has_editorconfig | no |
| has_linter_config | no |
| has_precommit_config | no |
Documentation
75Good
How it's scored
| 30/30 | README |
| 0/25 | Documentation directory |
| 15/15 | Documentation / homepage site — https://jesse.trade |
| 10/10 | Repository description |
| 10/10 | Topics — 18 topics |
| 10/10 | Wiki |
Inputs used
| topics | cryptocurrency, trading-bot, trading-algorithms, trading, crypto, framework, algo-trading, algorithmic-trading, jesse, trading-strategies, python, bot, crypto-bot, bitcoin, trade, crypto-bot-trading, quantitative-finance, quantitative-trading |
| has_wiki | yes |
| homepage | https://jesse.trade |
| has_readme | yes |
| has_docs_dir | no |
| has_description | yes |
Security
Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?
54
Security posture
43Weak
How it's scored
| 0.8/7.5 | Binary-Artifacts — binaries present in source code |
| 0/7.5 | Branch-Protection — branch protection not enabled on development/release branches |
| 2.5/2.5 | CI-Tests — 2 out of 2 merged PRs checked by a CI test -- score normalized to 10 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 0/7.5 | Code-Review — Found 0/28 approved changesets -- score normalized to 0 |
| 2.5/2.5 | Contributors — project has 7 contributing companies or organizations |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 7.5/7.5 | Dependency-Update-Tool — update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | License — license file detected |
| 7.5/7.5 | Maintained — 30 commit(s) and 9 issue activity found in the last 90 days -- score normalized to 10 |
| 5/5 | Packaging — packaging workflow detected |
| 0/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
| 3.5/5 | SAST — SAST tool detected but not run on all commits |
| 0/5 | Security-Policy — security policy file not detected |
| 0/7.5 | Signed-Releases — no data |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 0/7.5 | Vulnerabilities — 23 existing vulnerabilities detected |
Inputs used
| source | openssf_scorecard |
| checks_evaluated | 17 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 1 |
| scorecard_aggregate | 4.3 |
Excluded from scoring (no data or not applicable): signed_releases. Remaining weights renormalized.
Dependency advisories
100Exceptional
How it's scored
| 35/35 | Direct dependencies free of known advisories — no direct dependency carries a known advisory |
| 0/25 | Indirect dependencies free of known advisories — transitive set not separable from development and test dependencies in this scope |
| 0/40 | No advisories left outstanding — no advisory carries a publication date |
Inputs used
| source | osv |
| advisories | 0 |
| affected_packages | 0 |
| assessed_packages | 2 |
| unassessed_packages | 36 |
| affected_by_severity | none |
| direct_affected_packages | 0 |
Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 2 resolved dependencies against OSV. 36 could not be assessed — no resolved version, an unsupported ecosystem, or beyond the reported package list. This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.
AI Readiness
How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight (4%): agent tooling is a real maintenance signal, but a repository with none can still reach 100/100.
60
Agent context & guidance
77Good
How it's scored
| 45/45 | Agent instructions — AGENTS.md |
| 0/15 | Machine-readable docs (llms.txt) |
| 31.8/40 | Legible commit history — 59 of 99 human commits state their intent (structured subject or explanatory body) |
Inputs used
| has_llms_txt | no |
| legible_history_share | 0.596 |
| agent_instruction_files | AGENTS.md |
| agent_instruction_max_bytes | 10,691 |
Verify loop (build / test / typecheck)
50Moderate
How it's scored
| 0/18 | One-command bootstrap |
| 22/22 | Automated tests |
| 0/11 | Lint / format config |
| 0/11 | Static type checking |
| 10/10 | Reproducible environment — Dockerfile |
| 10/10 | Demonstrated agent practice — 45 of the last 100 commits agent-authored or agent-credited |
| 8/8 | Automated maintenance — 1 of the last 100 commits are automated dependency updates |
| 0/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
Inputs used
| has_nix | no |
| has_tests | yes |
| lockfiles | — |
| has_dockerfile | yes |
| typed_language | no |
| bootstrap_files | — |
| has_devcontainer | no |
| has_linter_config | no |
| typecheck_configs | — |
| agent_commit_share | 0.45 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0.01 |
Code legibility for models
52Moderate
How it's scored
| 0/45 | Type-checkable code — Python without a type-check config |
| 52.4/55 | Manageable file sizes — 53/1,106 source files over 60KB |
Inputs used
| primary_language | Python |
| largest_source_bytes | 6,915,612 |
| source_files_sampled | 1,106 |
| oversized_source_files | 53 |
Key facts
8,281GitHub stars
50contributors
421commits, last 12 months
0days since last push
10releases
1bus factor
5open issues
PyPIpackage ecosystems
Data collection warnings
- Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
- deps.dev does not index pypi:jesse@3.0.0; advisories assessed against the repository dependency graph instead
More detail
Star and fork history 0 ★ / 1,188 ⇿
0Stars
1,188Forks
9Releases
When each star and fork was added, collected from GitHub and bucketed by day. Cumulative growth sits directly above the daily additions it is made of, so the two read against each other: steady organic accretion looks nothing like an abrupt, short-lived burst. Where that difference is measurable, it is reported as growth authenticity.
Only the most recent history is shown — this repository exceeds the collection window, so the earliest history is not captured.
Major 0Minor 3Patch 6
Each point covers 5 days.
OpenSSF Scorecard 4.3 / 10
4.3aggregate
Independent, tool-agnostic security assessment from the open-source OpenSSF Scorecard. Each check rewards a security practice, not a specific vendor's tool. Checks Scorecard could not determine are marked n/a and excluded from the security score (never counted as zero).
| 1 | Binary-Artifacts | binaries present in source code |
| 0 | Branch-Protection | branch protection not enabled on development/release branches |
| 10 | CI-Tests | 2 out of 2 merged PRs checked by a CI test -- score normalized to 10 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 0 | Code-Review | Found 0/28 approved changesets -- score normalized to 0 |
| 10 | Contributors | project has 7 contributing companies or organizations |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 10 | Dependency-Update-Tool | update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 10 | Maintained | 30 commit(s) and 9 issue activity found in the last 90 days -- score normalized to 10 |
| 10 | Packaging | packaging workflow detected |
| 0 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 0 |
| 7 | SAST | SAST tool detected but not run on all commits |
| 0 | Security-Policy | security policy file not detected |
| n/a | Signed-Releases | no releases found |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 0 | Vulnerabilities | 23 existing vulnerabilities detected |
All dependencies 38
Full resolved dependency set from the GitHub dependency graph: 0 direct and 38 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.
| Registry | Package | Version | Relation |
|---|---|---|---|
| PyPI | aiofiles | — | indirect |
| PyPI | aioredis | — | indirect |
| PyPI | arrow | — | indirect |
| PyPI | blinker | — | indirect |
| PyPI | click | — | indirect |
| PyPI | cryptography | — | indirect |
| PyPI | ecdsa | — | indirect |
| PyPI | eth-account | — | indirect |
| PyPI | fastapi | — | indirect |
| PyPI | fnc | — | indirect |
| PyPI | jesse-rust | 1.2.0 | indirect |
| PyPI | joblib | — | indirect |
| PyPI | matplotlib | — | indirect |
| PyPI | mcp | 1.28.1 | indirect |
| PyPI | msgpack | — | indirect |
| PyPI | numpy | — | indirect |
| PyPI | optuna | — | indirect |
| PyPI | pandas | — | indirect |
| PyPI | peewee | — | indirect |
| PyPI | psycopg2-binary | — | indirect |
| PyPI | pydash | — | indirect |
| PyPI | pyjwt | — | indirect |
| PyPI | pytest | — | indirect |
| PyPI | python-dotenv | — | indirect |
| PyPI | ray | — | indirect |
| PyPI | redis | — | indirect |
| PyPI | requests | — | indirect |
| PyPI | scikit-learn | — | indirect |
| PyPI | scipy | — | indirect |
| PyPI | simplejson | — | indirect |
| PyPI | starkbank-ecdsa | — | indirect |
| PyPI | statsmodels | — | indirect |
| PyPI | tabulate | — | indirect |
| PyPI | timeloop | — | indirect |
| PyPI | uvicorn | — | indirect |
| PyPI | websocket-client | — | indirect |
| PyPI | websockets | — | indirect |
| PyPI | wsaccel | — | indirect |
Dependency advisories 0
This repository publishes no package the index resolves, so its own dependency graph was assessed — 2 packages, which also include development and test pins that never ship: 0 carry known advisories, of which 0 are direct. 36 could not be assessed — no resolved version, an unsupported ecosystem, or beyond the reported package list.
No known advisories affect the assessed dependencies.
An advisory means the version recorded in the dependency graph falls inside an advisory’s affected range. Reachability is not analysed, and the graph includes development and test pins — a finding may concern tooling rather than shipped software.
Raw JSON report machine-readable
{
"data": {
"repo": {
"topics": [
"cryptocurrency",
"trading-bot",
"trading-algorithms",
"trading",
"crypto",
"framework",
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"algorithmic-trading",
"jesse",
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"crypto-bot-trading",
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"is_fork": false,
"size_kb": 102232,
"has_wiki": true,
"homepage": "https://jesse.trade",
"languages": {
"CSS": 1212,
"HTML": 36819,
"Shell": 250,
"Python": 3895743,
"Dockerfile": 703,
"JavaScript": 7332
},
"pushed_at": "2026-08-02T15:53:34Z",
"created_at": "2018-11-09T10:38:44Z",
"owner_type": "Organization",
"updated_at": "2026-08-02T15:58:35Z",
"description": "An advanced crypto trading bot written in Python",
"is_archived": false,
"is_disabled": false,
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"significant_languages": [
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},
"owner": {
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"type": "Organization",
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"company": null,
"location": "Luxembourg",
"followers": 367,
"avatar_url": "https://avatars.githubusercontent.com/u/44895627?v=4",
"created_at": "2018-11-09T10:35:28Z",
"is_verified": null,
"public_repos": 24,
"account_age_days": 2823
},
"license": {
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"spdx_id": "MIT",
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"file_present": true,
"scorecard_found": true,
"profile_has_license": true
},
"activity": {
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"kind": "major",
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"kind": "patch",
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"tag": "v2.3.3",
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"published_at": "2026-06-03T17:44:21Z"
},
{
"tag": "v2.3.1",
"kind": "patch",
"published_at": "2026-06-03T16:37:26Z"
},
{
"tag": "v2.3.0",
"kind": "minor",
"published_at": "2026-06-03T15:17:23Z"
},
{
"tag": "v2.2.2",
"kind": "patch",
"published_at": "2026-05-31T15:16:45Z"
},
{
"tag": "v2.2.1",
"kind": "patch",
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}
],
"recent_commits": [
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"is_bot": false,
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"is_bot": false,
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{
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},
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{
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},
{
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"headline": "Persist failed research session state",
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},
{
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"headline": "Add isolated dashboard test database support",
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"body_truncated": false,
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},
{
"oid": "2b7708a7042ea8225c120bbaa7f553c5dd762070",
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"headline": "Split local and external startup info",
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"body": "The plugin releases endpoints moved to the api2 backend. Point the live-plugin\ninstaller's download and the releases-info lookup at JESSE_API2_URL. The license\ncheck (/v2/user-info) is unchanged.\n\nCo-authored-by: Saleh Mir <liveproduction@special.lu>\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
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"headline": "Fetch the Jesse Live plugin (download + releases-info) from api2 (#595)",
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"headline": "Merge Kraken Pro (Spot + Futures) core support (PR #588)",
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"body": "get_order_by_id did `id in str(o.id)`, which raises\n\"TypeError: 'in <string>' requires string as left operand, not int\"\nwhen the client_id arrives as an int rather than a str. Some exchange\norder-stream payloads carry numeric ids (e.g. Binance algo/strategy order\nids), which crashed the order-status\n[…]\nefore the substring\nmatch. Adds a regression test covering int and None ids.\n\nCo-authored-by: Saleh Mir <liveproduction@special.lu>\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
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"body": "Disable live_trading for Kraken's public OHLC endpoint (720-candle\nrolling window) and enable backtesting for the leveraged Kraken mode\nthat supports historical data.",
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"body": "Make the server-authoritative backend the default (was \"local\") so the daily limit\nis enforced by the licensing backend with no env var needed. \"local\" stays available\nas an opt-out via MCP_USAGE_METER=local. Fails open, so a backend outage never\ndisrupts usage.\n\nTests: an autouse fixture forces loc\n[…]\nr the existing local-flow tests; add a\ndefault-is-remote check. All 26 pass.\n\nCo-authored-by: Saleh Mir <liveproduction@special.lu>\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
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"headline": "MCP usage limits: default the meter to \"remote\" (#593)",
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"body": "Reverts the generic webhook driver (custom payload key + JSON template) and its\ntests. _custom_channel_notification returns to handling only Slack/Discord URLs.\nThe Telegram/Discord/Slack notification drivers are unaffected.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
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"body": "Generic webhooks can now shape the request body to whatever the target service\nexpects, instead of a hardcoded {'text': ...}:\n- payload_template: user-supplied JSON of any shape with a {{message}} placeholder\n (substituted at any depth) POSTed verbatim — supports extra/nested fields.\n- payload_key:\n[…]\nld name\n (defaults to 'text'). payload_template takes precedence.\nBoth flow through the stored notification driver config + CSV import/export.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
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"headline": "notifier: configurable webhook payload (custom key + full JSON template)",
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"body": "Adds generic webhook delivery to _custom_channel_notification: non-Slack/Discord\nURLs now POST JSON ({'text': ...}) with a form-encoded fallback instead of raising,\nwith a 15s timeout matching the other senders so a slow endpoint can't stall the\nnotifier loop. Adds a stored 'webhook' driver path and\n[…]\nm colleague's stale webhook-notifcation branch onto current master to\navoid reverting the existing HTTP timeouts and notifier-loop crash guard.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
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"body": "elliottech/lighter-python v1.1.1 (#158, 'allow l2 sig revoke & approve zero\nfees integrator'): the new signer can build a zero-fee integrator approve using\nonly the L2 (API-key) signature. The previous build treated zero max-fees as a\nrevoke ('ApprovalExpiry should be zero when revoking'), so a friction-free\nauto-approve was impossible. Verified live on mainnet (sendTx code 200, no L1).\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
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"headline": "Lighter: update vendored signer binaries to upstream v1.1.1",
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"body": "_load_asset_pairs only normalized XBT->BTC, so Dogecoin was exposed as XDG-USD\ninstead of DOGE-USD — it looked 'missing' as DOGE, and XDG-USD then errored\nbecause the trade/WS API only speaks the standard DOGE name. Add a shared\nKraken<->Jesse base-alias map (XBT<->BTC, XDG<->DOGE) applied inbound and in the\noutbound altname fallback.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
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"headline": "kraken candle driver: normalize XDG->DOGE alias",
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"body": "Backtest candle-import driver for KuCoin (enums KUCOIN_SPOT / KUCOIN_USDT_PERPETUAL,\ninfo.py fees+settle, drivers/KuCoin spot+futures fetchers + symbol mapping).",
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"headline": "feat: KuCoin Spot + USDT Perpetual candle-import driver",
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"body": "Update requirements.txt to pin jesse-rust==1.2.0 (was 1.1.0). This change upgrades the dependency to the newer release to pick up improvements or fixes in 1.2.0.",
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"headline": "Bump jesse-rust to 1.2.0",
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"oid": "146d345eb1feb792d53c7746fa3b532de958ed25",
"body": "test_fast_mode_equivalence runs the same single-route real-strategy\nbacktest twice (fast_mode=False then True) over deterministic gapless\n1m candles (~5 months, seed 9001) and asserts the trades fingerprint\n(trades_hash, trade counts, net profit, finishing balance, fee) is\nidentical between the two \n[…]\nr\ntoo) that must not be codified here. Verified to pass on master\n@ 0987c304 as well (12.7s) and on this branch (7.6s); suite is now\n501 passed.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Add fast/step simulator equivalence regression test (clean data)",
"author_name": "Saleh Mir",
"author_login": null,
"committed_at": "2026-06-12T08:43:53Z",
"body_truncated": true,
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},
{
"oid": "79ac1a491216bea297e95ef4dc31d51664436799",
"body": "…results\n\nTwo slow-but-default pytest tests run full research.backtest() sessions with\nreal strategies adapted from the maintainer's bot project (Alligator multi-TF,\nDonchian-ATR trend, ADX/Williams%R) over seeded synthetic candle windows\n(~1y single-route step-sim; ~6mo x 3 routes fast-sim) and ass\n[…]\n\n\nAlso registers a 'slow' pytest marker (tests/conftest.py) and documents the\npre-existing API-singleton driver-freeze quirk the tests sidestep.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Add real-strategy regression tests pinned to pre-optimization master …",
"author_name": "Saleh Mir",
"author_login": null,
"committed_at": "2026-06-12T08:09:09Z",
"body_truncated": true,
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{
"oid": "c0bc92f68be3c3005d7b92d7c5b61adf923e7ae4",
"body": "… preservation)\n\nThe reuse in _simulate_new_candles returned the post-jump-fix candle for\npipeline sessions, while historical behavior built the HTF candle from the\npre-fix rows in candles_arr (the pipeline buffer write-back precedes the\nfix). Gating on (storage_1m is not None or candles_pipeline is\n[…]\n all view-backed paths and the exact old behavior for\npipelines. Fingerprints re-verified (gatecheck: fp cc8ab0d73d50ae16, no\nspeed regression).\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Gate the HTF real_candle reuse to non-pipeline paths (strict behavior…",
"author_name": "Saleh Mir",
"author_login": null,
"committed_at": "2026-06-12T07:28:16Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "7d24a375721b0206b0adbe53e8e19d2deb842e01",
"body": "Comments/docs only — zero behavior change (verified: bench docscheck\nfingerprints cc8ab0d73d50ae16 identical to baseline after these edits).\n\n- docs-perf/REPORT.md: executive summary (suite 79.0s -> 27.5s, 2.88x,\n full per-round table), correctness methodology (fingerprint gating incl.\n trades_has\n[…]\n note the *_last call is bit-for-bit\n identical to the full-series kernel's [-1].\n- DynamicNumpyArray.__getitem__: hot-path restructuring note.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Docs: review guide + why-comments for the perf-backtests branch",
"author_name": "Saleh Mir",
"author_login": null,
"committed_at": "2026-06-12T07:25:02Z",
"body_truncated": true,
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},
{
"oid": "15cb00d382ddd115347372eacd7c9a3dd8a2625e",
"body": "In the skip simulator, whenever a route's timeframe count equals the\nsimulation step (always true for single-timeframe sessions), the\nhigher-timeframe candle was rebuilt from the exact same rows that\n_simulate_price_change_effect_multiple_candles had just aggregated into\nreal_candle, through the exa\n[…]\ne\nstorage buffer, so no aliasing is retained.\n\nbench (fast): a 0.33->0.30s, b 5.46->5.41s, c 2.52->2.43s, d 2.11->2.05s;\nfingerprints identical.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Reuse the step's real candle as the HTF candle when counts align",
"author_name": "Saleh Mir",
"author_login": null,
"committed_at": "2026-06-11T21:25:32Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "55f0ad774c5521d72671c87382e52d7a546a56ce",
"body": "Position.type read qty/_min_qty through up to two stacked property chains\n(is_long -> _min_qty, is_short -> _min_qty) and is_open allocated a list\nper call; type now reads qty and _min_qty once (identical comparisons) and\nis_open compares against 'close'. Pure restructuring of per-call reads --\nno caching, nothing can go stale, safe for live trading.\n\nbench: ~0-1.5% (within noise on b, small gain on c_multi fast);\nfingerprints identical.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Flatten Position.type/is_open property chains",
"author_name": "Saleh Mir",
"author_login": null,
"committed_at": "2026-06-11T21:14:23Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "51be56bc5072c8e60f95884d42c81851664aaa80",
"body": "Mirror of the step simulator's prefill (e86ac0d2) for fast mode, which is\nthe default path for dashboard/MCP users. For pipeline-less pairs the\nper-step loop's only input mutations are the step-boundary jumped-candle\nfixes (which read only the previous close, never written by any fix), so\nthey are a\n[…]\nty) with fallback to the old path.\n\nbench (fast): a 0.38->0.34s, b 5.81->5.62s, c 2.78->2.58s, d 2.63->2.43s\nvs round 2; fingerprints identical.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Prefill 1m candle storage upfront in the skip simulator too",
"author_name": "Saleh Mir",
"author_login": null,
"committed_at": "2026-06-11T21:05:47Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "20c6b834309458b0d0dcdd627ed93f618119a14f",
"body": "For arrays of <= 8 elements (the buy/sell/stop-loss/take-profit pairs\ncompared every candle), compare elements directly instead of paying\nufunc dispatch — identical float/NaN semantics.\n\nbench: b_heavy_15m:fast 6.09s -> 5.78s, fingerprint identical.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Scalar-compare tiny order arrays in _np_array_equal",
"author_name": "Saleh Mir",
"author_login": null,
"committed_at": "2026-06-11T20:47:15Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "3453688e17ad9ceca9ab8f463de36a854be8ab9d",
"body": "- Strategy._detect_and_handle_entry_and_exit_modifications: replace\n np.array_equal with a semantically-identical helper that skips\n numpy's dispatch overhead for the small ndarray pairs compared on\n every candle (~58K calls per heavy backtest).\n- candle_service.get_candles: same logic, but plain\n[…]\nm:fast 6.31s -> 6.09s, fingerprint identical.\ntests: test_parent_strategy/test_state_candle/test_candle_service/\ntest_simulator_parity all pass.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Cheapen per-candle Python hot paths: array compares and get_candles",
"author_name": "Saleh Mir",
"author_login": null,
"committed_at": "2026-06-11T20:44:21Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "e86ac0d2db3b9c1af5c189a5cc9f5151f2d9bb24",
"body": "For pipeline-less pairs, gap-fix the whole 1m series once via\njesse_rust.fix_jumped_candles, bulk-copy it into the storage buffer,\nand replace the per-minute add_candle + DynamicNumpyArray.append with\na single index bump. Guards (dtype/writeable/zero-ts/strictly\nincreasing timestamps/warmup continui\n[…]\nexactly as before.\n\nbench: a_simple_1h:step 2.21s -> 1.25s, b_heavy_15m:step 11.85s ->\n7.56s (1.81x / 1.57x vs round 1), fingerprints identical.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Prefill 1m candle storage upfront in the step simulator",
"author_name": "Saleh Mir",
"author_login": null,
"committed_at": "2026-06-11T20:39:44Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "cdd8b8e618b01d7ea59b49b9e3a8aae8fae4f297",
"body": "generate_candle_from_one_minutes and the real_candle construction in\n_simulate_price_change_effect_multiple_candles now call\njesse_rust.candle_from_one_minutes (bit-exact vs the numpy expression,\nverified for all block sizes <= 4320 rows; numpy fallback above).\n\nbench: b_heavy_15m:fast 6.82s -> 6.31s, a_simple_1h:step 2.27s -> 2.21s,\nfingerprints identical.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Build higher-timeframe candles via the jesse_rust kernel",
"author_name": "Saleh Mir",
"author_login": null,
"committed_at": "2026-06-11T20:32:16Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "23ec9fe110df0bc7578547dbb42b7d6b2e3d4e12",
"body": "ema/sma/rsi/atr/bollinger_bands now call the new jesse_rust *_last\nfunctions when sequential=False: identical recurrence (bitwise-equal\noutput), but no full-series allocation, no [-1] indexing, and no\nastype(float64) copy in bollinger_bands when the source is already\nf64 (the Rust side accepts strided views).\n\nbench: b_heavy_15m:fast 9.90s -> 6.82s (1.45x vs round 1),\nfingerprint identical. tests/test_indicators.py: 178 passed.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Use jesse_rust scalar *_last indicator kernels for sequential=False",
"author_name": "Saleh Mir",
"author_login": null,
"committed_at": "2026-06-11T20:25:46Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "fdbd016691a5a1f4edebcdd380b005fb9f573cd4",
"body": "The previous membership-test version still went through\nMapping.__contains__, which internally raises/catches KeyError on every\ncall when the env var is absent — that lookup alone was ~0.5s per heavy\nbacktest via get_config() -> slice_candles() on every indicator call.\n\nNew logic: if 'pytest' is in \n[…]\n failures, 80 passed).\n\nBench b_heavy_15m fast: 10.29s -> 9.85s (-12.2% vs baseline 11.22s).\nFingerprint 760596ae71bcce7b identical to baseline.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Make is_unit_testing() near-free outside pytest processes",
"author_name": "Saleh Mir",
"author_login": null,
"committed_at": "2026-06-11T20:01:38Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "30dcc470d3026df4e3b5fac327893374ddbf92c2",
"body": "- _simulate_price_change_effect: only re-add the real candle to storage\n when at least one order actually executed (i.e. partial candles were\n written that need to be overwritten). When nothing executed, the\n caller (_step_simulator) added this exact candle object immediately\n before, so the sec\n[…]\ne 5.33s),\nb_heavy_15m step 14.65s -> 12.17s (-24.8% vs baseline 16.17s).\nFingerprints cc8ab0d73d50ae16 / 760596ae71bcce7b identical to baseline.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Skip redundant candle re-store and duplicate position lookup per minute",
"author_name": "Saleh Mir",
"author_login": null,
"committed_at": "2026-06-11T19:56:34Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "5dfa632078fd4c70c86f28ecc097a313f5aaef43",
"body": "Precompute once before the loop instead of per minute (x ~260K-1M):\n- per-route candle arrays / pipelines / exchange / symbol tuples\n (replaces 3 dict lookups per route per minute)\n- (timeframe, minutes) pairs for higher-timeframe generation (replaces\n config['app']['considering_timeframes'] looku\n[…]\n.05s (-20%; -42.8% vs baseline 5.33s),\nfast 0.74s -> 0.60s (combined with previous commits).\nFingerprint cc8ab0d73d50ae16 identical to baseline.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Hoist loop invariants out of the _step_simulator per-minute loop",
"author_name": "Saleh Mir",
"author_login": null,
"committed_at": "2026-06-11T19:52:35Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "8048b4cb6efe4c14b631a0ed1f19a8838ebd9d3e",
"body": "…, keys)\n\n- utils.timeframe_to_one_minutes: use the existing module-level\n TIMEFRAME_TO_ONE_MINUTES constant instead of rebuilding a 17-entry\n dict + running two function-level imports on every call (~145K calls\n per heavy backtest). Error path unchanged (same InvalidTimeframe).\n- helpers.timefra\n[…]\nn: inline jh.key() f-strings.\n\nBench b_heavy_15m fast: 11.22s -> 10.29s (-8.3% vs baseline).\nFingerprint 760596ae71bcce7b identical to baseline.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Cheapen per-indicator-call helpers (timeframe lookup, is_unit_testing…",
"author_name": "Saleh Mir",
"author_login": null,
"committed_at": "2026-06-11T19:50:01Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "c9d33d0920ac9ddd539e938b9f0f29be9f00e376",
"body": "- _simulate_price_change_effect: skip the candle copy and the execution\n while-loop entirely when no order falls inside the candle (the common\n case); the closing add_candle + position price update now run once at\n the tail, which is exactly what the old loop's single break path did.\n Removed re\n[…]\n baseline 5.33s),\nb_heavy_15m step 16.17s -> 14.65s (-9.4% vs baseline). Fingerprints\ncc8ab0d73d50ae16 / 760596ae71bcce7b identical to baseline.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Early-exit order simulation paths in the per-minute hot loop",
"author_name": "Saleh Mir",
"author_login": null,
"committed_at": "2026-06-11T19:46:25Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "e2860dc4d3c8195d1e7b0f0a42b6bc11351798ee",
"body": "…mpyArray)\n\n- add_candle: read the last candle's timestamp once as a scalar\n (arr.array[index, 0]) instead of up to 3 arr[-1][0] row-view builds per\n call; write last-candle updates directly (arr.array[index] = candle);\n hoist the duplicated jh.is_live() call; early-return on initial append.\n- Ca\n[…]\nse-branch)\npreserved.\n\nBench a_simple_1h: step 5.33s -> 4.27s (-19.9%), fast 0.74s -> 0.72s.\nFingerprint cc8ab0d73d50ae16 identical to baseline.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Cheapen hot candle-storage access (add_candle, get_storage, DynamicNu…",
"author_name": "Saleh Mir",
"author_login": null,
"committed_at": "2026-06-11T19:42:29Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "f86521f80293fc0311c99238e435e0fb30657721",
"body": "In research/backtest sessions outside a Jesse project the per-trade\nClosedTrade.update() always raised 'Query must be bound to a database',\ngot caught, and pretty-printed a debugging block to the terminal for\nevery closed trade. Guard on database.is_open() instead — exactly the\ncases that previously\n[…]\nrminal I/O.\n\nBench: a_simple_1h step 5.33s -> 5.33s (neutral here; scales with trade\ncount), fingerprint cc8ab0d73d50ae16 identical to baseline.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Skip closed-trade DB write when no database is available",
"author_name": "Saleh Mir",
"author_login": null,
"committed_at": "2026-06-11T19:39:58Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "41d0f80424244aef24b482ef1c8c526a557a0a16",
"body": "Adds KRAKEN_SPOT / KRAKEN_PERPETUAL / KRAKEN_PERPETUAL_TESTNET enums and info.py\nentries, plus REST candle-import drivers used for live warm-up candles:\n- Kraken Spot (api.kraken.com /0/public/OHLC; rolling ~720-candle window so\n backtesting=False; OHLC time is seconds -> ms, candle open-time, olde\n[…]\nutures.kraken.com charts API; time already in ms, deep history).\nBoth translate Jesse BASE-USD symbols to Kraken naming (XBT<->BTC, PF_ perps).\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Add Kraken Pro Spot + Futures: enums, info.py, candle-import drivers",
"author_name": "Saleh Mir",
"author_login": null,
"committed_at": "2026-06-08T18:41:10Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "e499b3eae3f24be246ddb306e0d509a0807a2b59",
"body": "Rebuilt jesse/static from the current dashboard-v1 master, which includes the merged\noptimizationStore.ts _ensureResultsShape fix (recovers MCP-created + older optimization\nsessions that previously failed to load). Generated via dashboard-v1 'npm run generate'.\n\nCo-authored-by: Saleh Mir <liveproduction@special.lu>\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Rebuild dashboard static (optimization session-loading fix) (#587)",
"author_name": "Saleh Mir",
"author_login": "saleh-mir",
"committed_at": "2026-06-08T17:37:55Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "04f7e8528328fc4862205a54c9e6eb36ac6cffb4",
"body": "Rebuilt jesse/static from the current dashboard-v1 master, which includes the merged\noptimizationStore.ts _ensureResultsShape fix (recovers MCP-created + older optimization\nsessions that previously failed to load). Generated via dashboard-v1 'npm run generate'.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Rebuild dashboard static (optimization session-loading fix)",
"author_name": "Saleh Mir",
"author_login": null,
"committed_at": "2026-06-08T17:34:31Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "0987c304d7f276cfc09c942e53d4c39c9395b8ee",
"body": "create_optimization_draft_service persisted an incomplete session results state ({alert}\nonly). The dashboard's loadSession patches that state in and then reads\nresults.progressbar.current / results.exception.error directly, so MCP-created sessions\ncrashed with 'Failed to load session' (dashboard-ru\n[…]\nready-saved broken sessions).\nThe dashboard must be rebuilt into jesse/static at release.\n\nCo-authored-by: Saleh Mir <liveproduction@special.lu>\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Fix MCP optimization sessions failing to load in the dashboard (#586)",
"author_name": "Saleh Mir",
"author_login": "saleh-mir",
"committed_at": "2026-06-08T17:30:16Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "3ed65ff6837242090b4ca9391d5067e9344fc249",
"body": "jesse/services/env.py validates that a project .env exists at import time and, if\nmissing, called jh.error(). But jh.error() -> is_live() -> jesse.config ->\njesse.modes.utils -> jesse.services.logger -> jesse.services.redis, and\nservices.redis is exactly what imports env.py — so it is still mid-impo\n[…]\n process exits cleanly. Behaviour with a valid .env\nis unchanged; full suite still green.\n\nCo-authored-by: Saleh Mir <liveproduction@special.lu>\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Fix circular-import crash when a project .env is missing (#585)",
"author_name": "Saleh Mir",
"author_login": "saleh-mir",
"committed_at": "2026-06-07T15:15:03Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "b4e3536478482a9dc6f3a6a472b52d7f94e22287",
"body": "Introduce _print_import_progressbar to render a compact visual progress bar for CLI/research candle imports (show_progressbar=True). The new helper builds a 32-char bar using filled/empty blocks, clamps the filled width, formats a human-readable ETA (h/m/s), and displays the symbol, exchange, percent, reached date, and ETA. Replace the previous single-line progress print in run() with a call to this helper for clearer import feedback.",
"is_bot": false,
"headline": "Add CLI progress bar for candle imports",
"author_name": "Saleh Mir",
"author_login": "saleh-mir",
"committed_at": "2026-06-07T12:32:50Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "4e4d1363da56e9418296507461d9d249b3365514",
"body": null,
"is_bot": false,
"headline": "update dashboard files",
"author_name": "Saleh Mir",
"author_login": "saleh-mir",
"committed_at": "2026-06-07T12:32:42Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9b2293f846640534dd04bd465486a56496145fc8",
"body": "Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Bump version to 2.3.4",
"author_name": "Saleh Mir",
"author_login": null,
"committed_at": "2026-06-06T14:18:14Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "511aa42e823ea6a0b685209f5fde9039b921af89",
"body": "Guests (no license token) get 0 research runs by default; the message states a free account is required (no premium mention). Free 100/day and paid unlimited unchanged. Client-side; fail-open only on a real backend error.",
"is_bot": false,
"headline": "MCP usage limits: guests need an account (0 runs by default) (#584)",
"author_name": "Saleh Mir",
"author_login": "saleh-mir",
"committed_at": "2026-06-06T13:51:04Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a0808a4f8639d9541c8b9ba40273651f51706ef2",
"body": "… and Monte Carlo runs\n\nfast_mode now defaults to True in create_backtest_draft (tool + service) and\nthe Monte Carlo run-payload fallback, matching the existing optimization default.\nResource docs updated to reflect the new defaults.\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat(mcp): enable fast_mode by default for all MCP-executed backtests…",
"author_name": "Saleh Mir",
"author_login": "saleh-mir",
"committed_at": "2026-06-06T12:25:35Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "e6d2d632d40a921672051710d054ad46996e4252",
"body": "MCP usage limits: daily free-plan allowance for research runs (client-side)",
"is_bot": false,
"headline": "Merge pull request #583 from jesse-ai/feat/mcp-usage-limits",
"author_name": "Saleh Mir",
"author_login": "saleh-mir",
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"body": "Per Saleh: a missing license token now means GUEST (not fail-open) — metered at a\nsmaller daily budget (50) and nudged to log in when over. A logged-in non-paid\nuser is FREE (100/day, nudged to upgrade to premium). Paid plans stay unlimited.\nOnly a real backend error (token present but /v2/user-info\n[…]\nis client-side (local Redis daily counter) and fail-open, per Saleh's call: a\nsoft nudge toward premium, not a hard wall (a determined user can bypass it).\n\nAdds a paid-plans test and updates the doc.",
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"body": "The step simulator (fast_mode=False) built higher-timeframe candles and its\ngap-fix reference from the ORIGINAL candles array, because it never wrote the\npipeline's synthetic candle back into it (the skip simulator does). So with a\ncandle pipeline active (Monte Carlo), the strategy's indicators were\n[…]\nPipeline, plus a\nregression test asserting fast and full feed the strategy identical candles\nunder a pipeline (the test fails before this fix).\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
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{
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},
{
"key": "engineering",
"band": "good",
"name": "Engineering Quality",
"value": 71,
"weight": 0.19,
"metrics": [
{
"key": "engineering_practices",
"band": "good",
"name": "Engineering practices",
"note": null,
"notes": [],
"value": 68,
"inputs": {
"has_ci": true,
"has_tests": true,
"has_editorconfig": false,
"has_linter_config": false,
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},
"components": [
{
"key": "ci_workflows",
"name": "CI workflows",
"detail": "3 workflow(s)",
"points": 24,
"status": "met",
"details": [
{
"code": "ci_workflows",
"params": {
"count": 3
}
}
],
"max_points": 24
},
{
"key": "tests_present",
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"detail": null,
"points": 24,
"status": "met",
"details": [],
"max_points": 24
},
{
"key": "linter_config",
"name": "Linter config",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 16
},
{
"key": "pre_commit_hooks",
"name": "Pre-commit hooks",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
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},
{
"key": "editorconfig",
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"detail": null,
"points": 0,
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"details": [],
"max_points": 6.4
},
{
"key": "openssf_scorecard_ci_tests",
"name": "OpenSSF Scorecard: CI-Tests",
"detail": "2 out of 2 merged PRs checked by a CI test -- score normalized to 10",
"points": 20,
"status": "met",
"details": [],
"max_points": 20
}
]
},
{
"key": "documentation",
"band": "good",
"name": "Documentation",
"note": null,
"notes": [],
"value": 75,
"inputs": {
"topics": [
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"trading-bot",
"trading-algorithms",
"trading",
"crypto",
"framework",
"algo-trading",
"algorithmic-trading",
"jesse",
"trading-strategies",
"python",
"bot",
"crypto-bot",
"bitcoin",
"trade",
"crypto-bot-trading",
"quantitative-finance",
"quantitative-trading"
],
"has_wiki": true,
"homepage": "https://jesse.trade",
"has_readme": true,
"has_docs_dir": false,
"has_description": true
},
"components": [
{
"key": "readme",
"name": "README",
"detail": null,
"points": 30,
"status": "met",
"details": [],
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},
{
"key": "documentation_directory",
"name": "Documentation directory",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 25
},
{
"key": "documentation_homepage_site",
"name": "Documentation / homepage site",
"detail": "https://jesse.trade",
"points": 15,
"status": "met",
"details": [],
"max_points": 15
},
{
"key": "repository_description",
"name": "Repository description",
"detail": null,
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "topics",
"name": "Topics",
"detail": "18 topics",
"points": 10,
"status": "met",
"details": [
{
"code": "topics_count",
"params": {
"count": 18
}
}
],
"max_points": 10
},
{
"key": "wiki",
"name": "Wiki",
"detail": null,
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
}
],
"description": "Are baseline engineering and documentation practices in place?"
},
{
"key": "security",
"band": "moderate",
"name": "Security",
"value": 54,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
"band": "weak",
"name": "Security posture",
"note": "Excluded from scoring (no data or not applicable): Signed-Releases. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"signed_releases"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 43,
"inputs": {
"source": "openssf_scorecard",
"checks_evaluated": 17,
"scorecard_version": "v5.5.0",
"checks_inconclusive": 1,
"scorecard_aggregate": 4.3
},
"components": [
{
"key": "binary_artifacts",
"name": "Binary-Artifacts",
"detail": "binaries present in source code",
"points": 0.8,
"status": "partial",
"details": [],
"max_points": 7.5
},
{
"key": "branch_protection",
"name": "Branch-Protection",
"detail": "branch protection not enabled on development/release branches",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "ci_tests",
"name": "CI-Tests",
"detail": "2 out of 2 merged PRs checked by a CI test -- score normalized to 10",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "cii_best_practices",
"name": "CII-Best-Practices",
"detail": "no effort to earn an OpenSSF best practices badge detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 2.5
},
{
"key": "code_review",
"name": "Code-Review",
"detail": "Found 0/28 approved changesets -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "contributors",
"name": "Contributors",
"detail": "project has 7 contributing companies or organizations",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "dangerous_workflow",
"name": "Dangerous-Workflow",
"detail": "no dangerous workflow patterns detected",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "dependency_update_tool",
"name": "Dependency-Update-Tool",
"detail": "update tool detected",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "fuzzing",
"name": "Fuzzing",
"detail": "project is not fuzzed",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "license",
"name": "License",
"detail": "license file detected",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "maintained",
"name": "Maintained",
"detail": "30 commit(s) and 9 issue activity found in the last 90 days -- score normalized to 10",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "packaging",
"name": "Packaging",
"detail": "packaging workflow detected",
"points": 5,
"status": "met",
"details": [],
"max_points": 5
},
{
"key": "pinned_dependencies",
"name": "Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "sast",
"name": "SAST",
"detail": "SAST tool detected but not run on all commits",
"points": 3.5,
"status": "partial",
"details": [],
"max_points": 5
},
{
"key": "security_policy",
"name": "Security-Policy",
"detail": "security policy file not detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "signed_releases",
"name": "Signed-Releases",
"detail": "no releases found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 7.5
},
{
"key": "token_permissions",
"name": "Token-Permissions",
"detail": "detected GitHub workflow tokens with excessive permissions",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "vulnerabilities",
"name": "Vulnerabilities",
"detail": "23 existing vulnerabilities detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
}
]
},
{
"key": "dependency_advisories",
"band": "exceptional",
"name": "Dependency advisories",
"note": "Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 2 resolved dependencies against OSV; 36 could not be assessed (no resolved version, an unsupported ecosystem, or beyond the reported package list). This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
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"no_advisories_left_outstanding"
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}
},
{
"code": "weights_renormalized",
"params": {}
},
{
"code": "advisories_scope_repository",
"params": {
"assessed": 2
}
},
{
"code": "advisories_unassessed",
"params": {
"count": 36
}
},
{
"code": "advisories_repo_graph_caveat",
"params": {}
},
{
"code": "advisories_reachability",
"params": {}
}
],
"value": 100,
"inputs": {
"source": "osv",
"advisories": 0,
"affected_packages": 0,
"assessed_packages": 2,
"unassessed_packages": 36,
"affected_by_severity": "none",
"direct_affected_packages": 0
},
"components": [
{
"key": "direct_dependencies_free_of_known_advisories",
"name": "Direct dependencies free of known advisories",
"detail": "no direct dependency carries a known advisory",
"points": 35,
"status": "met",
"details": [
{
"code": "no_direct_advisories",
"params": {}
}
],
"max_points": 35
},
{
"key": "indirect_dependencies_free_of_known_advisories",
"name": "Indirect dependencies free of known advisories",
"detail": "transitive set not separable from development and test dependencies in this scope",
"points": 0,
"status": "excluded",
"details": [
{
"code": "advisories_scope_not_separable",
"params": {}
}
],
"max_points": 25
},
{
"key": "no_advisories_left_outstanding",
"name": "No advisories left outstanding",
"detail": "no advisory carries a publication date",
"points": 0,
"status": "excluded",
"details": [
{
"code": "advisories_no_publication_date",
"params": {}
}
],
"max_points": 40
}
]
},
{
"key": "malicious_dependencies",
"band": "exceptional",
"name": "Malicious dependencies",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"source": "osv",
"meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
"packages": [],
"red_flag": false,
"assessed_packages": 2,
"malicious_packages": 0,
"direct_malicious_packages": 0,
"withdrawn_malicious_packages": 0,
"installable_malicious_packages": 0
},
"components": [
{
"key": "no_dependency_reported_as_a_malicious_package",
"name": "No dependency reported as a malicious package",
"detail": "no dependency is reported as a malicious package",
"points": 100,
"status": "met",
"details": [
{
"code": "no_malicious_dependencies",
"params": {}
}
],
"max_points": 100
}
]
},
{
"key": "high_risk_jurisdiction_exposure",
"band": "exceptional",
"name": "High-Risk Jurisdiction Exposure",
"note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
"notes": [
{
"code": "jurisdiction_evidence_limits",
"params": {}
}
],
"value": 100,
"inputs": {
"meaning": "self-published location evidence; not nationality or citizenship",
"red_flag": false,
"exposures": [],
"policy_countries": [
"Russia",
"Iran",
"North Korea"
],
"commit_weight_rule": {
"min_commits": 50,
"min_commit_share": 0.1
},
"review_only_matches": 0,
"below_threshold_exposures": [],
"assessed_self_published_locations": 4
},
"components": [
{
"key": "policy_exposure_multiplier",
"name": "Policy exposure multiplier",
"detail": "no confirmed policy-scope location match",
"points": 100,
"status": "met",
"details": [
{
"code": "jurisdiction_no_match",
"params": {}
}
],
"max_points": 100
}
]
}
],
"description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
},
{
"key": "ai_readiness",
"band": "moderate",
"name": "AI Readiness",
"value": 60,
"weight": 0.04,
"metrics": [
{
"key": "ai_agent_context",
"band": "good",
"name": "Agent context & guidance",
"note": null,
"notes": [],
"value": 77,
"inputs": {
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"legible_history_share": 0.596,
"agent_instruction_files": [
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],
"agent_instruction_max_bytes": 10691
},
"components": [
{
"key": "agent_instructions",
"name": "Agent instructions",
"detail": "AGENTS.md",
"points": 45,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
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}
],
"max_points": 45
},
{
"key": "machine_readable_docs_llms_txt",
"name": "Machine-readable docs (llms.txt)",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 15
},
{
"key": "legible_commit_history",
"name": "Legible commit history",
"detail": "59 of 99 human commits state their intent (structured subject or explanatory body)",
"points": 31.8,
"status": "partial",
"details": [
{
"code": "legible_history",
"params": {
"legible": 59,
"sampled": 99
}
}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
"band": "moderate",
"name": "Verify loop (build / test / typecheck)",
"note": null,
"notes": [],
"value": 50,
"inputs": {
"has_nix": false,
"has_tests": true,
"lockfiles": [],
"has_dockerfile": true,
"typed_language": false,
"bootstrap_files": [],
"has_devcontainer": false,
"has_linter_config": false,
"typecheck_configs": [],
"agent_commit_share": 0.45,
"toolchain_manifests": [],
"dependency_bot_commit_share": 0.01
},
"components": [
{
"key": "one_command_bootstrap",
"name": "One-command bootstrap",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 18
},
{
"key": "automated_tests",
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"detail": null,
"points": 22,
"status": "met",
"details": [],
"max_points": 22
},
{
"key": "lint_format_config",
"name": "Lint / format config",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 11
},
{
"key": "static_type_checking",
"name": "Static type checking",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 11
},
{
"key": "reproducible_environment",
"name": "Reproducible environment",
"detail": "Dockerfile",
"points": 10,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "Dockerfile"
}
}
],
"max_points": 10
},
{
"key": "demonstrated_agent_practice",
"name": "Demonstrated agent practice",
"detail": "45 of the last 100 commits agent-authored or agent-credited",
"points": 10,
"status": "met",
"details": [
{
"code": "agent_authored_commits",
"params": {
"count": 45,
"sampled": 100
}
}
],
"max_points": 10
},
{
"key": "automated_maintenance",
"name": "Automated maintenance",
"detail": "1 of the last 100 commits are automated dependency updates",
"points": 8,
"status": "met",
"details": [
{
"code": "dependency_bot_commits",
"params": {
"count": 1,
"sampled": 100
}
}
],
"max_points": 8
},
{
"key": "openssf_scorecard_pinned_dependencies",
"name": "OpenSSF Scorecard: Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
}
]
},
{
"key": "ai_code_legibility",
"band": "moderate",
"name": "Code legibility for models",
"note": null,
"notes": [],
"value": 52,
"inputs": {
"primary_language": "Python",
"largest_source_bytes": 6915612,
"source_files_sampled": 1106,
"oversized_source_files": 53
},
"components": [
{
"key": "type_checkable_code",
"name": "Type-checkable code",
"detail": "Python without a type-check config",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_typecheck_config_language",
"params": {
"language": "Python"
}
}
],
"max_points": 45
},
{
"key": "manageable_file_sizes",
"name": "Manageable file sizes",
"detail": "53/1106 source files over 60KB",
"points": 52.4,
"status": "partial",
"details": [
{
"code": "oversized_source_files",
"params": {
"kb": 60,
"sampled": 1106,
"oversized": 53
}
}
],
"max_points": 55
}
]
}
],
"description": "How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight: agent tooling is a real maintenance signal, but its absence must never gate the top of the scale (calibration saturates at raw 91, so 100/100 remains reachable with AI Readiness at zero)."
}
],
"classification": {
"labels": [
"library"
],
"scores": {
"library": 6,
"framework": 2
},
"primary": "library",
"evidence": [
{
"tier": "distribution",
"label": "library",
"source": "registry:pypi",
"weight": 6
},
{
"tier": "tags",
"label": "framework",
"source": "tag:framework",
"weight": 2
}
],
"artifacts": [],
"confidence": "medium",
"host_extension": false,
"runs_as_process": false,
"consumed_by_code": true
},
"metrics_version": "2.3.1"
},
"warnings": [
"Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
"deps.dev does not index pypi:jesse@3.0.0; advisories assessed against the repository dependency graph instead"
],
"report_type": "repository",
"generated_at": "2026-08-02T16:00:35.607293Z",
"schema_version": "0.27.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/j/jesse-ai/jesse.svg",
"full_name": "jesse-ai/jesse",
"license_state": "standard",
"license_spdx": "MIT"
}Scores are signals, not warranties. They reflect publicly visible practices on GitHub — not a code audit, and not a security guarantee.
Missing data is excluded and weights renormalized, never scored as zero. Methodology is versioned and open: metrics v2.3.1, schema v0.27.0 — full methodology · metrics wiki.
How one result sits in the wider record: aggregate statistics — PyPI.