SWE Task Progress Dashboard

Overview

Live Dashboard of PRs collections and SWE Tasks Generation

Live state of GitHub PR collection and verifiable SWE-Bench task generation across 8 languages. Detailed per-language analysis is collapsed below — click any section to expand.

Total PRs collected

8,818

822 unique repos · 1h 0 / 24h -580,464

Total valid SWE

20 unique repos · 1h +25 / 24h -49,914

Overall success rate

1.8%

Valid SWE / processed 2,819

Mean difficulty_score

6.82

median 6.6, count 51

Language Progress

Language	PRs collected	Last 24h	Valid SWE	Last 1h	Last 24h	Processed	Success rate
Cc	621	-31,736	13	+5	-9,696	441	2.9%
C++cpp	1,326	-46,662	2	0	-4,037	296	0.7%
Gogo	1,621	-130,482	8	+3	-8,087	325	2.5%
Javajava	1,165	-87,864	6	+5	-4,011	408	1.5%
JavaScriptjs	890	-38,792	5	+3	-7,132	339	1.5%
Pythonpy	1,140	-104,628	7	+3	-5,051	478	1.5%
Rustrust	787	-71,078	7	+3	-5,498	255	2.7%
TypeScriptts	1,268	-69,222	3	+3	-6,402	277	1.1%

Run Parameters

Language	Eval model (OPENAI)	Completion model (ANTHROPIC)	Concurrency	min_source_files	max_source_files
C	`Qwen3.6-35B-A3B`	`claude-sonnet-4-6`	16	2	10
C++	`Qwen3.6-35B-A3B`	`claude-sonnet-4-6`	16	2	10
Go	`Qwen3.6-35B-A3B`	`claude-sonnet-4-6`	16	2	10
Java	`Qwen3.6-35B-A3B`	`claude-sonnet-4-6`	16	2	10
JavaScript	`Qwen3.6-35B-A3B`	`claude-sonnet-4-6`	16	2	10
Python	`Qwen3.6-35B-A3B`	`claude-sonnet-4-6`	16	2	10
Rust	`Qwen3.6-35B-A3B`	`claude-sonnet-4-6`	16	2	10
TypeScript	`Qwen3.6-35B-A3B`	`claude-sonnet-4-6`	16	2	10

Failure Reason Breakdown

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Language	Processed	Valid SWE	Failed	trivial_pr	validation	infra_error	timeout	workflow_error
C	441	13	428	227	3	175	28	0
C++	296	2	294	158	7	93	31	5
Go	325	8	317	135	1	143	41	0
Java	408	6	402	200	1	172	32	3
JavaScript	339	5	334	174	1	110	43	6
Python	478	7	471	203	4	218	47	3
Rust	255	7	248	118	1	88	44	1
TypeScript	277	3	274	138	3	96	38	2

trivial_pr: the PR was judged by the LLM as too trivial (e.g. only config, docs, or dependency-version changes) and unsuitable as a SWE task.

validation: validation failed after task generation (the NOP agent did not return reward=0, or the ORACLE agent did not return reward=1).

infra_error: infrastructure error (Docker build failure, network timeout, insufficient disk space, etc.).

timeout: processing timed out (per-PR total timeout or Claude Code session timeout).

workflow_error: workflow error (PR metadata fetch failure, worktree creation failure, patch generation failure, etc.).

fix.patch Complexity

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Language	Valid SWE Count	Avg fix.patch lines	Avg fix.patch hunks	Avg fix.patch files
C	13	144.54	10.77	3.77
C++	2	47.50	4.50	2.50
Go	8	62.38	3.75	2.00
Java	6	81.00	11.33	4.83
JavaScript	5	35.00	3.60	2.00
Python	7	154.14	5.43	2.00
Rust	7	329.14	11.14	4.29
TypeScript	3	90.33	15.00	9.67

Metric Definitions

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Difficulty score (difficulty_score)

Reads each valid task directory's solution/fix.patch, tests/, and instruction.md, scored statically with zero API calls by src/swegen/scoring.py.

The current formula uses log-scale continuous scoring to avoid mid-sized patches becoming hard too early. Weights: patch_scope 38%, logic_complexity 32%, context_breadth 15%, test_complexity 10%, instruction_complexity 5%.

Label thresholds: easy <= 4.0, medium <= 7.0, hard > 7.0.

Tag generation and display

tags are not computed live by the dashboard; they are generated by the LLM from PR information when swegen builds the task, and written to [metadata].tags in task.toml.

The prompt asks for tags in four parts: programming language, project layer/domain, framework/library or specific topic, and a domain-independent bug class (e.g. missing-fallback, incomplete-validation). The dashboard reads existing task.toml files, counts each language's tag occurrences and share, and treats the 4th tag as the bug class for the Bug-Class panels below.

fix.patch statistics

Patch stats come from each valid task's solution/fix.patch, filtering code files by language extension, consistent with the code-only stats in upload_march_swe_to_hf.py.

Avg fix.patch lines counts added/removed lines in code-file diffs; Avg fix.patch hunks counts @@ hunks; Avg fix.patch files counts the code files involved.

difficulty_label Distribution

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Language	easy / medium / hard	medium	hard
C	0 / 7 / 6	7	6
C++	0 / 0 / 2	0	2
Go	0 / 6 / 2	6	2
Java	0 / 3 / 3	3	3
JavaScript	0 / 4 / 1	4	1
Python	0 / 4 / 3	4	3
Rust	0 / 2 / 5	2	5
TypeScript	0 / 2 / 1	2	1

difficulty_score Overview

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Language	count	min	p25	median	mean	p75	max
C	13	4.7	5.8	7.0	7.08	8.7	8.9
C++	2	7.2	7.7	8.2	8.25	8.8	9.3
Go	8	3.7	4.1	4.8	5.25	6.1	7.5
Java	6	5.7	5.9	7.2	7.53	9.2	9.7
JavaScript	5	4.7	5.2	5.3	5.66	6.0	7.1
Python	7	4.4	4.8	6.2	6.71	8.5	9.7
Rust	7	6.4	7.6	8.9	8.31	9.2	9.2
TypeScript	3	5.0	5.5	6.0	6.13	6.7	7.4

Global Top Tags

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library25 (49.0%)

backend14 (27.5%)

cli7 (13.7%)

frontend5 (9.8%)

logging4 (7.8%)

static-analysis3 (5.9%)

react3 (5.9%)

missing-api2 (3.9%)

error-handling2 (3.9%)

schema-evolution2 (3.9%)

false-positive2 (3.9%)

api2 (3.9%)

missing-feature2 (3.9%)

api-compatibility-fix1 (2.0%)

build-system1 (2.0%)

cache-coherency1 (2.0%)

canfigger1 (2.0%)

config-parsing1 (2.0%)

incomplete-validation1 (2.0%)

libbpf1 (2.0%)

memory-management1 (2.0%)

missing-cleanup-api1 (2.0%)

module-lifecycle1 (2.0%)

parsing1 (2.0%)

python1 (2.0%)

qmk1 (2.0%)

testing1 (2.0%)

toolchain-incompatibility1 (2.0%)

unknown-defect1 (2.0%)

missing-function-implementation1 (2.0%)

Per-Language Tag Distribution

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C c

library12 (92.3%)

logging3 (23.1%)

missing-api2 (15.4%)

api-compatibility-fix1 (7.7%)

backend1 (7.7%)

build-system1 (7.7%)

cache-coherency1 (7.7%)

canfigger1 (7.7%)

config-parsing1 (7.7%)

incomplete-validation1 (7.7%)

libbpf1 (7.7%)

memory-management1 (7.7%)

missing-cleanup-api1 (7.7%)

module-lifecycle1 (7.7%)

parsing1 (7.7%)

python1 (7.7%)

qmk1 (7.7%)

testing1 (7.7%)

toolchain-incompatibility1 (7.7%)

unknown-defect1 (7.7%)

C++ cpp

library2 (100.0%)

schema-evolution2 (100.0%)

missing-auto-detection1 (50.0%)

podio1 (50.0%)

Go go

library4 (50.0%)

static-analysis3 (37.5%)

backend2 (25.0%)

cli2 (25.0%)

false-positive2 (25.0%)

context1 (12.5%)

incorrect-parsing1 (12.5%)

insecure-default1 (12.5%)

missing-context-propagation1 (12.5%)

regex1 (12.5%)

structtag1 (12.5%)

tls1 (12.5%)

whitespace-handling1 (12.5%)

wrong-function-resolution1 (12.5%)

configurable-leeway1 (12.5%)

webhooks1 (12.5%)

Java java

backend6 (100.0%)

api1 (16.7%)

missing-response-mapping1 (16.7%)

ledger1 (16.7%)

unused-dependency1 (16.7%)

error-handling1 (16.7%)

incorrect-message1 (16.7%)

missing-model1 (16.7%)

payment-api1 (16.7%)

missing-error-handling1 (16.7%)

payment-validation1 (16.7%)

api-response1 (16.7%)

conditional-field-inclusion1 (16.7%)

JavaScript js

frontend3 (60.0%)

react3 (60.0%)

library2 (40.0%)

missing-feature2 (40.0%)

dependency-api-change1 (20.0%)

tar1 (20.0%)

missing-prop-support1 (20.0%)

ccda1 (20.0%)

missing-field-extraction1 (20.0%)

Python py

library4 (57.1%)

cli2 (28.6%)

autosubmit1 (14.3%)

backend1 (14.3%)

gui1 (14.3%)

incomplete-path-sanitization1 (14.3%)

incorrect-calculation1 (14.3%)

missing-gui-config1 (14.3%)

path-sanitization1 (14.3%)

status-priority-handling1 (14.3%)

workflow1 (14.3%)

incomplete-matching1 (14.3%)

string-matching1 (14.3%)

logging1 (14.3%)

missing-sensitive-data-redaction1 (14.3%)

missing-implementation1 (14.3%)

template-matching1 (14.3%)

Rust rust

cli3 (42.9%)

backend2 (28.6%)

command-routing1 (14.3%)

frontend1 (14.3%)

library1 (14.3%)

missing-functionality1 (14.3%)

missing-validation-warning1 (14.3%)

process-management1 (14.3%)

tui1 (14.3%)

ui-redesign1 (14.3%)

validation1 (14.3%)

wrong-command-scope1 (14.3%)

budget1 (14.3%)

missing-writer1 (14.3%)

claude-code1 (14.3%)

missing-hook-implementation1 (14.3%)

mcp1 (14.3%)

missing-push-fallback1 (14.3%)

TypeScript ts

backend2 (66.7%)

api1 (33.3%)

api-contract-update1 (33.3%)

frontend1 (33.3%)

infinite-cache-growth1 (33.3%)

polkadot-api1 (33.3%)

eth-rpc-adapter1 (33.3%)

optional-field-handling1 (33.3%)

Global Top Bug Classes

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Bug class is the 4th tag in task.toml -> [metadata].tags: a domain-independent label describing the defect mechanism (e.g. missing-fallback, incomplete-validation, off-by-one-error). Generated by the LLM during swegen create and backfilled into legacy 3-tag tasks via swegen backfill-tags.

missing-api2 (3.9%)

false-positive2 (3.9%)

missing-feature2 (3.9%)

api-compatibility-fix1 (2.0%)

cache-coherency1 (2.0%)

incomplete-validation1 (2.0%)

missing-cleanup-api1 (2.0%)

module-lifecycle1 (2.0%)

toolchain-incompatibility1 (2.0%)

unknown-defect1 (2.0%)

missing-function-implementation1 (2.0%)

incomplete-deduplication-logic1 (2.0%)

missing-backend1 (2.0%)

missing-state-check1 (2.0%)

missing-auto-detection1 (2.0%)

schema-evolution1 (2.0%)

incorrect-parsing1 (2.0%)

insecure-default1 (2.0%)

missing-context-propagation1 (2.0%)

whitespace-handling1 (2.0%)

wrong-function-resolution1 (2.0%)

configurable-leeway1 (2.0%)

missing-response-mapping1 (2.0%)

unused-dependency1 (2.0%)

incorrect-message1 (2.0%)

missing-model1 (2.0%)

missing-error-handling1 (2.0%)

conditional-field-inclusion1 (2.0%)

dependency-api-change1 (2.0%)

missing-prop-support1 (2.0%)

Per-Language Bug-Class Distribution

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Top bug classes per mainstream language. Counts are over tasks whose task.toml already carries a 4-tag entry; tasks still on the legacy 3-tag schema do not contribute until the backfill catches up.

C c13 tagged

missing-api2 (15.4%)

api-compatibility-fix1 (7.7%)

cache-coherency1 (7.7%)

incomplete-validation1 (7.7%)

missing-cleanup-api1 (7.7%)

module-lifecycle1 (7.7%)

toolchain-incompatibility1 (7.7%)

unknown-defect1 (7.7%)

missing-function-implementation1 (7.7%)

incomplete-deduplication-logic1 (7.7%)

missing-backend1 (7.7%)

missing-state-check1 (7.7%)

C++ cpp2 tagged

missing-auto-detection1 (50.0%)

schema-evolution1 (50.0%)

Go go8 tagged

false-positive2 (25.0%)

incorrect-parsing1 (12.5%)

insecure-default1 (12.5%)

missing-context-propagation1 (12.5%)

whitespace-handling1 (12.5%)

wrong-function-resolution1 (12.5%)

configurable-leeway1 (12.5%)

Java java6 tagged

missing-response-mapping1 (16.7%)

unused-dependency1 (16.7%)

incorrect-message1 (16.7%)

missing-model1 (16.7%)

missing-error-handling1 (16.7%)

conditional-field-inclusion1 (16.7%)

JavaScript js5 tagged

missing-feature2 (40.0%)

dependency-api-change1 (20.0%)

missing-prop-support1 (20.0%)

missing-field-extraction1 (20.0%)

Python py7 tagged

incomplete-path-sanitization1 (14.3%)

incorrect-calculation1 (14.3%)

missing-gui-config1 (14.3%)

status-priority-handling1 (14.3%)

incomplete-matching1 (14.3%)

missing-sensitive-data-redaction1 (14.3%)

missing-implementation1 (14.3%)

Rust rust7 tagged

missing-functionality1 (14.3%)

missing-validation-warning1 (14.3%)

ui-redesign1 (14.3%)

wrong-command-scope1 (14.3%)

missing-writer1 (14.3%)

missing-hook-implementation1 (14.3%)

missing-push-fallback1 (14.3%)

TypeScript ts3 tagged

api-contract-update1 (33.3%)

infinite-cache-growth1 (33.3%)

optional-field-handling1 (33.3%)